Fitting a finite mixture of piecewise mixed-effect models with unknown random knots
Cengiz Zopluoglu
University of Oregon09/5/2024
[Updated: Thu, Sep 05, 2024 - 23:01:51 ]
1. Overview
This tutorial demonstrates how to fit a finite mixture of piecewise
mixed-effect models with unknown random knots using the R routine
developed as described in in
our paper. The R routine can be found in the GitHub repository under
the /code folder.
2. Installation and Setup
2.1 Download and Source the R Routine
First, download the R script file (fitPMM.R) from the repository and source it into your R environment.
2.2 Install and Load Required Libraries
The routine depends on several R packages. If these are not installed, use install.packages() to install them before loading.
# Uncomment the lines to install if needed
# install.packages("segmented",dependencies=TRUE)
# install.packages("glmmML",dependencies=TRUE)
# install.packages("MCMCpack",dependencies=TRUE)
# install.packages("psych",dependencies=TRUE)
# install.packages("MBESS",dependencies=TRUE)
# install.packages("gdata",dependencies=TRUE)
# Load the necessary libraries
require(segmented) # Fitting piecewise model to individual data, used to obtain start values
require(glmmML) # Using "ghq()" function
require(MCMCpack) # Using "xpnd()" function
require(psych) # Using "cor.smooth()" function
require(MBESS) # Using "cor2cov()" function
require(gdata) # Using "write.fwf()" function3. Loading the dataset
We will use a random subsample of The Early Childhood Longitudinal Study
(ECLS-K) . This dataset tracks children’s progress from kindergarten
through eighth grade. The time vector (tvec) represents
specific intervals in the study.
First, download the data file from the folder /data/ in the GitHub repository, and then load it into your R environment
load(''path_to_your_downloaded_RData_file/ECLS.RData') # Load the dataset
tvec <- c(0, 0.5, 1, 1.5, 3.5, 5.5, 8.5) # Time points vector
head(ECLS) M1 M2 M3 M4 M5 M6 M7
[1,] 28.14 50.51 45.89 93.65 152.42 163.89 171.23
[2,] 27.04 42.23 48.73 66.21 112.09 125.56 155.11
[3,] 43.45 56.71 70.53 89.71 137.38 159.14 169.89
[4,] 16.52 32.48 38.07 47.97 117.71 139.88 166.58
[5,] 28.87 43.53 48.07 77.39 100.41 138.46 150.94
[6,] 15.57 30.53 35.33 50.68 77.26 116.04 139.39The time points represent:
- 0 — Kindergarten (fall)
- 0.5 — Kindergarten (spring)
- 1 — 1st Grade (fall)
- 1.5 — 1st Grade (spring)
- 3.5 — 3rd Grade (spring)
- 5.5 — 5th Grade (spring)
- 8.5 — 8th Grade (spring)
4. Generate starting values for the algorithm
The algorithm is sensitive to starting values. To improve convergence, we’ll estimate initial parameters (intercepts, slopes, knots, and residual variance) by fitting piecewise models to each individual’s data. These estimates will then be passed into the main model fitting function.
# Time vector
tvec = c(0,.5,1,1.5,3.5,5.5,8.5) # Time vector
# Sample size, number of rows in the dataset
N <- nrow(ECLS) # Sample size
ind_par <- matrix(nrow=N,ncol=5) # Matrix to store individual parameter estimates
colnames(ind_par) <- c("B1","B2","B3","K","Sigma")
# B1 : The intercept at the first phase
# B2 : The slope at the first phase
# B3 : The slope at the second phase
# K : Knot, change/break point between two phases
# sigma: Residual Variance
K.st <- 3 # Initial guess for the knot
# The following loop may take some time depending on your sample size.
# It fits piecewise linear model to each individual data,
# and estimates B1, B2, B3, K, and sigma for each individual
for(i in 1:nrow(ECLS)) {
tryCatch({
y <- as.numeric(ECLS[i,])
if(sum(is.na(y))<=3){ # Ensure there are enough data points
lm.out <- lm(y~tvec)
out <- segmented(lm.out,seg.Z=~tvec,psi=K.st)
if(is.null(out)!=TRUE & length(coef(out))==4) {
ind_par[i,1:2] <- as.numeric(coef(out))[1:2] # B1, B2
ind_par[i,3] <- ind_par[i,2]+as.numeric(coef(out))[3] # B3
ind_par[i,4]<- out$psi[2] # Knot
ind_par[i,5]<- (summary(out)$sigma)^2 # Residual variance
}
}
}, error=function(e){})
}breakpoint estimate(s): 5.632143
breakpoint estimate(s): 5.586353
breakpoint estimate(s): 5.632143
breakpoint estimate(s): 5.632143 B1 B2 B3 K Sigma
[1,] 27.23349 36.06808 2.446667 3.664326 161.406148
[2,] 27.45100 24.80200 8.702368 3.273689 9.949666
[3,] 44.44425 27.00904 3.583333 4.054837 9.501908
[4,] 13.21062 28.72260 8.900000 3.920746 45.008824
[5,] 33.01219 20.49370 4.160000 5.055059 83.835010
[6,] 18.96272 17.83219 8.312265 5.240590 21.4955345. Fitting the model
Now, use the fitPMM() function to fit the mixture model.
This function requires several arguments, including the dataset,
starting values, and model-specific options such as the number of latent
classes and quadrature points.
fit <- fitPMM(
data = ECLS, # Dataset
start = ind_par, # Starting values
time.vec = tvec, # Time vector
L = 2, # Number of latent classes
nquad = 20, # Number of quadrature points
isnit_max= 15, # Max iterations for initial stage
is_st = 0.001, # Stopping criteria for initial stage
is_nset = 500, # Number of starting sets for initial stage
fsnit_max= 2000, # Max iterations for final stage
fs_st = 0.0001, # Stopping criteria for final stage
fs_nset = 3, # Number of starting sets for final stage
sel = 2, # Optimization method (1 = BFGS, 2 = DFPQ)
fix.cov = TRUE, # Fix variance-covariance across classes?
fix.err = TRUE # Fix residual variance across classes?
)***********************************************************************
An R Routine to Fit Finite Mixture of Piecewise Mixed-Effect Models with Unknown Random Knots
Maintainer: Cengiz Zopluoglu
University of Oregon
Email : cengiz@uoregon.edu
*************************************************************************
Please use the following citation for any use of this R routine.
Zopluoglu, C., Harring, J.R., Kohli,N. (2014). FitPMM: An R Routine to Fit
Finite Mixture of Piecewise Mixed-Effect Models With Unknown Random Knots.
Applied Psychological Measurement, 38(7), 583-584
*************************************************************************
Processing Date: Thu Sep 5 23:02:27 2024
Multiple sets of start values are written in a file 'StartValueSets.txt' in the following folder:
C:/Users/cengiz/Desktop/fitPMM/docs
*************************************************************************
INITIAL STAGE ESTIMATION
The results from the initial stage estimation are saved in the following folder:
C:/Users/cengiz/Desktop/fitPMM/docs
START VALUE SET 1 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5945.157 897.260 - 14
2 -5850.843 824.796 94.314 14
3 -5758.847 709.109 91.996 10
4 -5758.748 708.744 0.099 4674
5 -5758.747 708.737 0.000 10001
START VALUE SET 2 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5568.264 73.313 - 4
2 -5578.561 145.367 -10.296 4
3 -5563.161 235.006 15.400 26
4 -5561.132 558.734 2.028 7
5 -5481.300 216.350 79.832 5
6 -5478.111 218.378 3.189 89
7 -5640.456 807.520 -162.345 55
8 -5620.373 780.864 20.083 30
9 -5547.391 299.217 72.982 6
10 -5520.761 272.677 26.630 9
11 -5471.970 303.683 48.792 2
12 -5438.248 162.716 33.721 2
13 -5432.090 224.777 6.158 3
14 -5431.244 233.046 0.846 13
15 -5431.256 233.479 -0.012 571
START VALUE SET 3 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5926.221 165.368 - 4
2 -5841.885 93.749 84.337 4
3 -5812.171 71.487 29.714 3
4 -5795.413 57.255 16.758 3
5 -5802.212 68.775 -6.800 7
6 -5801.726 50.745 0.486 3
7 -5799.400 49.228 2.326 31
8 -5798.453 49.896 0.948 7552
9 -5797.946 50.491 0.506 10001
10 -5797.665 50.988 0.282 10001
11 -5797.503 51.394 0.162 10001
12 -5797.407 51.724 0.096 10001
13 -5797.348 51.989 0.059 10001
14 -5797.312 52.202 0.036 10001
15 -5812.287 107.529 -14.975 3
START VALUE SET 4 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5404.559 177.634 - 6
2 -5397.792 144.397 6.767 6
3 -5414.712 116.958 -16.920 3
4 -5420.801 111.724 -6.090 24
5 -5410.165 122.416 10.636 3
6 -5398.810 159.214 11.355 6
7 -5379.559 110.863 19.251 2
8 -5390.140 120.258 -10.581 2
9 -5385.628 83.790 4.512 2
10 -5391.587 74.884 -5.960 2
11 -5380.233 128.802 11.355 6
12 -5378.669 77.862 1.564 2
13 -5370.474 76.248 8.195 2
14 -5358.355 66.532 12.119 3
15 -5353.657 61.415 4.698 5
START VALUE SET 5 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5600.614 1497.260 - 19
2 -5599.668 1629.559 0.946 19
3 -5599.862 1355.006 -0.194 8
4 -5597.207 1303.972 2.654 37
5 -5595.902 1299.384 1.305 2357
6 -5595.139 1296.632 0.763 10001
7 -5594.679 1294.720 0.460 10001
8 -5594.393 1293.320 0.285 10001
9 -5594.212 1292.260 0.181 10001
10 -5594.094 1291.471 0.118 10001
11 -5595.780 1334.074 -1.685 2
12 -5594.348 1294.380 1.431 9
13 -5594.223 1290.592 0.125 73
14 -5594.198 1290.282 0.025 10001
15 -5594.181 1290.015 0.017 10001
START VALUE SET 6 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5810.103 258.608 - 9
2 -5757.127 214.295 52.977 9
3 -5740.891 190.253 16.235 8
4 -5704.963 206.207 35.929 3
5 -5706.771 200.009 -1.808 3
6 -5704.411 218.765 2.360 3
7 -5701.552 274.076 2.859 2
8 -5696.971 245.798 4.582 2
9 -5692.004 235.037 4.966 2
10 -5689.035 270.403 2.969 4
11 -5676.887 142.414 12.148 2
12 -5666.389 71.281 10.498 2
13 -5660.007 89.597 6.382 2
14 -5650.791 127.984 9.216 2
15 -5648.090 129.707 2.700 2
START VALUE SET 7 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5596.112 88.356 - 10001
2 -5593.692 85.933 2.420 10001
3 -5593.170 85.015 0.522 10001
4 -5592.909 84.635 0.262 10001
5 -5592.784 84.475 0.125 10001
6 -5592.679 84.403 0.104 10001
7 -5592.597 84.370 0.083 10001
8 -5592.524 84.354 0.073 10001
9 -5592.457 84.346 0.067 10001
10 -5592.394 84.341 0.063 10001
11 -5592.334 84.337 0.060 10001
12 -5592.276 84.334 0.058 10001
13 -5592.220 84.332 0.056 10001
14 -5592.166 84.329 0.054 10001
15 -5592.113 84.327 0.052 10001
START VALUE SET 8 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5904.129 162.468 - 6
2 -5849.423 123.298 54.706 6
3 -5824.418 213.380 25.005 26
4 -5778.684 56.305 45.734 2
5 -5779.839 97.381 -1.156 13
6 -5724.161 76.747 55.678 3
7 -5718.441 194.224 5.721 16
8 -5771.070 1165.572 -52.630 12
9 -5698.852 202.650 72.218 2
10 -5690.937 174.695 7.915 4
11 -5693.825 200.932 -2.887 4
12 -5692.938 199.568 0.886 94
13 -5692.913 199.742 0.025 10001
14 -5692.909 199.776 0.004 10001
15 -5692.902 199.759 0.007 10001
START VALUE SET 9 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5506.282 124.504 - 8
2 -5474.188 59.827 32.094 8
3 -5538.538 114.318 -64.350 2
4 -5511.896 25.281 26.642 2
5 -5512.940 10.223 -1.044 2
6 -5515.830 21.332 -2.890 2
7 -5520.644 15.665 -4.813 2
8 -5521.649 20.839 -1.005 2
9 -5524.897 18.867 -3.248 2
10 -5525.287 26.320 -0.390 2
11 -5527.570 18.048 -2.283 2
12 -5528.169 25.532 -0.599 2
13 -5529.881 17.801 -1.712 2
14 -5530.720 27.820 -0.838 2
15 -5532.437 19.629 -1.717 2
START VALUE SET 10 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5607.711 98.182 - 3
2 -5665.130 59.070 -57.419 3
3 -5739.973 93.421 -74.842 4
4 -5622.263 37.802 117.710 2
5 -5648.172 35.954 -25.909 2
6 -5602.395 38.543 45.777 2
7 -5594.549 40.978 7.845 3
8 -5591.699 42.182 2.850 6
9 -5609.781 35.510 -18.082 2
10 -5602.609 78.548 7.173 2
11 -5615.012 60.554 -12.403 2
12 -5612.118 49.658 2.894 2
13 -5610.428 80.690 1.689 3
14 -5628.931 90.659 -18.503 5
15 -5613.686 82.139 15.245 13
START VALUE SET 11 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5685.700 46.963 - 19
2 -5685.104 38.050 0.596 19
3 -5678.595 14.091 6.510 3
4 -5583.540 16.179 95.055 2
5 -5636.604 15.315 -53.064 6
6 -5638.481 41.806 -1.877 3
7 -5650.310 16.430 -11.829 2
8 -5625.137 14.806 25.173 2
9 -5631.471 14.758 -6.333 2
10 -5590.152 9.458 41.318 2
11 -5588.160 13.950 1.992 2
12 -5610.194 10.498 -22.034 2
13 -5583.798 8.667 26.396 3
14 -5569.568 22.904 14.230 2
15 -5563.197 6.690 6.370 2
START VALUE SET 12 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5354.532 58.917 - 3
2 -5409.052 46.119 -54.520 3
3 -5445.372 18.703 -36.320 2
4 -5434.070 24.903 11.301 2
5 -5438.855 29.944 -4.785 3
6 -5439.561 21.453 -0.706 2
7 -5443.671 18.437 -4.110 2
8 -5438.618 32.387 5.053 2
9 -5442.714 19.572 -4.096 2
10 -5443.121 68.432 -0.407 2
11 -5443.956 31.005 -0.835 2
12 -5440.942 41.307 3.014 2
13 -5445.265 47.383 -4.323 2
14 -5450.901 83.174 -5.637 2
15 -5456.716 77.427 -5.814 2
START VALUE SET 13 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5553.401 166.414 - 3
2 -5551.720 279.409 1.681 3
3 -5604.419 413.528 -52.698 17
4 -5578.912 53.571 25.506 2
5 -5540.740 67.630 38.172 3
6 -5545.772 67.446 -5.032 7
7 -5640.337 68.524 -94.565 2
8 -5551.857 76.506 88.481 2
9 -5533.134 60.325 18.723 2
10 -5535.401 57.583 -2.267 2
11 -5533.308 70.469 2.093 2
12 -5534.596 58.237 -1.287 2
13 -5534.043 86.286 0.553 2
14 -5535.392 68.638 -1.349 2
15 -5530.985 205.295 4.407 2
START VALUE SET 14 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5461.399 368.956 - 4
2 -5460.116 398.307 1.282 4
3 -5428.121 360.666 31.996 3
4 -5444.890 181.622 -16.769 2
5 -5435.292 142.640 9.598 2
6 -5438.753 167.975 -3.461 2
7 -5439.525 133.853 -0.772 2
8 -5442.868 135.646 -3.343 2
9 -5442.891 132.651 -0.023 2
10 -5445.555 122.527 -2.664 2
11 -5445.253 135.504 0.303 2
12 -5447.322 121.337 -2.069 2
13 -5447.086 145.021 0.236 2
14 -5447.589 126.833 -0.503 2
15 -5448.401 129.324 -0.812 2
START VALUE SET 15 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5624.973 97.741 - 5
2 -5578.892 84.142 46.081 5
3 -5544.595 71.387 34.297 8
4 -5540.363 66.824 4.232 506
5 -5525.306 42.708 15.057 2
6 -5523.612 23.137 1.694 2
7 -5525.826 19.994 -2.214 2
8 -5523.707 27.670 2.119 3
9 -5525.104 28.825 -1.396 3
10 -5514.329 8.177 10.775 2
11 -5515.194 9.689 -0.864 2
12 -5517.399 5.811 -2.206 2
13 -5518.537 11.193 -1.138 2
14 -5521.271 6.334 -2.734 2
15 -5521.699 12.919 -0.427 2
START VALUE SET 16 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5725.441 79.606 - 2
2 -5732.811 36.925 -7.370 2
3 -5832.398 26.112 -99.587 3
4 -5730.963 32.979 101.435 2
5 -5722.733 20.705 8.230 2
6 -5729.312 26.634 -6.579 4
7 -5689.657 49.299 39.655 2
8 -5671.633 44.043 18.024 10
9 -5667.916 42.806 3.716 9
10 -5662.902 36.109 5.015 5
11 -5656.306 15.630 6.596 2
12 -5663.461 20.438 -7.156 2
13 -5871.855 53.073 -208.394 4
14 -5696.343 24.348 175.512 3
15 -5675.681 37.435 20.662 2
START VALUE SET 17 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5485.690 51.674 - 5
2 -5457.456 23.371 28.234 5
3 -5456.243 20.782 1.213 10
4 -5456.237 19.831 0.006 65
5 -5456.218 19.255 0.018 10001
6 -5456.211 18.895 0.007 10001
7 -5456.208 18.670 0.003 10001
8 -5456.207 18.529 0.001 10001
9 -5457.768 17.688 -1.561 2
10 -5465.659 14.672 -7.891 2
11 -5462.738 16.435 2.922 3
12 -5471.072 11.443 -8.335 2
13 -5460.455 18.581 10.618 5
14 -5457.743 21.629 2.712 19
15 -5501.582 7.714 -43.839 3
START VALUE SET 18 :
Iteration LL Max.Gradient LL.Change Step Size
1 -6382.342 244.736 - 66
2 -6429.022 270.514 -46.680 66
3 -6426.025 271.421 2.997 473
4 -6425.702 272.075 0.323 10001
5 -6425.606 272.343 0.096 10001
6 -6425.553 272.460 0.052 10001
7 -6424.664 273.619 0.889 10001
8 -6424.588 273.605 0.076 10001
9 -6424.531 273.593 0.057 10001
10 -6424.474 273.553 0.057 10001
11 -6424.420 273.536 0.054 10001
12 -6424.373 273.504 0.046 10001
13 -6424.332 273.483 0.042 10001
14 -6424.293 273.456 0.039 10001
15 -6424.260 273.436 0.033 10001
START VALUE SET 19 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5441.469 188.121 - 9
2 -5425.094 148.464 16.374 9
3 -5425.332 189.992 -0.238 60
4 -5442.086 135.783 -16.754 6
5 -5444.896 1173.134 -2.810 142
6 -5444.920 1243.787 -0.024 10001
7 -5444.895 1240.154 0.025 10001
8 -5444.877 1235.640 0.018 10001
9 -5444.864 1231.865 0.013 10001
10 -5444.856 1228.119 0.009 10001
11 -5444.850 1225.098 0.006 10001
12 -5444.755 1135.880 0.095 7
13 -5444.789 1177.527 -0.035 199
14 -5444.813 1179.309 -0.023 160
15 -5444.785 1176.240 0.027 7815
START VALUE SET 20 :
Iteration LL Max.Gradient LL.Change Step Size
1 -6034.828 2961.772 - 10
2 -5890.966 2772.852 143.862 10
3 -5843.081 2519.363 47.885 17
4 -5842.150 2507.609 0.931 353
5 -5894.699 2901.325 -52.549 3
6 -5872.817 2600.154 21.882 4
7 -5883.058 2605.934 -10.241 6
8 -5863.093 2388.971 19.965 3
9 -5952.836 2261.203 -89.742 2
10 -5938.024 2692.814 14.812 17
11 -5859.401 2539.105 78.624 4
12 -5768.874 2268.887 90.527 2
13 -5766.254 2335.871 2.620 7
14 -5775.192 2331.544 -8.938 5
15 -5827.964 2378.427 -52.772 2
START VALUE SET 21 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5384.372 24.932 - 269
2 -5360.572 3.285 23.800 269
3 -5360.453 3.751 0.119 7262
4 -5360.407 4.004 0.047 10001
5 -5359.274 4.692 1.133 10001
6 -5359.242 4.776 0.031 10001
7 -5359.208 4.807 0.034 10001
8 -5343.128 370.566 16.080 8
9 -5315.093 55.760 28.035 5
10 -5314.242 26.697 0.851 2
11 -5295.262 1.028 18.980 2
12 -5286.981 54.184 8.281 2
13 -5283.443 0.524 3.538 2
14 -5281.301 0.446 2.142 2
15 -5280.685 7.932 0.617 2
START VALUE SET 22 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5418.274 22.591 - 10001
2 -5416.070 7.170 2.203 10001
3 -5414.542 6.848 1.528 21
4 -5415.264 6.701 -0.722 34
5 -5415.275 6.699 -0.011 2871
6 -5434.985 6.352 -19.709 3
7 -5450.066 6.255 -15.081 47
8 -5450.193 6.254 -0.127 2880
9 -5460.333 5.490 -10.140 8
10 -5460.431 5.498 -0.098 140
11 -5461.492 5.549 -1.061 10001
12 -5452.387 5.890 9.105 20
13 -5452.035 5.913 0.352 189
14 -5452.029 5.908 0.006 10001
15 -5451.989 5.906 0.040 10001
START VALUE SET 23 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5613.104 22.123 - 5
2 -5667.294 35.735 -54.191 5
3 -5703.626 46.502 -36.332 131
4 -5701.742 52.342 1.883 97
5 -5671.049 23.306 30.694 2
6 -5663.683 11.062 7.366 2
7 -5660.072 8.632 3.611 2
8 -5668.704 16.352 -8.632 2
9 -5657.691 12.086 11.012 6
10 -5657.920 15.505 -0.228 4
11 -5657.494 12.838 0.426 6
12 -5657.771 11.691 -0.277 3
13 -5658.662 15.542 -0.891 2
14 -5659.154 12.957 -0.493 3
15 -5659.496 15.750 -0.341 40
START VALUE SET 24 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5679.188 81.960 - 10001
2 -5671.475 42.075 7.712 10001
3 -5654.400 35.460 17.076 21
4 -5653.456 34.011 0.944 811
5 -5653.300 33.323 0.156 10001
6 -5653.308 32.995 -0.007 10001
7 -5644.034 31.329 9.273 9
8 -5642.888 31.035 1.147 1093
9 -5642.726 30.946 0.162 10001
10 -5653.468 32.499 -10.742 844
11 -5642.870 31.008 10.597 134
12 -5642.727 30.965 0.143 10001
13 -5642.504 30.925 0.223 10001
14 -5642.350 30.898 0.154 10001
15 -5642.192 30.874 0.158 10001
START VALUE SET 25 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5425.629 35.175 - 23
2 -5406.572 50.296 19.057 23
3 -5404.010 53.811 2.562 5
4 -5406.994 38.536 -2.984 3
5 -5412.538 43.155 -5.544 3
6 -5416.602 17.921 -4.064 2
7 -5418.340 38.694 -1.737 3
8 -5458.582 57.040 -40.242 5
9 -5419.696 18.582 38.886 2
10 -5420.172 43.569 -0.476 2
11 -5419.735 18.979 0.437 2
12 -5420.644 12.101 -0.909 2
13 -5422.207 18.117 -1.563 2
14 -5423.582 9.432 -1.374 2
15 -5425.019 17.222 -1.437 2
START VALUE SET 26 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5841.606 269.019 - 6
2 -5825.908 238.210 15.698 6
3 -5838.328 295.440 -12.420 7
4 -5831.230 232.699 7.098 4
5 -5831.531 217.664 -0.301 7
6 -5845.757 202.964 -14.227 2
7 -5830.841 133.597 14.917 2
8 -5818.133 179.799 12.708 3
9 -5817.390 187.730 0.742 11
10 -5819.968 173.156 -2.577 67
11 -5819.895 173.367 0.072 239
12 -5819.716 173.815 0.179 199
13 -5819.713 173.832 0.003 10001
14 -5819.705 173.860 0.008 10001
15 -5819.701 173.882 0.004 10001
START VALUE SET 27 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5656.752 49.809 - 11
2 -5636.560 63.166 20.192 11
3 -5599.683 66.173 36.877 3
4 -5608.473 27.898 -8.790 2
5 -5620.833 30.284 -12.360 5
6 -5783.390 109.958 -162.557 2
7 -5560.594 44.528 222.796 2
8 -5524.325 24.759 36.269 2
9 -5511.204 12.856 13.121 2
10 -5500.076 17.646 11.128 3
11 -5495.595 15.359 4.481 3
12 -5491.634 14.724 3.961 2
13 -5490.183 20.081 1.451 2
14 -5494.734 24.916 -4.550 2
15 -5496.631 37.461 -1.897 2
START VALUE SET 28 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5494.127 110.155 - 10
2 -5566.283 140.487 -72.156 10
3 -5584.494 280.997 -18.211 608
4 -5583.609 274.269 0.885 10001
5 -5583.208 270.010 0.402 10001
6 -5583.028 267.314 0.179 10001
7 -5582.906 265.557 0.122 10001
8 -5582.005 260.164 0.901 16
9 -5580.725 258.733 1.280 1229
10 -5580.677 258.043 0.048 10001
11 -5640.344 358.649 -59.667 410
12 -5561.382 264.885 78.962 6
13 -5684.520 349.193 -123.138 33
14 -5609.160 314.369 75.360 13
15 -5595.989 281.455 13.172 28
START VALUE SET 29 :
Iteration LL Max.Gradient LL.Change Step Size
1 -6497.416 1677.575 - 10001
2 -6497.255 1674.829 0.161 10001
3 -6497.129 1672.804 0.126 10001
4 -6496.896 1671.081 0.233 10001
5 -6496.761 1669.883 0.134 10001
6 -6496.613 1668.931 0.148 10001
7 -6496.467 1668.171 0.146 10001
8 -6496.336 1667.573 0.131 10001
9 -6496.212 1667.087 0.124 10001
10 -6496.094 1666.684 0.118 10001
11 -6495.981 1666.344 0.113 10001
12 -6495.872 1666.050 0.109 10001
13 -6495.765 1665.789 0.106 10001
14 -6495.662 1665.554 0.104 10001
15 -6495.559 1665.337 0.102 10001
START VALUE SET 30 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5463.230 50.656 - 3
2 -5502.367 26.871 -39.137 3
3 -5503.597 16.022 -1.230 5
4 -5498.007 28.690 5.590 3
5 -5509.755 42.021 -11.748 2
6 -5507.626 18.909 2.129 2
7 -5517.383 20.963 -9.757 2
8 -5671.375 345.500 -153.992 7
9 -5483.667 8.090 187.707 4
10 -5469.833 9.456 13.834 41
11 -5518.387 44.646 -48.554 2
12 -5481.082 8.244 37.305 4
13 -5478.679 7.720 2.403 3
14 -5476.624 8.912 2.055 3
15 -5481.848 7.111 -5.224 2
START VALUE SET 31 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5773.832 86.981 - 10001
2 -5772.999 62.783 0.832 10001
3 -5772.953 62.689 0.047 10001
4 -5772.936 62.669 0.016 10001
5 -5772.926 62.662 0.010 10001
6 -5772.916 62.656 0.011 10001
7 -5772.903 62.650 0.012 10001
8 -5772.890 62.644 0.014 10001
9 -5772.875 62.637 0.015 10001
10 -5772.859 62.631 0.016 10001
11 -5772.842 62.624 0.017 10001
12 -5772.825 62.617 0.017 10001
13 -5772.807 62.609 0.018 10001
14 -5772.788 62.602 0.019 10001
15 -5772.769 62.595 0.019 10001
START VALUE SET 32 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5470.888 70.915 - 3
2 -5470.944 50.884 -0.056 3
3 -5474.224 51.556 -3.280 4
4 -5475.933 38.572 -1.709 2
5 -5479.832 41.941 -3.899 2
6 -5476.605 35.338 3.227 3
7 -5480.381 31.291 -3.776 2
8 -5477.263 39.597 3.118 2
9 -5479.204 40.124 -1.941 2
10 -5478.111 39.211 1.092 2
11 -5478.161 43.185 -0.050 2
12 -5477.821 37.862 0.340 2
13 -5478.109 39.106 -0.288 2
14 -5477.369 39.356 0.741 2
15 -5477.162 42.968 0.207 2
START VALUE SET 33 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5456.822 80.449 - 10001
2 -5419.067 76.204 37.755 10001
3 -5426.652 74.212 -7.585 17
4 -5417.814 67.850 8.838 14
5 -5416.718 67.331 1.097 920
6 -5416.508 67.272 0.209 10001
7 -5416.444 67.257 0.064 10001
8 -5416.434 67.251 0.010 10001
9 -5416.728 67.100 -0.293 10001
10 -5416.684 67.121 0.043 10001
11 -5409.453 69.465 7.232 24
12 -5408.651 69.339 0.801 84
13 -5408.471 69.260 0.180 446
14 -5404.286 76.095 4.185 14
15 -5404.330 76.106 -0.043 542
START VALUE SET 34 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5703.648 77.432 - 29
2 -5702.675 78.091 0.973 29
3 -5663.934 83.907 38.741 103
4 -5661.051 82.217 2.882 288
5 -5660.800 81.829 0.251 10001
6 -5660.742 81.712 0.058 10001
7 -5639.054 37.197 21.689 8
8 -5540.035 19.115 99.019 16
9 -5531.121 18.577 8.914 32
10 -5531.255 18.512 -0.135 2445
11 -5522.655 17.759 8.600 31
12 -5511.600 85.364 11.055 3
13 -5511.887 57.630 -0.287 5
14 -5565.934 141.804 -54.048 2
15 -5538.062 107.072 27.872 2
START VALUE SET 35 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5659.194 73.041 - 6
2 -5590.896 53.303 68.299 6
3 -5536.925 28.920 53.971 3
4 -5518.746 22.284 18.178 5
5 -5518.562 21.237 0.184 100
6 -5518.515 20.498 0.047 8769
7 -5518.489 19.952 0.026 10001
8 -5518.474 19.548 0.015 10001
9 -5518.466 19.248 0.008 10001
10 -5518.461 19.024 0.005 10001
11 -5518.459 18.858 0.002 10001
12 -5518.457 18.734 0.001 10001
13 -5517.522 40.422 0.935 9
14 -5518.153 35.889 -0.630 5
15 -5519.557 23.206 -1.404 2
START VALUE SET 36 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5428.192 26.065 - 3
2 -5438.316 2.695 -10.124 3
3 -5440.786 19.596 -2.470 2
4 -5445.547 2.450 -4.761 2
5 -5441.846 31.734 3.701 8
6 -5439.116 8.866 2.731 2
7 -5437.257 13.550 1.859 2
8 -5436.201 17.537 1.056 2
9 -5435.501 19.844 0.700 2
10 -5429.038 17.548 6.463 2
11 -5436.585 11.971 -7.547 2
12 -5439.730 7.146 -3.146 2
13 -5434.658 23.027 5.072 2
14 -5430.116 11.932 4.542 2
15 -5435.163 17.403 -5.046 2
START VALUE SET 37 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5438.573 32.145 - 4
2 -5433.729 24.053 4.843 4
3 -5440.694 23.261 -6.965 8
4 -5451.012 12.821 -10.318 2
5 -5449.897 14.540 1.114 3
6 -5455.840 14.089 -5.943 2
7 -5441.799 17.508 14.041 5
8 -5439.061 24.985 2.738 3
9 -5435.815 13.382 3.246 2
10 -5434.948 13.297 0.867 2
11 -5435.334 15.484 -0.386 2
12 -5436.627 12.533 -1.293 2
13 -5437.754 14.864 -1.127 2
14 -5438.892 12.277 -1.138 2
15 -5439.743 13.140 -0.852 2
START VALUE SET 38 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5631.790 516.849 - 57
2 -5609.805 491.021 21.985 57
3 -5607.887 483.298 1.918 10001
4 -5607.279 479.260 0.608 10001
5 -5607.029 477.041 0.250 10001
6 -5606.778 475.722 0.251 10001
7 -5606.705 474.989 0.073 10001
8 -5508.099 445.046 98.607 13
9 -5507.953 444.419 0.146 2985
10 -5507.886 444.115 0.067 10001
11 -5507.778 443.853 0.109 10001
12 -5507.733 443.732 0.045 10001
13 -5507.677 443.613 0.056 10001
14 -5507.635 443.556 0.042 10001
15 -5507.596 443.477 0.039 10001
START VALUE SET 39 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5382.069 47.818 - 66
2 -5442.272 19.066 -60.203 66
3 -5450.246 146.735 -7.974 4
4 -5478.373 42.350 -28.127 5
5 -5487.620 45.886 -9.247 16
6 -5486.018 45.351 1.603 3934
7 -5372.692 7.227 113.325 6
8 -5319.967 70.741 52.725 3
9 -5336.581 4.583 -16.613 2
10 -5307.002 4.180 29.579 2
11 -5298.248 527.362 8.754 2
12 -5285.183 9.229 13.065 2
13 -5287.503 22.529 -2.320 2
14 -5327.124 115.696 -39.621 4
15 -5278.881 100.679 48.242 3
START VALUE SET 40 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5573.054 61.754 - 10
2 -5550.022 62.805 23.032 10
3 -5544.562 62.189 5.460 51
4 -5543.090 65.885 1.472 87
5 -5504.210 54.922 38.880 6
6 -5497.984 47.767 6.226 35
7 -5497.885 46.788 0.099 1396
8 -5497.848 46.893 0.036 10001
9 -5497.833 47.148 0.015 10001
10 -5503.954 38.888 -6.121 4
11 -5503.327 38.003 0.627 37
12 -5503.324 37.942 0.003 10001
13 -5503.323 37.907 0.001 10001
14 -5503.322 37.887 0.001 10001
15 -5503.320 37.874 0.001 10001
START VALUE SET 41 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5614.579 318.916 - 3
2 -5626.059 232.199 -11.480 3
3 -5631.218 208.540 -5.160 15
4 -5630.893 204.735 0.326 10001
5 -5649.081 110.859 -18.188 2
6 -5655.099 102.270 -6.018 5
7 -5598.047 205.592 57.052 18
8 -5682.159 66.132 -84.112 6
9 -5688.751 69.687 -6.592 230
10 -5683.077 79.525 5.674 10001
11 -5680.866 86.173 2.212 10001
12 -5680.039 90.468 0.826 10001
13 -5679.716 93.239 0.323 10001
14 -5678.839 95.368 0.877 10001
15 -5678.787 96.537 0.052 10001
START VALUE SET 42 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5466.753 58.912 - 18
2 -5465.489 28.244 1.265 18
3 -5465.514 28.426 -0.025 571
4 -5427.160 66.409 38.354 7
5 -5409.674 94.091 17.486 42
6 -5415.788 73.538 -6.114 18
7 -5398.566 393.893 17.223 12
8 -5356.579 104.953 41.986 4
9 -5346.262 14.974 10.317 2
10 -5330.314 5.939 15.949 3
11 -5327.261 7.668 3.052 10
12 -5326.992 7.545 0.269 223
13 -5326.961 7.384 0.030 10001
14 -5326.956 7.269 0.005 10001
15 -5326.950 7.197 0.006 10001
START VALUE SET 43 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5791.500 142.982 - 10001
2 -5787.326 145.850 4.174 10001
3 -5785.610 147.635 1.716 10001
4 -5784.859 148.780 0.750 10001
5 -5784.516 149.525 0.344 10001
6 -5784.347 150.005 0.168 10001
7 -5784.272 150.347 0.075 10001
8 -5784.240 150.582 0.032 10001
9 -5784.234 150.730 0.006 10001
10 -5784.232 150.847 0.002 10001
11 -5797.944 197.833 -13.712 2
12 -5798.706 188.970 -0.762 5
13 -5814.823 239.378 -16.117 14
14 -5788.384 257.656 26.439 2
15 -5821.223 168.304 -32.838 6
START VALUE SET 44 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5416.232 140.376 - 11
2 -5373.628 108.181 42.604 11
3 -5370.416 102.244 3.212 61
4 -5423.289 125.448 -52.873 5
5 -5406.923 116.179 16.366 66
6 -5370.159 90.367 36.764 11
7 -5369.753 90.548 0.406 1311
8 -5369.719 90.662 0.034 10001
9 -5369.700 90.725 0.019 10001
10 -5369.655 90.745 0.045 10001
11 -5369.635 90.762 0.020 10001
12 -5369.613 90.773 0.021 10001
13 -5369.596 90.788 0.017 10001
14 -5369.584 90.811 0.012 10001
15 -5369.594 90.847 -0.010 10001
START VALUE SET 45 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5545.309 621.991 - 10001
2 -5544.465 623.951 0.844 10001
3 -5546.386 533.425 -1.921 7
4 -5545.939 521.876 0.446 303
5 -5545.666 523.721 0.273 1342
6 -5545.466 525.468 0.199 10001
7 -5545.319 527.032 0.147 10001
8 -5538.480 664.063 6.840 4
9 -5537.238 634.883 1.242 4
10 -5551.269 586.965 -14.031 6
11 -5521.327 450.572 29.942 3
12 -5497.482 326.530 23.844 2
13 -5491.897 270.669 5.585 3
14 -5494.415 205.858 -2.518 2
15 -5506.908 225.261 -12.494 2
START VALUE SET 46 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5530.955 171.492 - 49
2 -5471.481 152.348 59.473 49
3 -5449.891 116.832 21.590 3
4 -5453.599 61.616 -3.708 2
5 -5453.560 61.015 0.039 2
6 -5449.094 54.664 4.466 2
7 -5447.557 40.173 1.537 2
8 -5447.714 42.472 -0.157 2
9 -5450.115 41.244 -2.400 2
10 -5448.424 42.638 1.691 3
11 -5448.467 42.660 -0.043 22
12 -5448.439 42.728 0.028 10001
13 -5448.422 42.782 0.017 10001
14 -5448.411 42.824 0.011 10001
15 -5448.404 42.858 0.006 10001
START VALUE SET 47 :
Iteration LL Max.Gradient LL.Change Step Size
1 -6322.677 212.747 - 166
2 -6299.972 199.257 22.705 166
3 -6292.144 196.330 7.829 10001
4 -6283.588 192.868 8.555 403
5 -6258.547 181.296 25.041 59
6 -6035.971 169.212 222.576 4
7 -6006.068 165.057 29.903 12
8 -6004.821 164.761 1.247 10001
9 -6003.859 164.538 0.962 10001
10 -6003.109 164.383 0.750 10001
11 -6002.567 164.286 0.542 10001
12 -6002.177 164.230 0.390 10001
13 -6001.914 164.192 0.263 10001
14 -6001.723 164.163 0.191 10001
15 -6001.584 164.141 0.139 10001
START VALUE SET 48 :
Iteration LL Max.Gradient LL.Change Step Size
1 -6092.370 377.508 - 4
2 -5975.177 264.199 117.193 4
3 -5854.783 112.267 120.394 2
4 -5847.665 104.834 7.118 9
5 -5821.288 70.547 26.377 2
6 -5814.978 62.338 6.309 5
7 -5813.578 61.516 1.400 44
8 -5812.662 61.243 0.916 7561
9 -5811.960 61.026 0.702 10001
10 -5811.418 60.851 0.542 10001
11 -5810.996 60.709 0.422 10001
12 -5810.502 60.359 0.493 2
13 -5806.900 49.232 3.602 2
14 -5808.743 55.708 -1.843 3
15 -5808.541 53.723 0.202 2
START VALUE SET 49 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5468.795 68.091 - 7
2 -5473.691 55.869 -4.896 7
3 -5483.972 50.889 -10.281 8
4 -5484.590 49.849 -0.618 131
5 -5484.258 49.139 0.332 10001
6 -5484.082 48.553 0.176 10001
7 -5511.099 50.101 -27.017 10001
8 -5510.921 49.977 0.178 10001
9 -5510.815 49.858 0.106 10001
10 -5510.687 49.801 0.129 10001
11 -5510.664 49.838 0.022 10001
12 -5510.682 49.777 -0.018 10001
13 -5510.627 49.752 0.055 10001
14 -5510.599 49.735 0.028 10001
15 -5510.568 49.721 0.032 10001
START VALUE SET 50 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5589.115 86.223 - 11
2 -5533.495 73.512 55.621 11
3 -5509.444 64.662 24.050 22
4 -5408.232 75.981 101.212 3
5 -5423.263 36.977 -15.031 3
6 -5408.248 39.362 15.015 26
7 -5403.980 39.905 4.268 68
8 -5403.953 39.938 0.026 10001
9 -5403.902 39.948 0.051 10001
10 -5403.882 39.953 0.021 10001
11 -5422.737 40.013 -18.856 271
12 -5422.667 40.049 0.071 10001
13 -5422.347 40.119 0.319 10001
14 -5421.372 40.324 0.976 10001
15 -5418.201 40.917 3.171 10001
START VALUE SET 51 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5426.566 22.761 - 17
2 -5422.426 2.019 4.141 17
3 -5422.666 2.011 -0.241 293
4 -5419.461 17.835 3.206 8
5 -5438.516 41.546 -19.055 7
6 -5591.649 3.866 -153.133 2
7 -5514.020 5.565 77.629 3
8 -5518.845 44.486 -4.825 8
9 -5556.589 35.409 -37.744 5
10 -5536.181 25.629 20.407 5
11 -5529.513 67.074 6.668 4
12 -5570.951 10.463 -41.437 2
13 -5593.700 75.352 -22.750 3
14 -5723.367 60.195 -129.666 2
15 -5688.916 78.342 34.450 777
START VALUE SET 52 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5535.479 51.567 - 21
2 -5527.457 45.462 8.022 21
3 -5530.751 45.644 -3.294 49
4 -5564.899 218.525 -34.148 431
5 -5479.840 10.323 85.058 2
6 -5554.741 36.653 -74.900 2
7 -5522.852 10.486 31.888 2
8 -5558.793 20.915 -35.940 2
9 -5546.507 17.201 12.285 50
10 -5597.750 29.230 -51.243 2
11 -5587.996 29.677 9.754 32
12 -5586.679 30.656 1.317 10001
13 -5586.280 31.205 0.399 10001
14 -5586.159 31.508 0.120 10001
15 -5586.115 31.668 0.045 10001
START VALUE SET 53 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5500.180 194.907 - 10001
2 -5486.249 208.381 13.930 10001
3 -5478.691 215.059 7.558 10001
4 -5474.446 218.430 4.245 10001
5 -5471.840 220.132 2.606 10001
6 -5470.459 221.192 1.381 10001
7 -5469.373 221.683 1.086 10001
8 -5468.368 221.834 1.005 10001
9 -5393.999 184.728 74.369 13
10 -5361.403 117.101 32.596 5
11 -5386.398 11.083 -24.995 2
12 -5388.910 36.921 -2.512 2
13 -5395.060 56.416 -6.151 2
14 -5405.015 361.102 -9.955 2
15 -5403.396 18.141 1.619 2
START VALUE SET 54 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5579.544 35.983 - 9
2 -5588.668 45.380 -9.124 9
3 -5586.037 48.097 2.630 191
4 -5573.516 56.317 12.522 3
5 -5561.145 43.711 12.371 3
6 -5558.886 41.359 2.258 13
7 -5558.134 39.372 0.752 1118
8 -5557.968 38.515 0.166 10001
9 -5557.934 38.132 0.035 10001
10 -7013.812 73.645 -1455.879 2
11 -6796.417 18.834 217.396 2
12 -6697.849 17.025 98.568 2
13 -6484.724 10.685 213.124 2
14 -6356.882 19.742 127.842 5
15 -6310.068 36.797 46.814 2
START VALUE SET 55 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5371.688 28.338 - 4
2 -5384.620 5.122 -12.932 4
3 -5384.415 3.485 0.205 4
4 -5442.660 26.650 -58.245 2
5 -5446.279 8.003 -3.619 3
6 -5404.356 5.613 41.923 3
7 -5401.859 5.476 2.497 10
8 -5401.814 5.567 0.045 175
9 -5401.812 5.606 0.002 10001
10 -5401.812 5.617 -0.000 10001
11 -5433.252 1.371 -31.439 2
12 -5412.213 6.541 21.039 5
13 -5410.399 9.814 1.814 8
14 -5410.552 10.035 -0.153 54
15 -5413.154 3.246 -2.602 2
START VALUE SET 56 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5737.701 39.568 - 10001
2 -5737.735 39.898 -0.034 10001
3 -5682.412 26.518 55.323 19
4 -5682.458 26.012 -0.045 3143
5 -5682.476 25.672 -0.018 10001
6 -5682.376 25.442 0.100 10001
7 -5681.992 25.269 0.385 10001
8 -5689.452 31.855 -7.460 7
9 -5684.352 27.895 5.099 11
10 -5683.377 36.099 0.975 396
11 -5683.388 36.017 -0.011 10001
12 -5683.414 35.996 -0.026 10001
13 -5753.673 52.762 -70.259 5
14 -5757.767 51.317 -4.094 15
15 -5755.378 52.332 2.389 86
START VALUE SET 57 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5534.271 765.177 - 212
2 -5483.459 131.580 50.812 212
3 -5418.678 115.085 64.781 4
4 -5411.071 111.671 7.607 7
5 -5468.040 366.062 -56.968 2
6 -5487.524 279.740 -19.484 4
7 -5413.613 87.039 73.911 3
8 -5415.374 69.426 -1.761 2
9 -5415.147 73.120 0.227 2
10 -5420.327 57.593 -5.181 2
11 -5421.728 70.387 -1.401 2
12 -5427.064 47.906 -5.336 2
13 -5428.390 62.188 -1.326 2
14 -5432.448 47.041 -4.058 2
15 -5433.017 60.638 -0.569 2
START VALUE SET 58 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5469.804 86.352 - 14
2 -5446.085 37.512 23.719 14
3 -5446.069 37.601 0.016 1268
4 -5446.075 37.596 -0.006 10001
5 -5446.017 37.584 0.058 10001
6 -5446.007 37.583 0.010 10001
7 -5479.907 131.802 -33.900 128
8 -5529.807 73.197 -49.900 3
9 -5556.704 32.801 -26.898 2
10 -5576.645 51.296 -19.941 2
11 -5582.890 31.464 -6.244 2
12 -5587.761 13.159 -4.871 2
13 -5582.141 41.719 5.620 2
14 -5566.771 26.993 15.369 2
15 -5610.374 66.294 -43.603 2
START VALUE SET 59 :
Iteration LL Max.Gradient LL.Change Step Size
1 -6192.575 844.781 - 10001
2 -6179.751 839.844 12.824 10001
3 -6179.282 838.973 0.469 10001
4 -6179.166 838.741 0.116 10001
5 -6179.061 838.614 0.105 10001
6 -6178.971 838.518 0.090 10001
7 -6178.883 838.428 0.088 10001
8 -6178.796 838.339 0.087 10001
9 -6178.709 838.249 0.087 10001
10 -6178.623 838.159 0.086 10001
11 -6178.537 838.069 0.086 10001
12 -6178.452 837.979 0.086 10001
13 -6178.366 837.889 0.085 10001
14 -6178.281 837.799 0.085 10001
15 -6178.197 837.708 0.085 10001
START VALUE SET 60 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5692.479 38.179 - 10001
2 -5685.405 38.027 7.074 10001
3 -5682.471 38.230 2.934 10001
4 -5681.235 38.454 1.236 10001
5 -5680.718 38.641 0.516 10001
6 -5680.525 38.778 0.193 10001
7 -5680.450 38.873 0.075 10001
8 -5680.436 38.935 0.014 10001
9 -5680.497 38.959 -0.060 10001
10 -5680.756 38.896 -0.259 10001
11 -5682.624 56.050 -1.867 10001
12 -5799.328 877.745 -116.704 41
13 -5651.347 63.910 147.980 3
14 -5698.149 85.796 -46.802 2
15 -5654.369 88.823 43.780 3
START VALUE SET 61 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5603.750 104.130 - 2
2 -5765.866 90.876 -162.116 2
3 -6069.751 157.167 -303.886 2
4 -6114.327 337.500 -44.575 100
5 -5815.409 155.667 298.918 3
6 -5805.622 172.886 9.787 48
7 -5803.930 182.623 1.692 10001
8 -5803.287 188.914 0.643 10001
9 -5725.283 25.626 78.004 3
10 -5625.789 10.239 99.493 2
11 -5618.665 44.619 7.124 2
12 -5596.785 8.034 21.880 2
13 -5590.772 8.270 6.013 2
14 -5589.526 13.560 1.246 3
15 -5588.510 11.038 1.016 2
START VALUE SET 62 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5394.727 24.430 - 10001
2 -5393.381 4.960 1.346 10001
3 -5392.140 4.925 1.242 10001
4 -5601.547 11.945 -209.407 10
5 -5603.013 13.044 -1.466 93
6 -5439.722 9.786 163.291 4
7 -5434.571 27.348 5.151 3507
8 -5434.594 27.404 -0.023 6920
9 -5441.458 26.679 -6.864 37
10 -5441.431 26.709 0.027 10001
11 -5441.449 26.748 -0.018 10001
12 -5419.203 21.523 22.246 51
13 -5410.732 23.348 8.470 24
14 -5410.688 23.322 0.044 2423
15 -5410.663 23.309 0.025 10001
START VALUE SET 63 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5562.381 45.540 - 10001
2 -5561.659 38.067 0.722 10001
3 -5561.377 38.026 0.282 10001
4 -5561.255 37.979 0.122 10001
5 -5560.976 37.887 0.279 10001
6 -5560.949 37.862 0.027 10001
7 -5560.915 37.837 0.034 10001
8 -5560.897 37.823 0.018 10001
9 -5560.879 37.813 0.019 10001
10 -5560.862 37.805 0.017 10001
11 -5560.845 37.799 0.017 10001
12 -5560.829 37.795 0.017 10001
13 -5560.811 37.791 0.018 10001
14 -5560.792 37.789 0.019 10001
15 -5560.772 37.787 0.021 10001
START VALUE SET 64 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5394.887 24.821 - 8
2 -5401.156 13.751 -6.269 8
3 -5400.880 13.051 0.277 4667
4 -5400.767 12.659 0.113 10001
5 -5401.641 12.201 -0.874 51
6 -5401.645 12.073 -0.004 10001
7 -5373.491 49.878 28.154 2
8 -5397.181 13.931 -23.690 3
9 -5404.883 17.979 -7.702 2
10 -5386.074 29.671 18.809 2
11 -5384.734 23.051 1.340 4
12 -5382.686 18.009 2.049 13
13 -5382.457 17.476 0.228 94
14 -5382.451 17.434 0.006 10001
15 -5382.423 17.380 0.028 10001
START VALUE SET 65 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5414.112 21.727 - 8
2 -5450.170 105.355 -36.058 8
3 -5416.057 45.712 34.112 4
4 -5446.551 8.833 -30.494 2
5 -5433.764 3.396 12.788 3
6 -5433.011 4.274 0.752 5
7 -5444.493 5.475 -11.481 2
8 -5433.148 4.242 11.345 8
9 -5431.702 4.158 1.446 28
10 -5431.677 4.205 0.025 611
11 -5431.671 4.235 0.005 10001
12 -5454.542 23.644 -22.871 2
13 -5436.878 3.627 17.664 4
14 -5433.599 3.800 3.280 5
15 -5432.992 3.756 0.607 18
START VALUE SET 66 :
Iteration LL Max.Gradient LL.Change Step Size
1 -6012.272 181.296 - 5
2 -6047.923 195.417 -35.651 5
3 -6017.350 176.080 30.573 8
4 -6009.330 179.916 8.020 16
5 -6014.162 176.138 -4.832 3
6 -6016.843 180.525 -2.680 9
7 -6018.785 187.777 -1.942 2
8 -6010.077 184.592 8.707 2
9 -6003.797 169.763 6.281 7
10 -6002.248 174.047 1.549 3
11 -6001.632 176.010 0.616 3
12 -6001.777 170.635 -0.144 2
13 -6001.635 175.729 0.142 5
14 -6001.611 176.414 0.024 12
15 -6009.352 153.098 -7.741 2
START VALUE SET 67 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5437.758 35.091 - 35
2 -5426.054 101.758 11.703 35
3 -5429.410 89.834 -3.356 11
4 -5478.936 65.198 -49.526 3
5 -5472.681 7.289 6.255 2
6 -5471.249 28.915 1.432 3
7 -5486.168 36.944 -14.918 2
8 -5489.592 10.542 -3.424 2
9 -5516.875 21.434 -27.284 4
10 -5497.353 51.716 19.522 4
11 -5491.072 44.546 6.281 2
12 -5485.014 18.426 6.058 2
13 -5486.402 16.135 -1.388 2
14 -5486.333 51.957 0.069 2
15 -5486.509 25.438 -0.175 2
START VALUE SET 68 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5785.133 130.266 - 26
2 -5826.911 220.364 -41.778 26
3 -5761.212 136.942 65.699 34
4 -5758.533 137.504 2.679 1306
5 -5757.582 137.908 0.952 10001
6 -5757.029 138.303 0.552 10001
7 -5690.249 63.962 66.781 3
8 -5667.260 60.836 22.988 2
9 -5748.142 116.021 -80.881 3
10 -5634.347 28.944 113.794 3
11 -5620.061 29.794 14.287 3
12 -5620.314 32.608 -0.253 2
13 -5635.528 27.871 -15.214 2
14 -5682.723 21.880 -47.195 2
15 -6191.379 111.877 -508.657 5
START VALUE SET 69 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5707.669 214.236 - 10001
2 -5706.936 209.902 0.733 10001
3 -5706.689 207.572 0.247 10001
4 -5706.607 206.260 0.082 10001
5 -5706.580 205.489 0.027 10001
6 -5706.567 205.064 0.013 10001
7 -5706.554 204.818 0.013 10001
8 -5706.531 204.666 0.023 10001
9 -5706.505 204.569 0.026 10001
10 -5706.479 204.504 0.026 10001
11 -5706.453 204.459 0.026 10001
12 -5706.428 204.425 0.025 10001
13 -5706.403 204.397 0.025 10001
14 -5706.378 204.373 0.025 10001
15 -5706.354 204.351 0.024 10001
START VALUE SET 70 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5475.005 147.433 - 13
2 -5442.475 141.913 32.531 13
3 -5352.591 96.975 89.884 4
4 -5313.180 60.885 39.410 7
5 -5326.783 110.637 -13.603 4
6 -5464.416 261.018 -137.632 11
7 -5392.146 262.236 72.270 7
8 -5353.138 165.217 39.009 10
9 -5353.108 164.940 0.030 10001
10 -5353.090 164.841 0.018 10001
11 -5437.468 166.305 -84.378 8
12 -5432.678 166.528 4.790 164
13 -5432.560 167.541 0.118 10001
14 -5432.506 167.857 0.055 10001
15 -5513.341 160.567 -80.835 20
START VALUE SET 71 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5484.187 91.720 - 3
2 -5484.348 85.391 -0.161 3
3 -5606.080 68.736 -121.732 2
4 -5493.256 60.327 112.824 2
5 -5502.058 38.408 -8.802 2
6 -5499.220 59.665 2.838 2
7 -5503.308 37.636 -4.088 2
8 -5505.030 44.472 -1.722 2
9 -5511.306 35.008 -6.276 2
10 -5509.937 44.131 1.369 3
11 -5512.615 50.951 -2.678 4
12 -5509.181 27.827 3.434 3
13 -5501.671 43.828 7.509 2
14 -5498.560 46.806 3.111 2
15 -5493.636 7.888 4.925 4
START VALUE SET 72 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5418.658 88.347 - 2
2 -5590.790 33.828 -172.132 2
3 -6007.805 1916.834 -417.015 4
4 NaN NA NA 2
START VALUE SET 73 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5883.714 59.942 - 6
2 -5807.246 61.628 76.468 6
3 -5757.408 24.086 49.838 2
4 -5759.588 22.698 -2.179 23
5 -5728.632 25.142 30.956 2
6 -5722.258 29.804 6.373 10
7 -5668.346 26.904 53.912 2
8 -5618.194 30.996 50.153 2
9 -5610.584 30.941 7.610 7
10 -5609.282 30.563 1.302 39
11 -5678.757 100.535 -69.475 3
12 -5672.347 29.047 6.410 2
13 -5825.816 42.742 -153.469 2
14 -5905.644 40.098 -79.828 8
15 -5745.772 25.599 159.872 3
START VALUE SET 74 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5409.933 38.890 - 10001
2 -5404.219 40.351 5.714 10001
3 -5402.356 40.825 1.863 10001
4 -5404.717 38.050 -2.360 36
5 -5404.580 37.872 0.136 10001
6 -5404.537 37.756 0.043 10001
7 -5404.522 37.682 0.015 10001
8 -5404.519 37.639 0.004 10001
9 -5404.520 37.603 -0.002 10001
10 -5404.526 37.584 -0.006 10001
11 -5404.531 37.572 -0.005 10001
12 -5404.536 37.564 -0.005 10001
13 -5404.541 37.558 -0.005 10001
14 -5404.546 37.553 -0.005 10001
15 -5404.550 37.548 -0.005 10001
START VALUE SET 75 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5524.566 98.999 - 7
2 -5491.287 79.657 33.279 7
3 -5487.493 76.266 3.794 298
4 -5488.732 76.302 -1.239 15
5 -5504.125 80.071 -15.392 87
6 -5489.544 76.275 14.581 12
7 -5489.299 76.170 0.245 402
8 -5489.296 76.164 0.003 10001
9 -5504.301 84.883 -15.005 29
10 -5490.269 76.793 14.032 18
11 -5490.223 76.557 0.046 10001
12 -5490.212 76.479 0.011 10001
13 -5490.196 76.448 0.017 10001
14 -5490.176 76.432 0.019 10001
15 -5490.157 76.422 0.019 10001
START VALUE SET 76 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5505.256 479.033 - 10
2 -5511.391 440.078 -6.135 10
3 -5537.194 450.562 -25.803 40
4 -5685.733 238.820 -148.539 2
5 -5742.774 302.685 -57.041 8
6 -5542.273 264.227 200.501 3
7 -5522.854 269.027 19.419 3
8 -5520.401 201.739 2.453 2
9 -5514.824 191.502 5.577 2
10 -5513.598 179.288 1.226 2
11 -5512.814 155.190 0.784 2
12 -5512.786 125.790 0.028 2
13 -5513.183 144.250 -0.397 2
14 -5513.709 130.069 -0.526 2
15 -5514.258 143.434 -0.549 2
START VALUE SET 77 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5565.046 184.972 - 10001
2 -5547.966 179.182 17.080 10001
3 -5544.044 180.189 3.923 10001
4 -5543.136 181.652 0.908 10001
5 -5543.019 182.711 0.117 10001
6 -5489.055 206.855 53.964 71
7 -5493.668 64.087 -4.613 2
8 -5401.007 25.578 92.661 3
9 -5383.678 57.062 17.329 3
10 -5362.481 27.723 21.197 2
11 -5349.437 24.443 13.044 2
12 -5344.899 21.728 4.538 3
13 -5344.417 25.036 0.482 194
14 -5344.268 26.934 0.149 10001
15 -5344.213 28.135 0.055 10001
START VALUE SET 78 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5546.110 36.860 - 7
2 -5543.287 45.633 2.822 7
3 -5546.086 43.542 -2.799 40
4 -5554.339 23.736 -8.253 15
5 -5554.745 22.775 -0.406 574
6 -5554.741 22.371 0.004 10001
7 -5555.585 39.428 -0.844 12
8 -5556.083 36.587 -0.498 5
9 -5576.268 20.977 -20.185 2
10 -5565.896 39.967 10.372 3
11 -5571.763 41.075 -5.867 3
12 -5570.382 42.267 1.381 2
13 -5570.848 27.650 -0.466 2
14 -5571.564 32.290 -0.715 2
15 -5573.491 24.088 -1.927 2
START VALUE SET 79 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5506.359 145.910 - 7
2 -5460.781 136.337 45.579 7
3 -5428.925 114.933 31.856 6
4 -5372.997 81.776 55.929 3
5 -5350.406 43.120 22.590 4
6 -5307.121 7.967 43.285 2
7 -5301.408 17.782 5.713 4
8 -5299.966 7.984 1.442 2
9 -5304.732 15.966 -4.767 2
10 -5310.547 10.516 -5.814 2
11 -5325.719 25.243 -15.173 2
12 -5336.919 11.026 -11.200 3
13 -5375.172 36.817 -38.253 3
14 -5334.741 31.235 40.431 5
15 -5329.249 24.304 5.492 17
START VALUE SET 80 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5558.255 66.172 - 5
2 -5642.360 212.779 -84.105 5
3 -5793.071 207.461 -150.711 7
4 -5658.242 42.823 134.828 3
5 -5721.509 284.779 -63.266 3
6 -6134.873 138.265 -413.364 2
7 -5639.316 37.832 495.557 2
8 -5625.993 40.772 13.322 3
9 -5620.504 21.736 5.489 2
10 -5620.927 23.400 -0.423 2
11 -5624.406 19.126 -3.479 2
12 -5633.721 38.309 -9.315 2
13 -5668.910 25.251 -35.188 2
14 -5763.846 115.727 -94.937 6
15 -5649.773 60.891 114.074 3
START VALUE SET 81 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5703.790 344.749 - 29
2 -5739.593 332.043 -35.804 29
3 -5737.480 326.335 2.114 6647
4 -5737.105 324.146 0.375 10001
5 -5689.048 297.351 48.057 88
6 -5688.498 297.924 0.550 10001
7 -5688.489 298.124 0.009 10001
8 -5688.552 298.016 -0.063 10001
9 -5688.125 298.480 0.427 10001
10 -5687.558 298.975 0.568 10001
11 -5631.269 341.192 56.289 1123
12 -5567.525 417.128 63.744 6
13 -5561.418 395.883 6.107 355
14 -5482.478 188.879 78.940 3
15 -5479.673 88.430 2.805 2
START VALUE SET 82 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5841.152 751.901 - 34
2 -5809.891 703.769 31.262 34
3 -5809.249 699.299 0.641 6778
4 -5808.942 696.362 0.307 10001
5 -5778.089 676.327 30.853 10
6 -5746.022 646.993 32.067 10
7 -5588.860 456.877 157.162 3
8 -5562.236 371.516 26.624 5
9 -5555.760 353.344 6.476 21
10 -5554.858 355.114 0.902 10001
11 -5554.586 356.206 0.272 10001
12 -5554.483 356.785 0.103 10001
13 -5554.505 357.120 -0.022 10001
14 -5554.483 357.294 0.022 10001
15 -5554.459 357.365 0.023 10001
START VALUE SET 83 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5636.687 90.249 - 25
2 -5655.854 70.777 -19.167 25
3 -5651.054 58.719 4.800 3841
4 -5712.750 29.099 -61.696 6
5 -5710.883 28.534 1.867 9
6 -5711.517 28.324 -0.634 2362
7 -5711.514 28.256 0.003 10001
8 -5711.516 28.202 -0.002 10001
9 -5705.383 31.265 6.133 2
10 -5683.486 64.590 21.898 3
11 -5686.994 137.046 -3.509 9
12 -5670.200 76.172 16.794 2
13 -5662.930 60.797 7.270 2
14 -5682.517 46.280 -19.587 2
15 -5635.300 50.314 47.217 2
START VALUE SET 84 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5529.929 95.354 - 170
2 -5538.198 145.024 -8.270 170
3 -5740.828 20.195 -202.629 2
4 -6001.410 18.922 -260.582 12
5 -5948.084 18.222 53.326 185
6 -6320.122 134.730 -372.038 2
7 -6154.989 219.795 165.132 11
8 -5891.628 52.846 263.361 3
9 -5858.091 46.733 33.538 2
10 -5842.478 6.142 15.613 2
11 -5850.812 28.954 -8.334 2
12 -5883.876 28.766 -33.065 2
13 -5903.797 30.521 -19.921 2
14 -5923.563 34.720 -19.766 2
15 -5925.709 31.754 -2.146 2
START VALUE SET 85 :
Iteration LL Max.Gradient LL.Change Step Size
1 -6416.414 5742.918 - 10001
2 -6407.281 5677.837 9.133 10001
3 -6404.323 5644.133 2.957 10001
4 -6403.255 5625.041 1.068 10001
5 -6402.737 5612.903 0.518 10001
6 -6312.491 4801.525 90.246 18
7 -6310.482 4786.705 2.009 445
8 -6310.446 4785.405 0.036 10001
9 -6366.804 2539.485 -56.357 3
10 -6395.311 2528.316 -28.508 19
11 -6603.188 1607.466 -207.876 2
12 -6572.683 1900.657 30.505 9
13 -6578.760 1915.884 -6.078 77
14 -6697.164 752.624 -118.403 2
15 -6637.226 1455.811 59.938 3
START VALUE SET 86 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5423.542 865.659 - 13
2 -5408.459 772.597 15.083 13
3 -5423.126 355.945 -14.667 2
4 -5424.207 215.608 -1.081 2
5 -5439.205 246.595 -14.998 2
6 -5436.139 202.671 3.065 2
7 -5445.715 196.424 -9.576 2
8 -5495.747 212.601 -50.032 5
9 -5389.424 263.649 106.323 2
10 -5370.923 334.193 18.502 13
11 -5367.558 352.036 3.365 21
12 -5362.817 384.781 4.741 16
13 -5356.393 427.395 6.423 11
14 -5356.135 428.420 0.258 1915
15 -5356.095 428.005 0.040 10001
START VALUE SET 87 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5502.783 34.786 - 7
2 -5512.235 33.226 -9.452 7
3 -5496.022 54.655 16.213 3
4 -5513.800 38.105 -17.779 2
5 -5493.998 39.124 19.803 6
6 -5457.598 32.104 36.399 2
7 -5454.279 29.131 3.319 6
8 -5462.461 10.733 -8.182 3
9 -5496.393 62.713 -33.931 2
10 -5490.223 39.924 6.170 5
11 -5492.399 35.136 -2.176 111
12 -5445.928 21.108 46.471 30
13 -5421.919 81.825 24.009 17
14 -5427.909 180.494 -5.990 4
15 -5421.274 6.428 6.635 2
START VALUE SET 88 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5895.841 525.960 - 23
2 -5835.138 537.298 60.703 23
3 -5833.321 537.109 1.817 138
4 -5833.252 538.535 0.070 10001
5 -5833.221 539.037 0.030 10001
6 -5826.380 499.289 6.842 28
7 -5826.308 499.019 0.072 10001
8 -5699.284 679.119 127.023 2
9 -5823.875 513.484 -124.591 8
10 -5837.480 525.458 -13.605 32
11 -5763.811 802.689 73.670 3
12 -5821.424 610.421 -57.614 4
13 -5821.715 607.512 -0.291 120
14 -5753.096 641.157 68.619 2
15 -5726.447 432.584 26.649 3
START VALUE SET 89 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5545.637 125.451 - 10001
2 -5533.229 123.935 12.408 10001
3 -5530.179 123.652 3.050 10001
4 -5529.378 123.618 0.801 10001
5 -5529.105 123.606 0.274 10001
6 -5529.030 123.610 0.075 10001
7 -5528.991 123.602 0.038 10001
8 -5528.970 123.593 0.022 10001
9 -5528.948 123.579 0.022 10001
10 -5528.926 123.563 0.022 10001
11 -5528.906 123.549 0.020 10001
12 -5528.888 123.537 0.018 10001
13 -5528.870 123.525 0.018 10001
14 -5528.852 123.513 0.018 10001
15 -5528.834 123.500 0.018 10001
START VALUE SET 90 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5911.557 2325.448 - 10
2 -5795.403 1997.849 116.154 10
3 -5786.603 1946.380 8.800 58
4 -5786.502 1946.241 0.101 4522
5 -5786.435 1946.247 0.067 10001
6 -5786.327 1945.810 0.108 10001
7 -5786.240 1945.496 0.087 10001
8 -5786.072 1944.602 0.168 10001
9 -5785.885 1943.692 0.187 10001
10 -5785.667 1942.912 0.218 10001
11 -5796.211 2072.295 -10.544 136
12 -5784.418 1944.001 11.793 129
13 -5782.543 1913.770 1.875 10001
14 -5782.496 1913.569 0.047 10001
15 -5782.467 1913.529 0.029 10001
START VALUE SET 91 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5434.232 30.429 - 7
2 -5467.517 25.530 -33.285 7
3 -5470.636 30.680 -3.119 34
4 -5469.639 29.333 0.997 281
5 -5469.582 28.957 0.057 10001
6 -5469.568 28.822 0.014 10001
7 -5469.538 28.767 0.030 10001
8 -5469.533 28.748 0.004 10001
9 -5469.530 28.742 0.003 10001
10 -5469.522 28.735 0.008 10001
11 -5469.518 28.731 0.004 10001
12 -5469.513 28.728 0.005 10001
13 -5469.508 28.726 0.005 10001
14 -5469.503 28.723 0.005 10001
15 -5465.783 26.749 3.720 14
START VALUE SET 92 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5475.562 40.900 - 10
2 -5467.610 34.565 7.951 10
3 -5467.075 34.200 0.536 71
4 -5476.155 34.965 -9.080 18
5 -5467.496 33.804 8.659 150
6 -5464.133 30.889 3.363 17
7 -5463.834 31.067 0.299 3986
8 -5463.616 31.260 0.218 10001
9 -5463.452 31.451 0.164 10001
10 -5465.042 18.499 -1.590 3
11 -5463.531 17.327 1.511 334
12 -5463.524 17.322 0.007 10001
13 -5463.520 17.319 0.004 10001
14 -5463.517 17.316 0.003 10001
15 -5463.516 17.313 0.002 10001
START VALUE SET 93 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5706.225 149.587 - 2
2 -6108.024 383.688 -401.799 2
3 -5892.949 165.578 215.074 2
4 -5901.613 167.658 -8.664 496
5 -5902.500 167.479 -0.887 10001
6 -5763.231 50.122 139.269 5
7 -5756.035 51.776 7.196 59
8 -5755.106 51.494 0.930 2713
9 -5754.960 51.373 0.146 10001
10 -5754.932 51.324 0.028 10001
11 -5754.938 51.304 -0.006 10001
12 -5898.805 94.958 -143.868 6
13 -5811.965 54.444 86.841 4
14 -5832.313 91.537 -20.348 3
15 -5851.148 102.890 -18.835 20
START VALUE SET 94 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5388.253 29.905 - 10001
2 -5373.778 38.667 14.475 10001
3 -5473.514 15.497 -99.736 2
4 -5651.055 52.189 -177.542 21
5 -5646.766 55.344 4.289 986
6 -5645.247 56.748 1.519 10001
7 -5644.323 57.767 0.924 10001
8 -5643.698 58.586 0.625 10001
9 -5643.202 59.219 0.497 10001
10 -6207.749 96.336 -564.548 7
11 -6151.519 86.718 56.231 94
12 -6149.985 85.503 1.534 10001
13 -6149.112 84.825 0.873 10001
14 -6148.436 84.393 0.676 10001
15 -6147.839 84.091 0.597 10001
START VALUE SET 95 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5487.826 87.412 - 4
2 -5460.891 36.467 26.935 4
3 -5480.880 15.326 -19.989 2
4 -5485.795 23.185 -4.914 3
5 -5506.645 26.022 -20.850 4
6 -5485.003 27.064 21.642 7
7 -5461.703 25.252 23.300 3
8 -5461.642 21.247 0.060 2
9 -5460.262 15.512 1.381 2
10 -5469.071 12.702 -8.809 3
11 -5460.951 12.478 8.119 2
12 -5460.992 15.411 -0.041 3
13 -5461.341 12.676 -0.349 2
14 -5461.561 16.220 -0.221 2
15 -5461.909 12.792 -0.348 2
START VALUE SET 96 :
Iteration LL Max.Gradient LL.Change Step Size
1 -6272.090 1050.951 - 11
2 -6263.641 961.352 8.448 11
3 -6257.275 956.176 6.366 254
4 -6255.404 954.735 1.871 10001
5 -6329.867 1126.368 -74.463 282
6 -6295.374 1048.433 34.492 28
7 -5935.678 380.750 359.696 2
8 -5898.656 345.236 37.022 6
9 -5927.273 273.323 -28.617 4
10 -5975.854 262.582 -48.581 2
11 -6276.647 883.166 -300.793 12
12 -5741.829 112.732 534.818 3
13 -5717.547 99.447 24.282 2
14 -5743.222 146.392 -25.675 2
15 -5693.915 101.163 49.306 3
START VALUE SET 97 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5554.853 269.112 - 5
2 -5518.621 209.352 36.232 5
3 -5509.743 207.070 8.878 460
4 -5505.592 201.732 4.151 27
5 -5509.819 102.914 -4.226 2
6 -5502.043 74.146 7.775 2
7 -5513.558 75.833 -11.515 2
8 -5516.467 87.918 -2.909 6
9 -5515.910 88.698 0.557 1027
10 -5515.713 88.954 0.197 1959
11 -5515.694 89.033 0.019 10001
12 -5515.692 89.055 0.003 10001
13 -5515.682 89.057 0.009 10001
14 -5512.095 84.595 3.587 4
15 -5511.937 83.890 0.158 29
START VALUE SET 98 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5742.787 105.344 - 63
2 -5745.154 267.427 -2.368 63
3 -5737.839 260.211 7.316 11
4 -5733.271 270.878 4.568 198
5 -5732.630 276.551 0.641 10001
6 -5732.530 279.106 0.099 10001
7 -5732.517 280.223 0.013 10001
8 -5695.707 300.983 36.810 15
9 -5694.339 288.819 1.368 193
10 -5694.136 284.541 0.202 10001
11 -5694.114 282.879 0.023 10001
12 -5694.131 282.171 -0.017 10001
13 -5694.178 281.742 -0.047 10001
14 -5686.454 288.896 7.724 10
15 -5686.449 288.849 0.005 4801
START VALUE SET 99 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5641.346 85.345 - 16
2 -5614.146 47.745 27.200 16
3 -5606.418 49.010 7.728 2306
4 -5603.468 50.773 2.950 10001
5 -5602.313 52.311 1.155 10001
6 -5601.781 53.574 0.532 10001
7 -5601.537 54.541 0.244 10001
8 -5577.056 74.422 24.481 121
9 -5491.639 33.992 85.418 3
10 -5482.826 29.474 8.813 4
11 -5492.422 39.808 -9.596 17
12 -36008.788 17916.449 -30516.366 2
13 -8362.619 273.639 27646.168 2
14 -8653.902 60.666 -291.283 2
15 -8425.986 59.694 227.916 6
START VALUE SET 100 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5511.235 164.645 - 10001
2 -5509.980 166.435 1.255 10001
3 -5509.755 167.337 0.225 10001
4 -5509.716 167.749 0.039 10001
5 -5509.749 167.889 -0.033 10001
6 -5509.816 167.950 -0.067 10001
7 -5509.867 167.970 -0.051 10001
8 -5509.917 167.967 -0.050 10001
9 -5509.965 167.954 -0.048 10001
10 -5510.013 167.936 -0.047 10001
11 -5510.059 167.916 -0.047 10001
12 -5510.105 167.896 -0.046 10001
13 -5510.151 167.874 -0.046 10001
14 -5510.196 167.853 -0.045 10001
15 -5510.241 167.832 -0.045 10001
START VALUE SET 101 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5642.832 172.859 - 7
2 -5551.827 80.236 91.005 7
3 -5527.630 108.890 24.197 19
4 -5527.493 47.327 0.137 518
5 -5531.373 408.011 -3.880 109
6 -5509.669 135.328 21.704 1385
7 -5508.903 128.680 0.766 10001
8 -5495.051 350.610 13.852 12
9 -5492.373 369.794 2.678 59
10 -5491.474 355.517 0.899 252
11 -5491.442 355.001 0.031 10001
12 -5491.401 353.469 0.041 10001
13 -5491.335 351.308 0.067 10001
14 -5491.253 347.956 0.082 10001
15 -5491.223 346.089 0.030 10001
START VALUE SET 102 :
Iteration LL Max.Gradient LL.Change Step Size
1 -6071.186 130.183 - 3
2 -5713.295 47.557 357.892 3
3 -5716.405 46.566 -3.111 29
4 -5716.933 46.632 -0.528 264
5 -5797.419 57.924 -80.486 3
6 -5904.321 54.641 -106.901 20
7 -5849.557 58.066 54.764 7
8 -5839.015 53.800 10.542 148
9 -5805.910 83.618 33.105 3
10 -5846.995 69.186 -41.085 2
11 -5849.632 76.896 -2.637 76
12 -5848.435 87.515 1.197 234
13 -5965.413 210.531 -116.978 3
14 -5756.206 75.116 209.207 2
15 -5715.246 65.927 40.960 2
START VALUE SET 103 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5421.661 47.026 - 3
2 -5428.198 36.155 -6.537 3
3 -5438.449 51.111 -10.250 4
4 -5430.853 26.088 7.595 4
5 -5435.844 5.269 -4.991 2
6 -5443.505 4.021 -7.660 3
7 -5439.860 11.201 3.645 2
8 -5448.182 1.789 -8.322 2
9 -5443.309 15.981 4.872 2
10 -5451.083 16.879 -7.774 2
11 -5450.508 16.880 0.575 2
12 -5452.885 12.194 -2.378 2
13 -5485.912 21.440 -33.026 3
14 -5453.142 11.406 32.769 2
15 -5455.709 13.197 -2.567 2
START VALUE SET 104 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5539.961 49.388 - 10001
2 -5537.503 54.586 2.458 10001
3 -5536.003 58.527 1.500 10001
4 -5535.083 61.531 0.920 10001
5 -5534.496 63.839 0.587 10001
6 -5526.358 79.112 8.138 8
7 -5464.086 63.576 62.272 10
8 -5463.707 61.999 0.379 710
9 -5463.578 60.909 0.129 10001
10 -5415.869 61.665 47.709 2
11 -5389.730 55.834 26.139 2
12 -5366.967 35.414 22.763 2
13 -5351.660 21.087 15.308 2
14 -5363.722 72.073 -12.062 24
15 -5337.336 11.302 26.385 2
START VALUE SET 105 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5440.594 151.939 - 5
2 -5438.522 86.252 2.072 5
3 -5445.247 73.072 -6.724 4
4 -5444.965 79.272 0.282 19
5 -5459.441 60.687 -14.476 3
6 -5450.580 89.527 8.861 3
7 -5452.909 89.507 -2.329 8
8 -5439.329 89.748 13.580 5
9 -5434.020 91.269 5.309 6
10 -5442.069 89.363 -8.049 13
11 -5374.815 178.379 67.254 9
12 -5407.526 442.276 -32.711 4
13 -5365.786 3.498 41.740 2
14 -5490.912 59.302 -125.125 2
15 -5393.935 37.666 96.977 2
START VALUE SET 106 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5435.164 89.331 - 10001
2 -5419.186 46.104 15.978 10001
3 -5410.187 40.993 8.999 10001
4 -5405.099 37.679 5.088 10001
5 -5402.120 35.472 2.979 10001
6 -5400.279 33.946 1.841 10001
7 -5399.096 32.863 1.183 10001
8 -5398.251 32.050 0.845 10001
9 -5397.708 31.463 0.543 10001
10 -5418.301 45.288 -20.593 3
11 -5414.752 42.515 3.550 19
12 -5410.572 27.456 4.180 5
13 -5413.684 26.221 -3.112 10
14 -5413.942 25.945 -0.258 2071
15 -5413.844 25.809 0.098 10001
START VALUE SET 107 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5750.144 2198.115 - 12
2 -5725.063 1941.537 25.081 12
3 -5723.125 1919.470 1.938 138
4 -5722.956 1919.792 0.169 10001
5 -5722.900 1919.996 0.056 10001
6 -5722.906 1920.028 -0.007 10001
7 -5724.135 1916.316 -1.228 10001
8 -5687.779 1844.246 36.356 52
9 -5688.029 1882.660 -0.250 1353
10 -5687.982 1882.355 0.047 10001
11 -5687.846 1881.739 0.136 10001
12 -5687.768 1881.379 0.079 10001
13 -5687.672 1881.026 0.095 10001
14 -5687.511 1880.514 0.161 10001
15 -5686.933 1878.807 0.578 10001
START VALUE SET 108 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5640.973 103.306 - 9
2 -5608.113 173.088 32.860 9
3 -5557.180 97.376 50.933 4
4 -5551.448 90.270 5.731 29
5 -5551.403 90.526 0.045 10001
6 -5551.394 90.632 0.010 10001
7 -5524.633 66.122 26.760 8
8 -5525.221 65.854 -0.587 79
9 -5535.339 60.820 -10.118 146
10 -5535.296 61.070 0.043 10001
11 -5535.270 61.172 0.026 10001
12 -5535.250 61.198 0.021 10001
13 -5529.765 60.053 5.485 33
14 -5436.970 27.602 92.795 2
15 -5404.790 9.831 32.180 2
START VALUE SET 109 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5557.345 25.705 - 10001
2 -5557.393 25.753 -0.048 10001
3 -5557.453 25.799 -0.060 10001
4 -5557.552 25.840 -0.099 10001
5 -5557.642 25.880 -0.090 10001
6 -5557.763 25.916 -0.121 10001
7 -5557.882 25.952 -0.119 10001
8 -5558.043 25.984 -0.161 10001
9 -5558.237 26.015 -0.194 10001
10 -5558.715 26.040 -0.478 10001
11 -5539.060 32.168 19.655 89
12 -5539.041 32.139 0.019 7689
13 -5538.964 32.084 0.077 10001
14 -5538.957 32.070 0.007 10001
15 -5538.952 32.057 0.005 10001
START VALUE SET 110 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5479.516 38.084 - 17
2 -5468.837 40.930 10.679 17
3 -5468.522 41.115 0.315 2645
4 -5468.302 41.229 0.220 10001
5 -5468.148 41.289 0.154 10001
6 -5468.040 41.313 0.108 10001
7 -5467.964 41.309 0.076 10001
8 -5467.912 41.301 0.052 10001
9 -5467.877 41.287 0.036 10001
10 -5467.854 41.264 0.023 10001
11 -5457.271 58.237 10.583 58
12 -5464.558 48.763 -7.287 10
13 -5473.958 37.738 -9.400 3
14 -5460.716 52.341 13.242 16
15 -5459.503 52.680 1.213 28
START VALUE SET 111 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5467.789 22.991 - 3
2 -5485.401 18.947 -17.612 3
3 -5502.516 24.057 -17.115 13
4 -5498.548 23.056 3.968 13
5 -5498.572 23.036 -0.024 10001
6 -5498.735 23.410 -0.163 57
7 -5498.855 23.224 -0.120 10001
8 -5502.129 219.015 -3.274 5
9 -5539.965 90.565 -37.836 2
10 -5533.267 33.201 6.698 3
11 -5543.222 48.880 -9.955 38
12 -5542.637 48.318 0.585 641
13 -5542.603 48.112 0.033 10001
14 -5511.735 45.493 30.869 3
15 -5469.544 31.051 42.191 2
START VALUE SET 112 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5421.258 59.687 - 10001
2 -5419.366 35.557 1.892 10001
3 -5418.848 39.321 0.518 10001
4 -5418.706 41.349 0.142 10001
5 -5418.668 42.421 0.038 10001
6 -5409.716 37.805 8.952 5
7 -5410.704 41.386 -0.988 2
8 -5404.246 33.142 6.458 2
9 -5403.197 24.812 1.049 6
10 -5397.450 91.850 5.747 4
11 -5390.577 102.751 6.873 3
12 -5377.373 82.255 13.205 2
13 -5393.043 289.268 -15.670 3
14 -5417.474 488.819 -24.431 200
15 -5378.311 127.340 39.163 3
START VALUE SET 113 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5682.200 60.039 - 5
2 -5657.824 53.072 24.376 5
3 -5658.064 21.241 -0.241 6
4 -5660.717 23.664 -2.652 67
5 -5659.558 23.351 1.158 10001
6 -5658.895 23.116 0.663 10001
7 -5658.471 23.110 0.425 10001
8 -5658.233 23.027 0.237 10001
9 -5658.111 22.979 0.123 10001
10 -5677.777 30.038 -19.666 2
11 -5573.542 12.849 104.235 2
12 -5564.801 14.793 8.741 2
13 -5562.864 16.566 1.937 3
14 -5562.699 16.248 0.165 4
15 -5565.079 16.132 -2.380 2
START VALUE SET 114 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5338.159 34.315 - 31
2 -5362.309 38.830 -24.150 31
3 -5343.122 57.911 19.187 5
4 -5387.764 26.263 -44.642 2
5 -5437.467 58.192 -49.703 2
6 -5443.125 60.516 -5.658 4
7 -5466.388 79.592 -23.263 2
8 -5447.941 71.847 18.447 4
9 -5441.168 65.945 6.772 6
10 -5442.427 39.895 -1.259 2
11 -5437.236 51.253 5.191 2
12 -5435.644 40.987 1.592 2
13 -5441.209 62.527 -5.565 2
14 -5483.299 43.823 -42.090 2
15 -5464.636 23.178 18.663 12
START VALUE SET 115 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5428.394 22.804 - 3
2 -5469.558 66.200 -41.164 3
3 -5482.767 4.009 -13.209 2
4 -5479.793 20.421 2.974 2
5 -5488.303 11.272 -8.510 2
6 -5492.845 56.373 -4.542 4
7 -5438.992 60.261 53.853 2
8 -5435.375 106.420 3.617 471
9 -5465.653 18.513 -30.278 2
10 -5471.851 19.829 -6.199 3
11 -5538.033 36.890 -66.182 3
12 -5448.391 35.100 89.642 2
13 -5418.612 15.528 29.780 2
14 -5418.190 11.695 0.422 2
15 -5422.021 11.632 -3.831 2
START VALUE SET 116 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5496.715 46.727 - 222
2 -5469.291 88.962 27.424 222
3 -5470.771 261.126 -1.480 5
4 -5464.215 222.759 6.556 56
5 -5462.708 221.581 1.507 10001
6 -5468.395 497.268 -5.687 2
7 -5463.250 486.081 5.145 55
8 -5462.549 482.872 0.701 3216
9 -5406.965 214.574 55.584 20
10 -5406.695 219.190 0.270 10001
11 -5362.097 39.033 44.598 2
12 -5335.643 43.587 26.455 3
13 -5333.066 31.329 2.577 5
14 -5333.140 31.336 -0.074 449
15 -5322.063 28.427 11.077 2
START VALUE SET 117 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5756.257 204.020 - 15
2 -5818.011 187.180 -61.754 15
3 -5818.231 187.015 -0.219 1826
4 -5818.272 186.990 -0.041 10001
5 -5761.146 308.611 57.126 10
6 -5759.102 309.824 2.044 99
7 -5742.095 320.825 17.007 18
8 -5741.516 321.118 0.579 1766
9 -5746.797 317.760 -5.281 309
10 -5746.812 317.763 -0.015 10001
11 -5746.865 317.733 -0.053 10001
12 -5722.855 260.601 24.010 12
13 -5767.244 273.075 -44.389 4
14 -5607.462 245.294 159.782 3
15 -5556.674 226.211 50.788 7
START VALUE SET 118 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5444.412 12.437 - 5
2 -5454.354 4.592 -9.941 5
3 -5482.338 4.062 -27.984 2
4 -5457.310 4.370 25.028 5
5 -5457.147 4.470 0.163 15
6 -5473.002 3.320 -15.855 2
7 -5565.125 14.488 -92.123 10
8 -5562.772 15.913 2.353 1893
9 -5561.697 16.966 1.074 10001
10 -5561.134 17.723 0.563 10001
11 -5560.828 18.282 0.306 10001
12 -5534.449 8.745 26.379 6
13 -5534.208 8.966 0.240 713
14 -5530.227 8.687 3.982 42
15 -5530.184 8.828 0.043 10001
START VALUE SET 119 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5561.066 91.959 - 4
2 -5523.687 39.516 37.379 4
3 -5523.406 43.437 0.281 19
4 -5522.944 44.898 0.462 1339
5 -5522.859 45.447 0.085 10001
6 -5522.843 45.659 0.016 10001
7 -5556.360 25.081 -33.517 2
8 -5524.231 44.701 32.128 10
9 -5522.283 48.072 1.948 78
10 -5522.324 47.887 -0.041 3311
11 -5604.807 36.738 -82.483 2
12 -5563.743 33.568 41.064 8
13 -5561.917 32.627 1.826 391
14 -5561.813 31.529 0.104 10001
15 -5561.792 30.985 0.021 10001
START VALUE SET 120 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5730.227 83.352 - 58
2 -5698.278 308.025 31.949 58
3 -5595.054 28.316 103.224 4
4 -5529.352 48.676 65.702 2
5 -5547.642 10.181 -18.290 2
6 -5585.997 10.510 -38.355 3
7 -5741.183 205.773 -155.186 5
8 -5591.740 128.419 149.443 2
9 -5609.040 5760.968 -17.300 13
10 -5597.641 5273.182 11.399 5
11 -5593.567 158.581 4.074 2
12 -5573.743 233.480 19.824 2
13 -5568.328 79.180 5.415 2
14 -5567.029 12.926 1.299 2
15 -5566.207 18.527 0.821 2
START VALUE SET 121 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5370.307 48.830 - 10001
2 -5367.567 47.154 2.740 10001
3 -5362.452 45.623 5.115 94
4 -5339.905 41.579 22.547 7
5 -5331.462 23.429 8.443 2
6 -5341.018 36.581 -9.556 2
7 -5334.088 12.747 6.931 2
8 -5350.679 13.744 -16.591 2
9 -5358.296 16.120 -7.618 141
10 -5346.795 18.582 11.501 2
11 -5351.835 15.626 -5.039 2
12 -5351.594 30.026 0.240 2
13 -5349.730 14.574 1.865 2
14 -5347.471 11.159 2.259 2
15 -5352.431 23.990 -4.959 2
START VALUE SET 122 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5545.248 53.674 - 3
2 -5588.967 63.017 -43.718 3
3 -5554.408 13.706 34.559 5
4 -5549.753 15.287 4.655 4
5 -5549.204 16.489 0.549 4
6 -5549.061 16.626 0.143 28
7 -5551.018 15.408 -1.956 2
8 -5550.950 17.381 0.067 2
9 -5552.469 15.976 -1.519 2
10 -5552.254 17.660 0.216 3
11 -5554.223 18.883 -1.969 55
12 -5551.713 19.462 2.510 3
13 -5549.610 20.975 2.103 2
14 -5548.797 20.032 0.813 3
15 -5548.634 20.823 0.163 34
START VALUE SET 123 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5583.209 44.363 - 9
2 -5565.446 33.664 17.763 9
3 -5563.866 32.998 1.580 33
4 -5563.640 32.910 0.226 10001
5 -5563.540 32.876 0.101 10001
6 -5563.482 32.861 0.058 10001
7 -5563.453 32.855 0.029 10001
8 -5563.442 32.855 0.011 10001
9 -5563.424 32.849 0.017 10001
10 -5563.421 32.850 0.003 10001
11 -5563.420 32.851 0.001 10001
START VALUE SET 124 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5616.015 191.939 - 15
2 -5616.704 177.318 -0.689 15
3 -5593.263 179.806 23.441 355
4 -5586.330 183.302 6.933 10001
5 -5583.590 186.126 2.739 10001
6 -5582.275 188.210 1.315 10001
7 -5581.529 189.724 0.746 10001
8 -5581.046 190.851 0.483 10001
9 -5580.857 191.757 0.189 10001
10 -5451.293 73.087 129.564 2
11 -5430.137 35.243 21.156 3
12 -5417.613 46.400 12.524 2
13 -5413.659 46.849 3.954 2
14 -5414.905 29.181 -1.246 2
15 -5413.784 42.239 1.120 3
START VALUE SET 125 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5472.747 95.069 - 10001
2 -5472.359 93.779 0.388 10001
3 -5472.042 92.660 0.317 10001
4 -5471.782 91.687 0.260 10001
5 -5471.569 90.842 0.212 10001
6 -5471.397 90.093 0.172 10001
7 -5471.258 89.428 0.139 10001
8 -5471.150 88.807 0.108 10001
9 -5471.057 88.315 0.094 10001
10 -5470.988 87.785 0.068 10001
11 -5468.161 148.906 2.828 27
12 -5473.267 107.522 -5.106 5
13 -5467.835 195.475 5.432 7
14 -5467.253 217.033 0.582 10
15 -5467.244 217.798 0.009 111
START VALUE SET 126 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5538.014 212.008 - 25
2 -5483.623 236.609 54.391 25
3 -5478.009 240.017 5.614 69
4 -5477.786 242.602 0.223 10001
5 -5477.735 243.532 0.051 10001
6 -5477.805 243.913 -0.070 10001
7 -5477.780 243.964 0.025 10001
8 -5477.777 244.009 0.003 10001
9 -5477.894 244.230 -0.117 10001
10 -5462.131 215.230 15.763 38
11 -5461.279 214.100 0.852 739
12 -5461.262 213.935 0.017 10001
13 -5461.258 213.891 0.005 10001
14 -5461.196 213.774 0.061 10001
15 -5461.183 213.750 0.014 10001
START VALUE SET 127 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5652.390 78.161 - 7
2 -5614.753 72.012 37.637 7
3 -5612.641 74.117 2.112 297
4 -5611.920 75.344 0.721 10001
5 -5611.671 76.009 0.248 10001
6 -5611.583 76.381 0.089 10001
7 -5611.541 76.576 0.042 10001
8 -5611.524 76.692 0.017 10001
9 -5632.184 119.604 -20.660 23
10 -5577.212 111.253 54.972 2
11 -5548.184 57.639 29.028 2
12 -5534.913 13.328 13.271 2
13 -5531.556 28.844 3.357 2
14 -5531.926 23.298 -0.371 9
15 -5531.697 23.311 0.230 66
START VALUE SET 128 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5693.929 332.501 - 10001
2 -5689.560 324.787 4.370 10001
3 -5686.611 319.438 2.949 10001
4 -5684.665 315.752 1.946 10001
5 -5944.151 514.160 -259.487 295
6 -5943.063 504.252 1.089 10001
7 -5809.453 395.773 133.610 4
8 -5795.308 380.005 14.145 18
9 -5794.857 376.495 0.451 1564
10 -5794.705 374.335 0.153 10001
11 -5794.672 373.090 0.033 10001
12 -5794.856 373.269 -0.184 10001
13 -5794.839 372.741 0.017 10001
14 -5794.812 372.366 0.027 10001
15 -5794.765 372.062 0.048 10001
START VALUE SET 129 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5369.890 42.852 - 3
2 -5386.394 98.277 -16.503 3
3 -5405.959 0.838 -19.565 2
4 -5408.704 22.837 -2.746 2
5 -5414.024 0.591 -5.319 2
6 -5415.841 49.184 -1.817 2
7 -5419.544 0.763 -3.703 2
8 -5421.567 30.401 -2.023 2
9 -5424.894 0.610 -3.327 2
10 -5426.432 30.208 -1.538 2
11 -5429.209 0.601 -2.777 2
12 -5430.472 29.241 -1.264 2
13 -5432.864 0.640 -2.392 2
14 -5433.885 21.858 -1.021 2
15 -5435.515 0.588 -1.630 2
START VALUE SET 130 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5575.136 44.727 - 540
2 -5558.062 30.536 17.074 540
3 -5580.996 44.830 -22.934 31
4 -5560.201 27.724 20.795 3
5 -5575.555 29.041 -15.354 2
6 -5569.029 33.993 6.526 2
7 -5567.828 30.431 1.200 2
8 -5565.506 26.507 2.322 2
9 -5563.843 24.299 1.663 2
10 -5563.304 17.964 0.539 2
11 -5562.408 26.444 0.896 2
12 -5561.792 19.195 0.616 2
13 -5561.541 21.104 0.251 2
14 -5561.068 17.561 0.473 2
15 -5561.210 18.374 -0.142 2
START VALUE SET 131 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5591.173 527.175 - 57
2 -5575.471 496.064 15.702 57
3 -5573.598 483.599 1.874 10001
4 -5572.791 475.693 0.807 10001
5 -5572.370 470.454 0.420 10001
6 -5572.152 466.917 0.218 10001
7 -5572.035 464.480 0.117 10001
8 -5571.976 462.785 0.059 10001
9 -5580.979 463.542 -9.003 9
10 -5577.804 462.002 3.175 10001
11 -5558.883 457.615 18.921 10001
12 -5558.517 457.105 0.366 10001
13 -5586.156 496.306 -27.640 14
14 -6244.850 377.078 -658.694 4
15 -6161.187 429.377 83.663 50
START VALUE SET 132 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5556.136 81.412 - 5
2 -5508.748 49.858 47.389 5
3 -5503.774 47.773 4.974 130
4 -5501.161 46.133 2.613 10001
5 -5499.620 44.661 1.540 10001
6 -5498.565 43.285 1.056 10001
7 -5497.866 42.086 0.698 10001
8 -5497.390 41.045 0.476 10001
9 -5497.065 40.159 0.325 10001
10 -5527.862 51.744 -30.797 3
11 -5510.083 41.920 17.780 4
12 -5534.102 100.847 -24.019 15
13 -5528.470 97.420 5.632 17
14 -5528.431 97.125 0.039 7226
15 -5528.407 96.868 0.024 10001
START VALUE SET 133 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5454.817 379.503 - 3
2 -5376.231 245.784 78.586 3
3 -5382.593 94.836 -6.361 2
4 -5387.572 141.299 -4.979 2
5 -5391.501 97.999 -3.930 2
6 -5398.720 103.048 -7.218 2
7 -5450.158 206.543 -51.438 2
8 -5396.389 115.330 53.768 2
9 -5401.293 66.445 -4.904 2
10 -5399.931 119.584 1.362 2
11 -5402.545 87.110 -2.614 2
12 -5402.351 130.461 0.193 2
13 -5404.501 100.723 -2.150 2
14 -5403.167 190.974 1.334 2
15 -5405.431 126.600 -2.264 2
START VALUE SET 134 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5417.973 20.563 - 4
2 -5572.056 28.225 -154.084 4
3 -5666.456 33.148 -94.400 5
4 -5597.031 50.874 69.425 2
5 -5647.020 28.285 -49.989 2
6 -5645.926 33.069 1.094 2
7 -5677.037 35.894 -31.111 2
8 -5673.769 27.342 3.268 2
9 -5681.567 26.926 -7.798 2
10 -5678.053 24.433 3.514 2
11 -5674.320 23.160 3.733 2
12 -5753.360 4.240 -79.040 2
13 -5677.719 19.594 75.641 2
14 -5667.741 13.436 9.978 2
15 -5748.474 1.628 -80.733 2
START VALUE SET 135 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5395.905 65.477 - 18
2 -5391.169 53.016 4.736 18
3 -5366.649 47.443 24.521 18
4 -5439.701 13.537 -73.053 2
5 -5396.647 20.177 43.054 3
6 -5395.578 18.263 1.069 6
7 -5401.732 17.848 -6.154 2
8 -5394.167 10.724 7.564 18
9 -5392.390 10.036 1.777 37
10 -5391.703 10.191 0.687 4772
11 -5391.333 10.299 0.370 10001
12 -5391.127 10.375 0.206 10001
13 -5391.007 10.430 0.120 10001
14 -5390.937 10.470 0.071 10001
15 -5390.890 10.500 0.047 10001
START VALUE SET 136 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5832.179 185.538 - 3
2 -5794.012 114.950 38.167 3
3 -5872.147 69.127 -78.135 2
4 -5780.833 138.409 91.314 5
5 -5770.767 430.766 10.065 9
6 -6124.201 156.913 -353.434 2
7 -5989.393 252.630 134.808 3
8 -6143.394 2960.777 -154.000 8
9 -6348.747 1017.490 -205.354 21
10 -6346.913 1060.685 1.834 1908
11 -6166.308 2457.622 180.605 11
12 -6150.122 2598.639 16.187 53
13 -6149.714 1436.773 0.408 10
14 -6152.616 1464.554 -2.902 529
15 -6152.581 1464.296 0.034 10001
START VALUE SET 137 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5732.880 112.016 - 19
2 -5681.888 69.555 50.992 19
3 -5702.428 95.795 -20.540 33
4 -5702.324 94.459 0.104 4844
5 -5702.290 93.601 0.034 10001
6 -5702.299 93.041 -0.009 10001
7 -5702.245 92.670 0.054 10001
8 -5702.093 92.391 0.152 10001
9 -5701.864 92.151 0.229 10001
10 -5701.838 92.038 0.026 10001
11 -5701.715 91.881 0.123 10001
12 -5701.688 91.821 0.028 10001
13 -5701.648 91.766 0.040 10001
14 -5701.618 91.728 0.030 10001
15 -5701.586 91.695 0.032 10001
START VALUE SET 138 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5655.483 113.439 - 10
2 -5604.289 108.008 51.194 10
3 -5602.110 111.672 2.179 476
4 -5579.958 133.069 22.152 20
5 -5575.312 128.739 4.646 59
6 -5575.271 128.317 0.041 10001
7 -5575.246 128.104 0.025 10001
8 -5575.188 127.980 0.058 10001
9 -5575.164 127.916 0.024 10001
10 -5575.145 127.879 0.019 10001
11 -5575.137 127.857 0.008 10001
12 -5575.144 127.849 -0.007 10001
13 -5650.434 173.414 -75.290 6
14 -5592.766 129.711 57.668 10
15 -5586.221 127.933 6.545 118
START VALUE SET 139 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5568.222 52.214 - 3
2 -5625.115 35.109 -56.892 3
3 -5551.324 63.124 73.790 7
4 -5560.446 129.740 -9.121 12
5 -5494.156 86.869 66.289 2
6 -5491.458 33.731 2.698 2
7 -5475.195 43.096 16.263 2
8 -5464.190 40.775 11.005 2
9 -5445.890 52.873 18.300 3
10 -5442.438 59.644 3.452 3
11 -5435.482 30.281 6.955 2
12 -5430.089 17.850 5.393 2
13 -5428.067 20.233 2.022 2
14 -5434.471 36.120 -6.404 2
15 -5450.981 45.549 -16.510 16
START VALUE SET 140 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5421.899 35.012 - 12
2 -5440.297 24.092 -18.398 12
3 -5441.637 24.577 -1.340 170
4 -5441.615 25.233 0.023 10001
5 -5441.607 25.556 0.008 10001
6 -5441.605 25.712 0.002 10001
7 -5441.606 25.790 -0.000 10001
8 -5451.632 35.275 -10.026 4
9 -5462.218 38.432 -10.586 13
10 -5462.339 38.408 -0.121 1687
11 -5462.405 38.393 -0.066 10001
12 -5462.796 38.294 -0.391 10001
13 -5463.286 37.918 -0.490 10001
14 -5434.621 37.425 28.665 31
15 -5434.560 37.352 0.061 2556
START VALUE SET 141 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5480.146 75.503 - 9
2 -5470.995 58.483 9.151 9
3 -5492.545 41.136 -21.550 4
4 -5499.417 37.377 -6.872 85
5 -5489.565 47.373 9.851 23
6 -5562.191 32.000 -72.626 80
7 -5510.048 45.703 52.143 10
8 -5507.421 46.186 2.627 381
9 -5507.305 46.465 0.116 10001
10 -5554.942 31.054 -47.638 14
11 -5520.700 38.375 34.242 34
12 -5520.657 38.420 0.043 10001
13 -5520.617 38.443 0.041 10001
14 -5520.567 38.454 0.049 10001
15 -5520.509 38.458 0.058 10001
START VALUE SET 142 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5531.932 206.257 - 10
2 -5496.762 166.548 35.171 10
3 -5492.263 158.884 4.498 315
4 -5490.607 155.238 1.656 10001
5 -5489.979 153.391 0.628 10001
6 -5489.724 152.376 0.256 10001
7 -5489.614 151.770 0.110 10001
8 -5532.172 206.691 -42.558 14
9 -5510.115 160.123 22.057 3
10 -5529.569 173.620 -19.454 2
11 -5518.387 167.223 11.182 2
12 -5516.891 131.433 1.496 2
13 -5511.069 125.632 5.823 2
14 -5517.961 135.331 -6.892 2
15 -5532.555 119.820 -14.594 2
START VALUE SET 143 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5701.323 84.640 - 3
2 -5661.063 36.731 40.260 3
3 -5651.860 25.169 9.203 2
4 -5662.340 16.269 -10.480 2
5 -5653.523 16.035 8.817 2
6 -5647.079 32.686 6.445 2
7 -5667.153 21.953 -20.074 4
8 -5651.996 14.259 15.157 3
9 -5649.768 19.904 2.228 3
10 -5651.717 19.042 -1.949 3
11 -5648.110 12.463 3.608 2
12 -5644.457 16.026 3.653 2
13 -5640.550 14.560 3.907 3
14 -5638.604 12.025 1.947 3
15 -5658.247 14.126 -19.643 5
START VALUE SET 144 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5404.191 73.255 - 16
2 -5365.822 195.811 38.369 16
3 -5344.306 84.238 21.517 10
4 -5343.019 79.935 1.286 2628
5 -5342.823 79.465 0.196 10001
6 -5582.878 409.878 -240.055 2
7 -5466.700 467.749 116.178 4
8 -5451.612 493.166 15.088 14
9 -5464.457 555.812 -12.845 22
10 -5518.005 170.704 -53.548 2
11 -5471.700 57.338 46.305 2
12 -5529.952 65.377 -58.252 3
13 -5792.321 1998.160 -262.369 9
14 -5623.025 743.021 169.296 2
15 -5486.124 46.501 136.900 2
START VALUE SET 145 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5617.238 74.273 - 7
2 -5599.583 70.616 17.655 7
3 -5614.887 57.970 -15.304 4
4 -5615.839 56.918 -0.952 2
5 -5621.163 46.918 -5.324 2
6 -5618.963 54.485 2.200 3
7 -5621.166 48.365 -2.202 6
8 -5620.931 41.303 0.235 2
9 -5621.457 43.216 -0.525 2
10 -5620.945 42.024 0.511 2
11 -5620.588 38.912 0.358 2
12 -5619.011 58.229 1.577 3
13 -5616.538 49.889 2.473 2
14 -5612.302 34.477 4.236 2
15 -5607.894 28.375 4.408 2
START VALUE SET 146 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5421.573 38.584 - 4
2 -5414.558 26.099 7.015 4
3 -5435.186 9.125 -20.628 2
4 -5426.635 22.956 8.551 2
5 -5435.554 14.189 -8.919 2
6 -5436.232 18.405 -0.679 2
7 -5442.313 14.870 -6.081 2
8 -5443.626 16.781 -1.312 2
9 -5449.587 14.827 -5.961 2
10 -5449.550 14.583 0.037 3
11 -5452.357 13.545 -2.807 5
12 -5452.688 13.592 -0.331 76
13 -5447.240 19.353 5.448 64
14 -5446.496 16.006 0.744 2
15 -5448.441 11.396 -1.945 2
START VALUE SET 147 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5776.103 80.075 - 5
2 -5694.687 93.085 81.416 5
3 -5620.329 66.937 74.358 4
4 -5480.927 39.168 139.401 2
5 -5426.127 19.603 54.800 2
6 -5421.705 9.954 4.423 9
7 -5413.469 7.090 8.235 12
8 -5413.330 7.291 0.139 3376
9 -5413.273 7.420 0.057 10001
10 -5413.244 7.505 0.029 10001
11 -5413.217 7.564 0.028 10001
12 -5413.207 7.603 0.010 10001
13 -5442.452 43.797 -29.245 66
14 -5440.170 37.541 2.282 43
15 -5440.091 37.043 0.080 10001
START VALUE SET 148 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5716.800 504.895 - 5
2 -5681.446 368.706 35.354 5
3 -5673.521 353.266 7.925 67
4 -5672.296 350.605 1.225 10001
5 -5672.100 349.809 0.196 10001
6 -5672.069 349.531 0.031 10001
7 -5672.058 349.419 0.011 10001
8 -5672.054 349.371 0.004 10001
9 -5647.531 287.257 24.522 21
10 -5613.681 140.968 33.851 2
11 -5612.241 104.739 1.440 2
12 -5615.797 96.615 -3.556 2
13 -5616.079 111.677 -0.282 3
14 -5617.290 108.643 -1.211 9
15 -5595.178 137.861 22.112 2
START VALUE SET 149 :
Iteration LL Max.Gradient LL.Change Step Size
1 -6147.225 430.157 - 9
2 -6026.707 374.002 120.518 9
3 -5807.816 135.601 218.891 2
4 -6795.043 369.261 -987.226 7
5 -5866.084 130.075 928.959 3
6 -5847.537 123.921 18.547 58
7 -5843.344 123.290 4.193 10001
8 -5841.759 122.826 1.585 10001
9 -5813.863 112.672 27.896 11
10 -5812.389 112.315 1.473 758
11 -5811.822 112.173 0.568 10001
12 -5811.746 112.105 0.076 10001
13 -5811.663 112.043 0.083 10001
14 -5811.538 111.952 0.125 10001
15 -5811.452 111.891 0.086 10001
START VALUE SET 150 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5408.788 28.879 - 6
2 -5535.742 20.932 -126.954 6
3 -5517.216 15.020 18.526 4
4 -5522.321 16.662 -5.105 9
5 -5451.126 13.182 71.195 3
6 -5514.422 19.889 -63.296 8
7 -5444.906 64.840 69.516 4
8 -5451.241 9.950 -6.335 2
9 -5418.104 6.690 33.137 2
10 -5340.477 7.199 77.627 5
11 -5343.954 103.792 -3.477 57
12 -5317.742 7.168 26.212 2
13 -5324.881 2.682 -7.140 2
14 -5309.416 2.676 15.465 2
15 -5302.475 10.502 6.941 3
START VALUE SET 151 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5476.170 75.235 - 2
2 -6182.773 24.156 -706.603 2
3 -6238.193 50.597 -55.420 33
4 -6237.559 51.705 0.634 721
5 -6237.479 51.689 0.080 10001
6 -6563.805 30.635 -326.326 2
7 -6511.510 30.228 52.296 6
8 -6237.718 60.698 273.792 11
9 -6221.537 69.013 16.181 17
10 -6202.826 66.875 18.711 10
11 -6201.824 66.346 1.002 248
12 -6201.677 66.244 0.147 10001
13 -6201.651 66.202 0.026 10001
14 -6201.610 66.165 0.041 10001
15 -6201.563 66.129 0.047 10001
START VALUE SET 152 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5481.807 34.800 - 52
2 -5483.271 26.614 -1.464 52
3 -5491.761 19.758 -8.490 4
4 -5482.060 28.638 9.702 26
5 -5481.629 29.402 0.431 3730
6 -5481.431 29.949 0.198 10001
7 -5481.326 30.351 0.105 10001
8 -5494.619 17.789 -13.293 8
9 -5488.826 27.283 5.793 7
10 -5488.535 27.439 0.291 54
11 -5488.478 27.640 0.058 10001
12 -5488.450 27.790 0.028 10001
13 -5488.434 27.901 0.015 10001
14 -5487.878 24.724 0.556 2
15 -5483.864 22.957 4.014 2
START VALUE SET 153 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5491.846 81.642 - 54
2 -5480.772 86.653 11.074 54
3 -5479.573 92.137 1.199 1160
4 -5479.472 93.715 0.101 10001
5 -5479.451 94.160 0.021 10001
6 -5479.454 94.285 -0.003 10001
7 -5457.814 82.618 21.639 41
8 -5423.123 64.910 34.691 4
9 -5424.047 59.878 -0.924 98
10 -5382.700 59.677 41.347 4
11 -5358.753 51.325 23.947 4
12 -5341.951 28.129 16.801 3
13 -5442.448 84.417 -100.496 2
14 -5430.505 105.479 11.942 16
15 -5365.956 73.262 64.549 5
START VALUE SET 154 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5560.843 39.831 - 33
2 -5552.010 35.493 8.833 33
3 -5553.914 45.862 -1.904 10
4 -5553.239 45.052 0.675 1913
5 -5553.059 44.710 0.180 10001
6 -5553.001 44.528 0.058 10001
7 -5552.994 44.443 0.007 10001
8 -5546.316 32.401 6.678 4
9 -5547.552 421.328 -1.236 8
10 -5544.465 279.100 3.087 14
11 -5544.334 280.618 0.131 440
12 -5543.310 406.946 1.024 5
13 -5550.932 12.764 -7.622 2
14 -5548.616 121.781 2.316 3
15 -5550.873 138.398 -2.257 3
START VALUE SET 155 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5384.533 34.745 - 26
2 -5360.146 30.326 24.387 26
3 -5358.378 28.723 1.769 63
4 -5355.880 27.412 2.498 46
5 -5355.854 26.758 0.026 10001
6 -5355.846 26.454 0.008 10001
7 -5355.839 26.311 0.008 10001
8 -5355.838 26.242 0.001 10001
9 -5355.836 26.204 0.001 10001
10 -5355.835 26.183 0.001 10001
START VALUE SET 156 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5764.798 46.562 - 8
2 -5765.271 39.732 -0.473 8
3 -5737.445 49.229 27.826 11
4 -5736.048 48.816 1.397 98
5 -5735.947 49.130 0.101 10001
6 -5737.931 38.901 -1.984 232
7 -5739.225 46.790 -1.294 488
8 -5739.182 47.172 0.042 10001
9 -5739.252 47.302 -0.069 10001
10 -5739.342 35.652 -0.090 10001
11 -5739.336 35.743 0.006 10001
12 -5739.332 35.799 0.004 10001
13 -5739.322 35.824 0.010 10001
14 -5739.317 35.840 0.005 10001
15 -5739.303 35.836 0.014 10001
START VALUE SET 157 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5446.570 53.969 - 7
2 -5443.164 47.099 3.406 7
3 -5444.906 44.230 -1.742 11
4 -5445.639 45.564 -0.734 119
5 -5443.767 43.472 1.872 320
6 -5443.763 43.440 0.004 1398
7 -5443.762 43.427 0.002 10001
8 -5443.760 43.423 0.002 10001
9 -5483.963 24.453 -40.203 5
10 -5453.751 33.031 30.212 5
11 -5447.701 35.380 6.050 4
12 -5462.226 17.722 -14.525 2
13 -5463.316 27.123 -1.089 8
14 -5455.729 28.200 7.587 3
15 -5458.307 30.129 -2.579 3
START VALUE SET 158 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5532.455 70.517 - 10001
2 -5530.676 19.634 1.779 10001
3 -5529.962 19.853 0.714 10001
4 -5529.752 19.960 0.210 10001
5 -5529.563 20.000 0.189 10001
6 -5529.457 20.016 0.105 10001
7 -5529.418 20.027 0.039 10001
8 -5529.358 20.031 0.060 10001
9 -5529.321 20.033 0.037 10001
10 -5529.282 20.033 0.039 10001
11 -5529.250 20.032 0.032 10001
12 -5529.220 20.031 0.030 10001
13 -5529.192 20.029 0.028 10001
14 -5529.165 20.028 0.027 10001
15 -5529.139 20.026 0.026 10001
START VALUE SET 159 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5779.820 52.909 - 10
2 -5696.611 43.023 83.209 10
3 -5616.551 54.378 80.060 7
4 -5600.947 58.556 15.604 41
5 -5527.340 86.017 73.608 4
6 -5449.146 15.802 78.194 2
7 -5504.657 109.668 -55.511 2
8 -5564.666 91.592 -60.009 5
9 -5527.481 444.161 37.185 6
10 -5444.415 60.543 83.066 3
11 -5436.276 45.433 8.139 45
12 -5434.376 48.134 1.900 4069
13 -5397.465 24.567 36.911 9
14 -5395.365 21.888 2.101 52
15 -5395.083 23.163 0.282 2210
START VALUE SET 160 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5465.915 65.198 - 10001
2 -5449.148 55.659 16.767 10001
3 -5442.630 43.774 6.518 13
4 -5442.322 43.550 0.308 1494
5 -5442.059 43.214 0.263 157
6 -5439.902 40.042 2.157 4
7 -5456.406 15.414 -16.505 2
8 -5454.088 15.682 2.318 15
9 -5454.026 15.562 0.063 1268
10 -5454.015 15.524 0.010 10001
11 -5454.011 15.513 0.005 10001
12 -5454.009 15.510 0.002 10001
13 -5454.008 15.509 0.001 10001
START VALUE SET 161 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5578.222 78.817 - 31
2 -5557.311 72.365 20.910 31
3 -5554.730 76.091 2.582 2597
4 -5554.144 78.584 0.586 10001
5 -5553.818 79.623 0.325 10001
6 -5553.664 80.033 0.154 10001
7 -5553.557 80.197 0.107 10001
8 -5553.426 80.247 0.131 10001
9 -5553.259 80.254 0.167 10001
10 -5553.083 80.250 0.176 10001
11 -5552.950 80.250 0.133 10001
12 -5552.887 80.261 0.063 10001
13 -5826.254 1838.128 -273.367 4
14 -7749.887 3162.699 -1923.633 2
15 -7300.328 708.969 449.559 2
START VALUE SET 162 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5541.887 79.726 - 10001
2 -5540.662 79.748 1.225 10001
3 -5562.111 82.010 -21.449 746
4 -5551.341 63.597 10.770 44
5 -5551.228 63.556 0.113 2512
6 -5551.212 63.593 0.016 10001
7 -5551.210 63.644 0.002 10001
8 -5551.204 63.674 0.006 10001
9 -5551.192 63.711 0.012 10001
10 -5551.184 63.739 0.008 10001
11 -5551.175 63.773 0.009 10001
12 -5551.164 63.806 0.011 10001
13 -5551.150 63.839 0.014 10001
14 -5551.134 63.871 0.016 10001
15 -5551.116 63.899 0.018 10001
START VALUE SET 163 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5620.728 78.952 - 10001
2 -5614.330 76.118 6.398 10001
3 -5613.309 75.452 1.021 10001
4 -5674.585 25.858 -61.276 2
5 -5704.272 30.019 -29.688 2
6 -5663.817 38.205 40.455 3
7 -5671.766 26.983 -7.949 2
8 -5682.539 47.209 -10.773 2
9 -5690.365 14.419 -7.825 2
10 -5692.144 21.979 -1.780 2
11 -5695.926 12.449 -3.781 2
12 -5698.642 28.026 -2.716 2
13 -5703.877 17.719 -5.234 2
14 -5706.362 24.948 -2.485 2
15 -5712.893 21.326 -6.531 2
START VALUE SET 164 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5421.858 17.068 - 14
2 -5456.456 8.310 -34.598 14
3 -5451.992 6.838 4.464 82
4 -5490.454 28.070 -38.462 2
5 -5555.737 20.788 -65.283 2
6 -5499.098 39.078 56.639 4
7 -5486.841 32.846 12.257 6
8 -5531.135 28.652 -44.294 2
9 -5537.000 51.446 -5.865 5
10 -5626.188 6.233 -89.189 2
11 -5594.342 36.056 31.846 3
12 -5813.407 146.268 -219.064 3
13 -5660.306 77.907 153.100 4
14 -5616.446 146.896 43.861 3
15 -5597.220 63.172 19.226 2
START VALUE SET 165 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5723.120 39.210 - 2
2 -5613.745 18.350 109.374 2
3 -5587.611 22.576 26.135 2
4 -5578.133 20.544 9.478 2
5 -5581.488 30.641 -3.354 8
6 -5571.041 24.492 10.446 2
7 -5569.140 4.906 1.901 2
8 -5569.644 8.660 -0.504 2
9 -5570.420 4.282 -0.777 2
10 -5571.576 11.871 -1.155 2
11 -5572.856 9.030 -1.280 2
12 -5572.777 8.604 0.080 2
13 -5573.476 5.316 -0.700 2
14 -5574.369 13.218 -0.893 2
15 -5576.031 4.859 -1.661 2
START VALUE SET 166 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5706.884 196.771 - 4
2 -5784.150 193.719 -77.266 4
3 -5701.692 113.451 82.457 3
4 -5785.194 95.794 -83.501 2
5 -5711.414 66.911 73.780 2
6 -5715.368 46.402 -3.954 2
7 -5720.544 55.503 -5.176 2
8 -5729.775 50.950 -9.232 2
9 -5734.434 52.054 -4.658 2
10 -5741.660 48.298 -7.226 2
11 -5744.637 50.063 -2.977 2
12 -5751.001 46.977 -6.364 2
13 -5747.856 54.695 3.145 2
14 -5744.947 68.010 2.908 2
15 -5750.180 49.027 -5.233 2
START VALUE SET 167 :
Iteration LL Max.Gradient LL.Change Step Size
1 -6148.331 2680.586 - 10001
2 -6105.310 2693.725 43.021 10001
3 -6104.301 2698.741 1.010 10001
4 -6105.492 2698.211 -1.191 10001
5 -6106.661 2696.797 -1.168 10001
6 -6111.198 2694.649 -4.537 10001
7 -6067.481 2697.464 43.717 709
8 -6067.332 2697.309 0.149 10001
9 -6067.193 2696.708 0.139 10001
10 -6067.083 2696.579 0.110 10001
11 -6066.226 2696.417 0.857 10001
12 -6066.076 2696.117 0.150 10001
13 -6065.793 2695.710 0.283 10001
14 -6065.547 2695.613 0.246 10001
15 -6065.326 2695.401 0.221 10001
START VALUE SET 168 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5587.842 32.911 - 23
2 -5553.623 30.105 34.219 23
3 -5553.434 30.092 0.189 3748
4 -5553.424 30.089 0.010 10001
5 -5553.234 30.079 0.190 10001
6 -5553.195 30.075 0.040 10001
7 -5553.213 30.073 -0.019 10001
8 -5552.911 30.060 0.303 10001
9 -5552.834 30.056 0.077 10001
10 -5552.755 30.053 0.079 10001
11 -5552.671 30.050 0.085 10001
12 -5552.583 30.046 0.088 10001
13 -5552.494 30.043 0.089 10001
14 -5552.406 30.039 0.089 10001
15 -5552.316 30.036 0.089 10001
START VALUE SET 169 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5594.156 27.645 - 10
2 -5573.044 69.759 21.112 10
3 -5544.767 18.379 28.277 4
4 -5531.817 13.180 12.949 2
5 -5528.168 4.601 3.649 2
6 -5532.009 5.714 -3.841 2
7 -5512.450 8.345 19.559 5
8 -5526.527 16.752 -14.078 4
9 -5530.072 4.435 -3.545 2
10 -5530.174 4.303 -0.102 13
11 -5530.183 4.302 -0.009 3751
12 -5529.018 4.585 1.165 7
13 -5530.956 4.981 -1.938 2
14 -5535.059 3.667 -4.104 2
15 -5539.148 3.245 -4.088 2
START VALUE SET 170 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5513.264 105.881 - 25
2 -5504.733 105.976 8.531 25
3 -5504.336 106.165 0.397 2348
4 -5512.784 100.007 -8.448 29
5 -5512.907 100.119 -0.123 2166
6 -5495.392 89.121 17.515 8
7 -5491.891 82.401 3.500 12
8 -5516.360 25.550 -24.468 2
9 -5501.419 49.086 14.941 3
10 -5507.364 54.645 -5.945 5
11 -5498.487 35.180 8.877 3
12 -5500.178 36.244 -1.691 2
13 -5501.762 30.980 -1.584 2
14 -5503.840 34.867 -2.078 2
15 -5505.222 31.204 -1.382 2
START VALUE SET 171 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5449.744 79.105 - 129
2 -5434.283 73.724 15.461 129
3 -5430.086 70.974 4.197 10001
4 -5428.169 69.347 1.917 10001
5 -5427.344 68.357 0.825 10001
6 -5426.956 67.730 0.388 10001
7 -5426.719 67.309 0.237 10001
8 -5426.608 67.030 0.111 10001
9 -5426.565 66.846 0.043 10001
10 -5426.485 66.706 0.080 10001
11 -5426.451 66.611 0.035 10001
12 -5426.374 66.531 0.076 10001
13 -5426.345 66.481 0.029 10001
14 -5426.307 66.440 0.039 10001
15 -5426.279 66.411 0.028 10001
START VALUE SET 172 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5438.654 72.188 - 3
2 -5465.186 50.718 -26.532 3
3 -5475.270 35.353 -10.085 3
4 -5485.235 24.206 -9.965 11
5 -5485.139 24.559 0.096 8784
6 -5485.081 24.791 0.058 10001
7 -5485.025 24.964 0.057 10001
8 -5485.002 25.064 0.023 10001
9 -5484.968 25.148 0.034 10001
10 -5484.956 25.193 0.012 10001
11 -5482.415 28.191 2.541 54
12 -5480.925 32.872 1.490 17
13 -5527.313 19.578 -46.388 2
14 -5505.281 13.335 22.032 3
15 -5549.630 3.252 -44.349 2
START VALUE SET 173 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5500.939 67.814 - 14
2 -5503.525 16.642 -2.586 14
3 -5502.272 16.603 1.253 1606
4 -5501.747 16.617 0.525 10001
5 -5501.536 16.620 0.211 10001
6 -5501.449 16.619 0.087 10001
7 -5501.413 16.617 0.036 10001
8 -5501.398 16.616 0.015 10001
9 -5501.391 16.614 0.006 10001
10 -5501.389 16.613 0.002 10001
11 -5501.247 30.569 0.141 2
12 -5498.993 16.722 2.254 2
13 -5498.039 16.047 0.954 3
14 -5497.968 16.008 0.072 394
15 -5497.958 16.009 0.009 10001
START VALUE SET 174 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5511.016 37.546 - 49
2 -5494.133 230.588 16.883 49
3 -5442.141 27.879 51.992 6
4 -5440.302 21.216 1.839 86
5 -5440.177 20.396 0.125 1462
6 -5440.095 19.696 0.082 10001
7 -5440.011 19.060 0.084 10001
8 -5439.961 18.540 0.050 10001
9 -5439.920 18.090 0.041 10001
10 -5439.889 17.701 0.031 10001
11 -5439.861 17.363 0.027 10001
12 -5439.839 17.068 0.022 10001
13 -5439.823 16.810 0.017 10001
14 -5439.809 16.586 0.014 10001
15 -5439.799 16.388 0.010 10001
START VALUE SET 175 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5499.406 526.374 - 5
2 -5530.134 257.032 -30.729 5
3 -5508.179 231.010 21.955 5
4 -5632.811 562.366 -124.631 5
5 -5664.871 379.709 -32.060 6
6 -5726.260 6370.496 -61.389 3
7 -5726.956 1483.030 -0.696 10
8 -5656.228 1195.060 70.728 27
9 -5702.816 1376.772 -46.588 2
10 -5634.155 1146.983 68.661 4
11 -5581.369 761.446 52.786 3
12 -5569.452 742.478 11.917 8
13 -5585.030 752.122 -15.578 2
14 -5563.423 736.251 21.607 7
15 -5514.012 617.213 49.411 2
START VALUE SET 176 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5572.039 96.454 - 15
2 -5576.014 173.168 -3.975 15
3 -5518.583 115.528 57.431 5
4 -5500.742 95.086 17.841 10
5 -5499.957 95.807 0.785 293
6 -5499.950 95.973 0.007 10001
7 -5499.954 96.020 -0.003 10001
8 -5465.544 53.126 34.409 12
9 -5407.815 36.974 57.729 2
10 -5380.632 7.734 27.182 2
11 -5362.185 8.120 18.448 2
12 -5355.178 7.097 7.007 3
13 -5346.953 9.603 8.225 2
14 -5340.204 5.819 6.749 2
15 -5336.334 9.734 3.870 3
START VALUE SET 177 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5494.497 255.343 - 10001
2 -5493.532 252.280 0.965 10001
3 -5492.893 249.935 0.639 10001
4 -5492.512 248.193 0.380 10001
5 -5487.908 248.965 4.605 177
6 -5488.660 247.607 -0.753 1173
7 -5532.992 254.455 -44.331 24
8 -5533.857 254.273 -0.865 5135
9 -5533.788 253.855 0.070 10001
10 -5533.757 253.552 0.031 10001
11 -5533.737 253.318 0.020 10001
12 -5533.714 253.121 0.023 10001
13 -5533.700 252.953 0.014 10001
14 -5533.697 252.819 0.003 10001
15 -5549.130 249.981 -15.432 4
START VALUE SET 178 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5452.401 120.048 - 10001
2 -5451.338 117.878 1.063 10001
3 -5450.833 116.504 0.505 10001
4 -5450.586 115.617 0.247 10001
5 -5480.036 101.590 -29.450 3
6 -5594.841 573.334 -114.805 17
7 -5381.002 41.251 213.839 2
8 -5370.410 32.385 10.592 5
9 -5375.380 32.478 -4.969 2
10 -5390.797 28.523 -15.417 4
11 -5387.226 29.309 3.571 76
12 -5387.148 29.285 0.078 2244
13 -5386.573 29.246 0.575 10001
14 -5386.402 29.226 0.172 10001
15 -5386.398 29.224 0.004 10001
START VALUE SET 179 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5472.079 91.297 - 10001
2 -5454.966 97.623 17.113 10001
3 -5447.635 100.410 7.331 10001
4 -5444.502 101.655 3.134 10001
5 -5443.124 102.216 1.377 10001
6 -5432.654 94.266 10.470 56
7 -5484.728 55.424 -52.074 2
8 -5521.903 59.787 -37.175 3
9 -5531.201 38.052 -9.298 2
10 -5532.770 50.412 -1.568 3
11 -5533.934 40.513 -1.164 10
12 -5534.199 41.760 -0.265 61
13 -5530.281 44.392 3.917 3
14 -5531.195 43.734 -0.913 2
15 -5533.218 36.170 -2.023 2
START VALUE SET 180 :
Iteration LL Max.Gradient LL.Change Step Size
1 -6168.505 159.438 - 200
2 -6153.415 156.167 15.090 200
3 -6151.244 156.120 2.171 10001
4 -6150.930 156.201 0.315 10001
5 -6160.168 156.199 -9.239 255
6 -6165.643 173.589 -5.475 10001
7 -6165.519 173.541 0.125 10001
8 -6165.032 173.377 0.487 10001
9 -6163.415 172.814 1.617 10001
10 -6160.631 171.785 2.783 10001
11 -6158.599 170.922 2.033 10001
12 -6157.910 170.527 0.688 10001
13 -6171.548 153.139 -13.638 70
14 -6158.713 147.248 12.835 1083
15 -6158.570 147.205 0.144 10001
START VALUE SET 181 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5501.512 29.410 - 2
2 -5705.778 27.347 -204.266 2
3 -5652.724 10.306 53.054 5
4 -5685.629 11.085 -32.905 2
5 -5686.175 44.081 -0.546 3
6 -5627.356 65.339 58.819 3
7 -5603.245 32.964 24.111 7
8 -5876.969 180.406 -273.724 4
9 -5720.265 55.207 156.704 5
10 -5668.286 32.107 51.979 2
11 -5647.359 31.745 20.927 3
12 -5638.026 35.474 9.333 2
13 -5637.619 35.085 0.408 2
14 -5634.235 47.874 3.383 2
15 -5640.798 49.283 -6.563 2
START VALUE SET 182 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5452.299 115.857 - 9
2 -5467.490 113.306 -15.191 9
3 -5468.248 114.122 -0.758 6
4 -5498.298 27.082 -30.050 2
5 -5479.874 84.297 18.425 4
6 -5477.916 95.263 1.957 6
7 -5482.710 124.619 -4.794 3
8 -5479.957 75.504 2.753 3
9 -5481.594 73.319 -1.637 4
10 -5481.841 71.058 -0.247 180
11 -5466.675 124.844 15.166 3
12 -5474.695 80.008 -8.020 4
13 -5455.422 140.873 19.273 23
14 -5453.652 138.046 1.770 933
15 -5453.848 139.020 -0.196 64
START VALUE SET 183 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5485.088 195.901 - 11
2 -5494.059 213.737 -8.971 11
3 -5493.988 212.638 0.070 84
4 -5492.956 77.049 1.032 2
5 -5487.753 42.779 5.203 2
6 -5487.333 24.026 0.420 2
7 -5488.344 31.504 -1.011 2
8 -5488.669 24.972 -0.325 2
9 -5490.928 29.101 -2.259 2
10 -5497.838 37.122 -6.910 2
11 -5540.907 182.240 -43.069 2
12 -5489.433 127.295 51.474 2
13 -5486.578 50.349 2.855 2
14 -5486.558 20.177 0.020 2
15 -5487.069 39.805 -0.511 2
START VALUE SET 184 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5728.650 269.001 - 10001
2 -5704.288 246.170 24.362 10001
3 -5690.889 235.014 13.399 10001
4 -5683.796 229.635 7.093 10001
5 -5679.935 226.936 3.862 10001
6 -5639.129 208.243 40.806 18
7 -5626.579 200.757 12.549 25
8 -5625.639 200.597 0.940 623
9 -5606.935 141.155 18.704 2
10 -5632.324 145.185 -25.389 2
11 -5582.603 193.607 49.720 3
12 -5579.141 191.270 3.462 34
13 -5578.103 191.942 1.038 1073
14 -5577.458 192.310 0.644 10001
15 -5577.056 192.533 0.402 10001
START VALUE SET 185 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5572.980 94.043 - 18
2 -5520.927 70.859 52.053 18
3 -5520.310 71.514 0.617 659
4 -5520.279 71.610 0.031 10001
5 -5520.257 71.640 0.022 10001
6 -5521.608 129.170 -1.351 10
7 -5813.411 937.481 -291.803 8
8 -5779.089 1073.172 34.321 29
9 -5634.402 190.565 144.687 3
10 -5528.412 73.546 105.990 4
11 -5521.451 63.913 6.962 271
12 -5539.668 51.158 -18.218 8
13 -5545.849 181.127 -6.181 45
14 -5468.106 60.291 77.743 2
15 -5467.368 27.124 0.738 2
START VALUE SET 186 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5557.080 39.497 - 8
2 -5595.886 45.547 -38.807 8
3 -5581.394 32.479 14.493 10001
4 -5577.898 31.063 3.496 10001
5 -5577.040 30.194 0.858 10001
6 -5576.792 29.608 0.249 10001
7 -5576.712 29.272 0.079 10001
8 -5620.054 15.562 -43.342 3
9 -5619.258 17.254 0.796 3
10 -5662.814 15.588 -43.556 2
11 -5578.792 14.188 84.023 3
12 -5554.640 73.297 24.152 20
13 -5553.373 95.744 1.267 331
14 -5553.308 96.515 0.065 10001
15 -5553.290 96.905 0.018 10001
START VALUE SET 187 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5551.888 44.656 - 4
2 -5484.291 21.843 67.597 4
3 -5427.449 20.900 56.842 2
4 -5407.181 20.328 20.269 2
5 -5411.910 29.938 -4.729 2
6 -5396.749 28.741 15.161 5
7 -5394.845 17.626 1.904 347
8 -5394.799 18.588 0.047 10001
9 -5394.775 19.275 0.023 10001
10 -5394.763 19.763 0.012 10001
11 -5394.756 20.109 0.007 10001
12 -5394.750 20.353 0.006 10001
13 -5415.409 17.494 -20.659 2
14 -5379.827 8.825 35.582 3
15 -5371.619 12.328 8.209 3
START VALUE SET 188 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5654.272 238.786 - 23
2 -5639.480 232.607 14.792 23
3 -5638.126 229.408 1.354 6485
4 -5637.184 226.891 0.942 10001
5 -5636.511 224.903 0.673 10001
6 -5636.016 223.309 0.495 10001
7 -5635.665 222.020 0.351 10001
8 -5635.302 220.859 0.363 10001
9 -5635.130 220.000 0.172 10001
10 -5635.007 219.285 0.123 10001
11 -5588.782 174.643 46.225 3
12 -5815.669 540.718 -226.887 5
13 -5649.413 364.283 166.256 2
14 -5665.583 112.356 -16.170 2
15 -5635.527 130.895 30.057 2
START VALUE SET 189 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5564.445 291.377 - 24
2 -5541.102 132.621 23.342 24
3 -5532.439 95.028 8.664 6
4 -5529.856 66.336 2.583 3
5 -5533.010 98.412 -3.154 4
6 -5534.117 102.055 -1.107 57
7 -5513.124 48.490 20.993 6
8 -5646.138 126.208 -133.014 3
9 -5645.110 130.573 1.028 503
10 -5645.026 131.131 0.085 10001
11 -5571.645 63.441 73.380 3
12 -5568.845 64.974 2.801 56
13 -5568.757 66.249 0.088 10001
14 -5631.307 157.161 -62.551 2
15 -6161.179 37.547 -529.872 2
START VALUE SET 190 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5665.126 64.770 - 6
2 -5806.365 72.793 -141.238 6
3 -5764.538 130.706 41.827 24
4 -5764.052 132.275 0.486 1074
5 -5950.167 39.679 -186.114 2
6 -5784.478 144.933 165.688 4
7 -5665.132 76.635 119.346 3
8 -5634.098 42.231 31.034 13
9 -5631.601 48.002 2.497 4129
10 -5630.757 52.368 0.844 10001
11 -5671.616 235.810 -40.859 5
12 -5668.118 204.176 3.498 34
13 -5667.987 196.965 0.131 6961
14 -5625.397 136.700 42.590 3
15 -5662.807 1339.091 -37.410 2
START VALUE SET 191 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5546.891 114.231 - 2
2 -6475.659 429.138 -928.769 2
3 -5937.342 62.004 538.318 2
4 -5898.286 46.099 39.055 5
5 -5840.610 77.035 57.677 6
6 -5860.218 64.495 -19.609 2
7 -5845.638 68.765 14.580 2
8 -5844.335 50.711 1.303 2
9 -5842.477 43.429 1.858 2
10 -5841.089 35.030 1.388 2
11 -5855.558 75.094 -14.469 3
12 -5843.435 29.947 12.123 2
13 -5836.453 21.933 6.982 2
14 -5833.297 19.693 3.156 2
15 -5832.218 34.462 1.078 2
START VALUE SET 192 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5532.512 216.843 - 62
2 -5529.776 213.326 2.736 62
3 -5529.746 213.132 0.030 7799
4 -5529.689 213.056 0.057 10001
5 -5529.426 212.882 0.263 10001
6 -5529.392 212.858 0.034 10001
7 -5529.354 212.835 0.037 10001
8 -5529.321 212.816 0.034 10001
9 -5529.287 212.799 0.034 10001
10 -5529.253 212.781 0.034 10001
11 -5529.219 212.764 0.034 10001
12 -5529.184 212.747 0.035 10001
13 -5529.149 212.729 0.035 10001
14 -5529.113 212.712 0.036 10001
15 -5529.077 212.695 0.036 10001
START VALUE SET 193 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5545.939 612.462 - 5
2 -5491.284 472.307 54.655 5
3 -5467.375 323.723 23.909 3
4 -5455.054 242.498 12.321 56
5 -5458.002 169.821 -2.948 2
6 -5463.776 218.484 -5.774 2
7 -5473.813 182.817 -10.037 2
8 -5456.839 157.860 16.974 2
9 -5458.977 153.192 -2.138 2
10 -5458.832 149.558 0.145 2
11 -5461.304 136.353 -2.472 2
12 -5461.392 155.264 -0.088 2
13 -5463.420 125.152 -2.028 2
14 -5464.204 155.063 -0.784 2
15 -5465.749 124.915 -1.545 2
START VALUE SET 194 :
Iteration LL Max.Gradient LL.Change Step Size
1 -6839.780 6017.084 - 10001
2 -6829.746 6017.472 10.034 10001
3 -6637.792 6451.461 191.954 109
4 -6313.976 4416.838 323.816 4
5 -6210.067 3370.004 103.909 3
6 -6224.879 3820.377 -14.812 3
7 -6234.522 3761.485 -9.642 36
8 -6233.968 3759.285 0.554 369
9 -6233.944 3759.119 0.024 10001
10 -6233.904 3758.925 0.040 10001
11 -6369.117 3003.575 -135.213 3
12 -6258.920 3228.844 110.197 3
13 -6192.562 2326.356 66.358 3
14 -6374.511 4269.302 -181.948 2
15 -6194.060 2298.151 180.451 7
START VALUE SET 195 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5460.031 53.636 - 10001
2 -5451.773 52.312 8.257 10001
3 -5476.034 42.974 -24.260 10
4 -5473.767 42.592 2.267 19
5 -5472.190 44.480 1.577 2075
6 -5480.572 27.608 -8.381 3
7 -5480.786 33.144 -0.214 7
8 -5477.475 36.500 3.311 4
9 -5474.195 41.105 3.281 6
10 -5476.084 36.006 -1.890 7
11 -5478.064 33.403 -1.979 4
12 -5477.941 33.925 0.123 2459
13 -5483.386 34.653 -5.446 11
14 -5478.160 34.229 5.226 25
15 -5477.127 34.302 1.033 48
START VALUE SET 196 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5408.202 323.089 - 68
2 -5371.775 268.773 36.427 68
3 -5344.065 235.868 27.711 7
4 -5339.875 216.760 4.190 38
5 -5335.542 108.584 4.333 14
6 -5335.311 101.767 0.231 197
7 -5332.307 147.739 3.004 98
8 -5329.628 187.025 2.678 42
9 -5306.566 45.061 23.062 2
10 -5360.418 161.429 -53.851 2
11 -5299.648 1.338 60.770 3
12 -5289.768 9.816 9.880 6
13 -5282.881 13.497 6.887 3
14 -5281.952 14.188 0.929 24
15 -5291.330 14.892 -9.379 2
START VALUE SET 197 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5463.273 22.220 - 4
2 -5461.552 17.205 1.721 4
3 -5466.041 16.834 -4.489 2
4 -5477.938 10.509 -11.897 2
5 -5482.085 6.009 -4.147 2
6 -5480.302 9.395 1.783 2
7 -5491.099 13.831 -10.797 2
8 -5479.626 10.552 11.472 3
9 -5477.281 8.120 2.345 2
10 -5474.932 7.839 2.350 4
11 -5478.729 8.006 -3.798 2
12 -5474.649 7.373 4.081 5
13 -5472.611 7.096 2.038 5
14 -5475.777 6.556 -3.166 2
15 -5481.674 12.755 -5.897 2
START VALUE SET 198 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5588.586 113.324 - 9
2 -5512.537 106.817 76.049 9
3 -5573.282 58.588 -60.744 2
4 -5572.325 97.083 0.957 3
5 -5629.995 115.624 -57.670 2
6 -5489.927 90.873 140.068 3
7 -5458.607 74.353 31.321 4
8 -5446.123 44.494 12.483 2
9 -5500.355 14.526 -54.232 4
10 -5566.235 48.848 -65.880 2
11 -5504.375 16.727 61.860 3
12 -5515.847 41.323 -11.472 2
13 -5527.118 89.110 -11.271 3
14 -5483.663 26.873 43.455 2
15 -5476.843 24.006 6.820 3
START VALUE SET 199 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5388.901 32.837 - 32
2 -5388.475 32.164 0.426 32
3 -5387.863 33.006 0.612 10001
4 -5387.679 33.788 0.184 10001
5 -5387.639 34.336 0.040 10001
6 -5387.669 34.735 -0.030 10001
7 -5387.673 34.927 -0.004 10001
8 -5387.744 35.152 -0.071 10001
9 -5383.355 335.560 4.390 67
10 -5350.518 28.803 32.837 2
11 -5487.255 572.149 -136.737 36
12 -5474.486 11609.000 12.769 24
13 -5430.202 3827.349 44.285 12
14 -5416.849 2729.017 13.353 25
15 -5401.530 8650.972 15.319 11
START VALUE SET 200 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5573.070 32.557 - 10001
2 -5573.213 27.264 -0.142 10001
3 -5573.225 27.250 -0.012 10001
4 -5573.283 27.235 -0.059 10001
5 -5573.531 27.197 -0.248 10001
6 -5573.793 27.157 -0.262 10001
7 -5572.664 54.790 1.129 23
8 -5568.764 41.517 3.900 23
9 -5561.903 51.014 6.860 49
10 -5560.078 48.098 1.825 6782
11 -5559.120 46.178 0.957 10001
12 -5558.592 44.923 0.529 10001
13 -5558.302 44.020 0.290 10001
14 -5558.134 43.379 0.168 10001
15 -5558.029 42.915 0.104 10001
START VALUE SET 201 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5503.324 48.779 - 10001
2 -5502.496 44.458 0.828 10001
3 -5502.132 45.853 0.364 10001
4 -5501.965 46.767 0.167 10001
5 -5501.996 47.357 -0.031 10001
6 -5501.978 47.753 0.018 10001
7 -5502.008 48.010 -0.030 10001
8 -5502.024 48.181 -0.016 10001
9 -5502.049 48.293 -0.025 10001
10 -5502.069 48.367 -0.021 10001
11 -5502.090 48.414 -0.021 10001
12 -5502.109 48.445 -0.019 10001
13 -5502.127 48.464 -0.018 10001
14 -5502.145 48.475 -0.017 10001
15 -5502.162 48.482 -0.017 10001
START VALUE SET 202 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5520.855 33.170 - 20
2 -5511.817 34.090 9.037 20
3 -5516.080 26.540 -4.262 4
4 -5519.503 15.615 -3.423 2
5 -5515.428 23.326 4.075 26
6 -5558.497 15.369 -43.069 2
7 -5550.775 9.970 7.722 3
8 -5515.539 26.164 35.236 11
9 -5510.295 21.588 5.244 11
10 -5506.951 18.399 3.344 806
11 -5648.310 41.546 -141.358 2
12 -5535.569 31.856 112.741 3
13 -5502.046 22.145 33.523 3
14 -5489.870 17.195 12.176 2
15 -5472.855 20.392 17.015 2
START VALUE SET 203 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5607.995 29.885 - 12
2 -5619.308 49.385 -11.313 12
3 -5603.382 53.824 15.926 8
4 -5820.698 55.420 -217.316 2
5 -5619.004 50.346 201.694 5
6 -5602.156 48.181 16.848 21
7 -5596.007 48.135 6.149 53
8 -5593.916 48.128 2.091 6323
9 -5707.158 23.551 -113.242 2
10 -5593.924 51.123 113.233 6
11 -5589.096 52.972 4.828 69
12 -5588.633 53.135 0.462 3113
13 -5588.377 53.233 0.257 10001
14 -5588.108 53.364 0.269 10001
15 -5587.991 53.437 0.118 10001
START VALUE SET 204 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5470.389 196.892 - 10001
2 -5442.074 181.401 28.315 10001
3 -5440.749 179.154 1.325 10001
4 -5440.659 178.661 0.090 10001
5 -5440.640 178.528 0.018 10001
6 -5440.631 178.494 0.009 10001
7 -5440.622 178.484 0.009 10001
8 -5440.614 178.479 0.009 10001
9 -5440.605 178.474 0.008 10001
10 -5440.597 178.470 0.008 10001
11 -5440.589 178.466 0.008 10001
12 -5440.580 178.462 0.008 10001
13 -5440.572 178.459 0.008 10001
14 -5440.564 178.456 0.008 10001
15 -5440.556 178.454 0.008 10001
START VALUE SET 205 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5488.533 34.383 - 4
2 -5597.304 22.813 -108.771 4
3 -5580.412 20.137 16.892 661
4 -5576.459 18.659 3.952 10001
5 -5532.097 15.829 44.363 2
6 -5665.082 12.542 -132.986 5
7 -5530.609 12.778 134.473 3
8 -5490.596 12.502 40.013 3
9 -5434.355 14.323 56.242 2
10 -5432.883 19.224 1.472 8
11 -5406.576 14.742 26.307 2
12 -5389.178 27.402 17.398 2
13 -5381.199 83.795 7.979 2
14 -5373.604 44.301 7.595 2
15 -5371.126 19.979 2.478 2
START VALUE SET 206 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5448.727 88.777 - 11
2 -5429.027 78.790 19.700 11
3 -5470.342 92.969 -41.315 3
4 -5448.063 82.986 22.279 4
5 -5445.208 78.589 2.855 23
6 -5444.629 78.728 0.579 510
7 -5444.466 78.947 0.163 10001
8 -5444.412 79.061 0.054 10001
9 -5444.394 79.120 0.018 10001
10 -5444.388 79.152 0.006 10001
11 -5444.386 79.163 0.002 10001
12 -5444.385 79.171 0.001 10001
START VALUE SET 207 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5618.539 64.306 - 7
2 -5584.055 70.111 34.484 7
3 -5562.744 89.842 21.311 4
4 -5562.776 940.651 -0.032 11
5 -5558.618 385.084 4.158 4
6 -5555.895 122.207 2.723 3
7 -5555.869 4.242 0.026 2
8 -5555.546 6.436 0.323 2
9 -5557.860 48.070 -2.314 2
10 -5556.887 11.457 0.973 2
11 -5557.993 13.612 -1.106 2
12 -5560.886 12.427 -2.894 2
13 -5525.584 36.874 35.302 3
14 -5576.188 301.801 -50.604 2
15 -5587.186 724.121 -10.998 10
START VALUE SET 208 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5596.445 33.629 - 15
2 -5583.608 16.547 12.837 15
3 -5633.616 61.580 -50.007 19
4 -5639.873 81.625 -6.258 167
5 -5640.105 82.724 -0.232 10001
6 -5640.041 82.550 0.064 10001
7 -5639.997 82.469 0.045 10001
8 -5639.900 82.310 0.097 10001
9 -5639.597 81.810 0.302 10001
10 -5637.882 78.973 1.715 10001
11 -5637.029 77.588 0.853 10001
12 -5636.485 76.718 0.544 10001
13 -5635.994 75.945 0.491 10001
14 -5635.521 75.203 0.473 10001
15 -5635.026 74.437 0.495 10001
START VALUE SET 209 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5544.480 81.828 - 15
2 -5532.945 39.241 11.536 15
3 -5575.157 44.118 -42.212 2
4 -5951.474 237.783 -376.317 2
5 -5660.652 81.224 290.823 3
6 -5592.465 32.206 68.187 5
7 -5587.417 24.238 5.048 3
8 -5592.799 13.048 -5.382 2
9 -5591.400 18.838 1.400 3
10 -5594.630 22.139 -3.231 2
11 -5593.467 25.030 1.164 2
12 -5593.398 25.927 0.069 2
13 -5592.830 21.720 0.568 2
14 -5591.113 22.900 1.717 2
15 -5588.986 29.092 2.127 2
START VALUE SET 210 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5521.715 39.619 - 10001
2 -5518.208 31.044 3.507 10001
3 -5525.065 31.104 -6.857 37
4 -5524.973 31.555 0.092 1376
5 -5524.926 31.764 0.047 10001
6 -5524.910 31.852 0.016 10001
7 -5524.856 31.880 0.054 10001
8 -5524.802 31.888 0.053 10001
9 -5524.772 31.892 0.031 10001
10 -5524.720 31.886 0.052 10001
11 -5524.671 31.879 0.049 10001
12 -5524.611 31.870 0.059 10001
13 -5524.545 31.862 0.066 10001
14 -5524.474 31.853 0.071 10001
15 -5524.393 31.835 0.081 10001
START VALUE SET 211 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5567.205 456.018 - 10
2 -5487.384 409.073 79.821 10
3 -5464.637 363.393 22.747 13
4 -5450.886 343.368 13.751 16
5 -5450.264 343.404 0.622 393
6 -5544.005 497.285 -93.741 2
7 -5461.735 348.105 82.270 3
8 -5458.477 311.843 3.257 5
9 -5459.687 363.139 -1.209 2
10 -5459.708 363.743 -0.021 547
11 -5465.676 324.481 -5.968 2
12 -5462.745 365.425 2.930 4
13 -5483.330 343.645 -20.585 3
14 -5468.140 348.642 15.190 5
15 -5465.646 356.635 2.494 17
START VALUE SET 212 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5539.654 181.002 - 9
2 -5511.258 151.274 28.396 9
3 -5509.210 147.495 2.049 57
4 -5515.762 132.633 -6.552 6
5 -5511.673 132.804 4.089 280
6 -5510.247 132.596 1.426 10001
7 -5509.872 132.560 0.375 10001
8 -5519.199 112.806 -9.327 13
9 -5549.422 91.963 -30.223 3
10 -5599.381 164.965 -49.959 4
11 -5597.716 163.135 1.665 97
12 -5597.747 163.106 -0.031 10001
13 -5597.827 162.918 -0.079 10001
14 -5597.814 162.900 0.013 10001
15 -5597.802 162.888 0.012 10001
START VALUE SET 213 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5527.477 59.107 - 10001
2 -5504.997 39.019 22.480 10001
3 -5497.289 32.788 7.708 10001
4 -5494.539 30.958 2.750 10001
5 -5493.501 30.579 1.037 10001
6 -5558.543 129.233 -65.041 3
7 -5557.498 99.725 1.045 9
8 -5520.893 55.238 36.605 4
9 -5517.077 89.347 3.816 4
10 -5522.210 85.499 -5.133 4
11 -5508.317 91.895 13.893 3
12 -5536.971 92.872 -28.654 6
13 -5532.492 106.274 4.480 187
14 -5531.541 110.674 0.951 10001
15 -5531.213 113.283 0.328 10001
START VALUE SET 214 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5458.026 12.909 - 10
2 -5457.271 9.932 0.755 10
3 -5457.140 9.611 0.130 2958
4 -5457.084 9.417 0.057 10001
5 -5457.056 9.289 0.028 10001
6 -5456.933 7.771 0.123 10
7 -5456.982 7.748 -0.049 105
8 -5453.438 7.863 3.544 20
9 -5456.687 4.986 -3.249 6
10 -5457.321 8.299 -0.634 134
11 -5457.306 8.382 0.015 4638
12 -5457.302 8.437 0.004 10001
13 -5457.300 8.475 0.003 10001
14 -5457.298 8.500 0.001 10001
15 -5457.298 8.517 0.001 10001
START VALUE SET 215 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5691.518 167.602 - 43
2 -5665.587 194.542 25.932 43
3 -5550.271 93.868 115.316 3
4 -5509.720 86.151 40.551 3
5 -5478.184 15.850 31.536 2
6 -5439.560 29.467 38.624 2
7 -5468.810 75.567 -29.250 2
8 -5447.372 17.891 21.438 2
9 -5471.910 62.973 -24.537 2
10 -5460.192 17.719 11.718 2
11 -5470.011 12.466 -9.819 2
12 -5467.997 13.883 2.014 2
13 -5470.018 13.164 -2.021 2
14 -5478.235 55.369 -8.217 4
15 -5459.261 6.702 18.973 2
START VALUE SET 216 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5638.040 275.154 - 10001
2 -5631.851 272.486 6.189 10001
3 -5624.623 263.873 7.228 126
4 -5624.600 263.619 0.023 6296
5 -5624.601 263.534 -0.000 10001
6 -5624.602 263.513 -0.001 10001
7 -5603.854 235.798 20.747 142
8 -5603.654 235.476 0.200 9001
9 -5603.597 235.345 0.057 10001
10 -5603.665 235.489 -0.068 10001
11 -5603.661 235.462 0.005 10001
12 -5603.666 235.452 -0.006 10001
13 -5626.862 350.332 -23.196 3
14 -5626.454 340.806 0.408 37
15 -5692.576 419.197 -66.122 3
START VALUE SET 217 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5544.404 40.042 - 16
2 -5514.866 36.524 29.537 16
3 -5435.200 42.833 79.667 4
4 -5426.690 38.291 8.510 24
5 -5388.441 185.418 38.249 3
6 -5358.159 84.951 30.282 7
7 -5327.156 36.460 31.003 2
8 -5315.570 21.681 11.585 6
9 -5312.405 17.538 3.165 27
10 -5311.685 15.654 0.720 2036
11 -5311.326 15.071 0.359 10001
12 -5311.144 14.617 0.182 10001
13 -5328.135 22.812 -16.991 2
14 -5314.254 24.687 13.882 7
15 -5312.475 23.672 1.778 38
START VALUE SET 218 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5559.304 61.182 - 11
2 -5561.677 51.536 -2.373 11
3 -5561.436 56.247 0.241 82
4 -5560.791 59.755 0.646 7128
5 -5560.471 62.262 0.320 10001
6 -5560.310 64.056 0.161 10001
7 -5560.239 65.351 0.071 10001
8 -5540.279 72.837 19.960 14
9 -5535.839 65.832 4.440 21
10 -5510.205 62.951 25.634 8
11 -5508.001 61.215 2.204 745
12 -5507.848 60.330 0.153 10001
13 -5467.720 50.177 40.128 17
14 -5438.051 32.094 29.669 11
15 -5419.034 54.454 19.016 11
START VALUE SET 219 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5447.415 30.584 - 4
2 -5463.797 25.317 -16.383 4
3 -5464.748 25.083 -0.951 245
4 -5453.682 22.351 11.066 7
5 -5451.206 21.831 2.476 51
6 -5451.119 21.819 0.086 9062
7 -5451.079 21.819 0.040 10001
8 -5438.372 30.607 12.708 18
9 -5437.730 32.201 0.641 32
10 -5463.984 15.021 -26.253 2
11 -5463.128 17.322 0.856 4
12 -5752.258 141.516 -289.129 28
13 -5629.125 135.443 123.133 8
14 -5470.296 46.394 158.829 4
15 -5473.272 214.129 -2.975 4
START VALUE SET 220 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5600.068 59.009 - 15
2 -5562.288 54.852 37.780 15
3 -5597.286 65.048 -34.998 2
4 -5562.156 19.772 35.130 2
5 -5573.923 525.238 -11.766 9
6 -5733.148 325.422 -159.226 3
7 -5590.459 20.615 142.689 2
8 -5577.168 122.269 13.291 3
9 -5584.089 156.850 -6.920 3
10 -5621.230 479.653 -37.141 9
11 -5583.503 172.353 37.727 2
12 -5580.277 123.739 3.226 2
13 -5580.342 121.173 -0.065 2
14 -5582.384 131.281 -2.042 2
15 -5584.685 117.649 -2.301 2
START VALUE SET 221 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5459.121 25.749 - 82
2 -6330.353 208.712 -871.231 82
3 -7126.871 900.369 -796.519 12
4 -6947.215 961.097 179.656 32
5 -6233.823 60.682 713.392 2
6 -6887.066 70.898 -653.242 2
7 -6602.012 16.239 285.053 4
8 -6453.129 13.206 148.883 11
9 -6454.828 13.222 -1.699 1123
10 -6454.612 13.216 0.216 10001
11 -6454.197 13.201 0.415 10001
12 -6453.614 13.174 0.583 10001
13 -6442.413 12.658 11.201 10001
14 -6441.260 12.605 1.153 10001
15 -6440.650 12.578 0.610 10001
START VALUE SET 222 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5554.723 118.721 - 23
2 -5533.445 95.399 21.278 23
3 -5530.529 90.849 2.915 1608
4 -5481.689 50.838 48.841 3
5 -5491.900 60.858 -10.212 2
6 -5481.708 38.585 10.193 2
7 -5482.211 28.681 -0.503 2
8 -5484.731 29.084 -2.520 2
9 -5483.250 66.980 1.481 2
10 -5482.519 26.800 0.731 2
11 -5482.347 23.848 0.172 2
12 -5483.511 27.158 -1.165 2
13 -5482.227 21.570 1.284 2
14 -5482.473 20.682 -0.246 2
15 -5482.710 23.019 -0.237 2
START VALUE SET 223 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5642.464 80.457 - 10001
2 -5642.308 72.904 0.155 10001
3 -5642.218 73.026 0.090 10001
4 -5642.163 73.128 0.055 10001
5 -5642.160 73.208 0.003 10001
6 -5634.227 84.950 7.933 27
7 -5605.293 37.202 28.934 3
8 -5622.683 56.754 -17.391 6
9 -5637.636 44.550 -14.953 10
10 -5637.459 44.829 0.177 442
11 -5637.265 45.103 0.194 10001
12 -5637.149 45.338 0.116 10001
13 -5637.153 45.490 -0.005 10001
14 -5637.335 45.512 -0.182 10001
15 -5597.800 65.133 39.535 73
START VALUE SET 224 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5797.885 1958.608 - 8
2 -5769.834 1680.922 28.051 8
3 NaN NA NA 10001
START VALUE SET 225 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5568.119 58.934 - 3
2 -5629.778 157.004 -61.659 3
3 -5612.002 67.459 17.776 3
4 -5668.293 46.399 -56.291 2
5 -5620.689 59.506 47.604 2
6 -5628.076 34.038 -7.387 2
7 -5628.215 37.338 -0.139 3
8 -5637.199 44.665 -8.984 6
9 -5636.390 44.057 0.808 145
10 -5635.922 43.358 0.469 10001
11 -5635.709 42.830 0.213 10001
12 -5635.612 42.446 0.097 10001
13 -5635.602 42.203 0.010 10001
14 -5635.587 42.017 0.015 10001
15 -5577.779 57.296 57.808 2
START VALUE SET 226 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5400.220 38.182 - 5
2 -5405.114 29.637 -4.894 5
3 -5443.508 11.169 -38.395 2
4 -5397.305 32.495 46.204 19
5 -5393.314 35.371 3.990 247
6 -5392.025 35.892 1.290 114
7 -5391.997 35.878 0.028 10001
8 -5391.979 35.864 0.018 10001
9 -5391.954 35.857 0.024 10001
10 -5391.936 35.848 0.018 10001
11 -5391.920 35.839 0.016 10001
12 -5391.908 35.831 0.012 10001
13 -5391.897 35.824 0.011 10001
14 -5391.886 35.818 0.011 10001
15 -5391.873 35.814 0.013 10001
START VALUE SET 227 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5571.460 145.073 - 10001
2 -5569.399 145.613 2.061 10001
3 -5569.037 146.299 0.361 10001
4 -5568.966 146.652 0.072 10001
5 -5568.935 146.791 0.031 10001
6 -5568.920 146.841 0.015 10001
7 -5568.907 146.850 0.013 10001
8 -5568.895 146.843 0.012 10001
9 -5568.884 146.829 0.011 10001
10 -5568.873 146.813 0.011 10001
11 -5568.862 146.796 0.011 10001
12 -5568.851 146.779 0.011 10001
13 -5568.841 146.762 0.010 10001
14 -5568.831 146.745 0.010 10001
15 -5568.821 146.729 0.010 10001
START VALUE SET 228 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5501.775 47.938 - 12
2 -5492.012 40.761 9.763 12
3 -5490.471 38.367 1.541 312
4 -5489.905 36.823 0.565 10001
5 -5489.653 35.793 0.253 10001
6 -5489.537 35.101 0.115 10001
7 -5489.480 34.632 0.057 10001
8 -5489.449 34.312 0.031 10001
9 -5489.431 34.095 0.018 10001
10 -5489.418 33.945 0.012 10001
11 -5489.408 33.843 0.010 10001
12 -5489.400 33.771 0.008 10001
13 -5489.393 33.722 0.008 10001
14 -5489.386 33.687 0.007 10001
15 -5489.379 33.662 0.007 10001
START VALUE SET 229 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5477.021 98.672 - 10001
2 -5462.617 85.001 14.404 10001
3 -5461.630 82.431 0.987 10001
4 -5461.543 81.768 0.086 10001
5 -5461.550 81.600 -0.007 10001
6 -5416.441 364.234 45.109 17
7 -5396.959 184.468 19.482 11
8 -5368.251 54.980 28.708 2
9 -5361.171 32.602 7.080 3
10 -5389.261 30.051 -28.090 3
11 -5449.809 68.519 -60.548 7
12 -5381.229 234.696 68.580 7
13 -5344.422 34.320 36.807 2
14 -5337.112 13.377 7.310 2
15 -5330.222 12.958 6.890 2
START VALUE SET 230 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5739.278 543.704 - 7
2 -5699.243 432.531 40.035 7
3 -5698.011 429.571 1.233 227
4 -5697.938 429.352 0.072 10001
5 -5697.932 429.420 0.006 10001
6 -5697.934 429.323 -0.002 10001
7 -5697.921 429.305 0.013 10001
8 -5697.918 429.288 0.003 10001
9 -5697.915 429.262 0.003 10001
10 -5697.917 429.255 -0.002 10001
11 -5697.927 429.231 -0.010 10001
12 -5708.298 505.238 -10.371 7
13 -5761.747 523.655 -53.449 4
14 -5865.736 1247.441 -103.989 10
15 -5745.203 1078.965 120.533 7
START VALUE SET 231 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5777.514 147.868 - 11
2 -5715.405 129.491 62.109 11
3 -5711.324 129.730 4.082 110
4 -5665.914 129.046 45.410 9
5 -5677.307 90.308 -11.393 4
6 -5665.255 127.442 12.052 10
7 -5665.044 126.810 0.210 1163
8 -5664.980 126.397 0.064 10001
9 -5670.524 102.787 -5.544 2
10 -5680.785 90.641 -10.262 8
11 -5679.517 90.716 1.268 55
12 -5667.367 108.439 12.150 3
13 -5665.194 116.674 2.172 15
14 -5657.180 148.422 8.014 2
15 -5657.955 152.297 -0.775 13
START VALUE SET 232 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5578.573 345.317 - 122
2 -5542.608 343.078 35.964 122
3 -5529.738 342.920 12.870 10001
4 -5522.885 342.883 6.853 10001
5 -5519.061 342.816 3.823 10001
6 -5516.669 342.710 2.393 10001
7 -5413.639 508.426 103.030 9
8 -5386.698 323.626 26.941 5
9 -5335.673 132.180 51.025 4
10 -5321.820 77.800 13.853 3
11 -5320.222 83.057 1.598 23
12 -5319.986 82.656 0.236 271
13 -5319.888 82.564 0.098 10001
14 -5319.831 82.542 0.057 10001
15 -5319.788 82.529 0.042 10001
START VALUE SET 233 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5612.510 44.013 - 37
2 -5622.006 40.790 -9.496 37
3 -5603.131 56.541 18.875 20
4 -5582.339 31.517 20.792 4
5 -5589.121 29.917 -6.782 8
6 -5629.782 33.782 -40.661 5
7 -5832.740 229.315 -202.958 9
8 -5823.403 587.731 9.336 58
9 -5695.235 108.654 128.169 4
10 -5675.501 36.207 19.734 11
11 -5672.980 34.991 2.521 269
12 -5672.467 34.704 0.513 10001
13 -5672.591 34.611 -0.124 10001
14 -5647.374 89.317 25.217 7
15 -5672.026 34.133 -24.652 42
START VALUE SET 234 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5638.654 446.978 - 44
2 -5652.078 480.884 -13.425 44
3 -5652.119 488.877 -0.041 10001
4 -5652.186 499.555 -0.067 10001
5 -5592.312 407.100 59.873 3
6 -5579.778 303.321 12.534 14
7 -5562.909 69.166 16.869 2
8 -5526.317 100.477 36.592 4
9 -5497.884 127.572 28.433 3
10 -5492.820 131.909 5.064 58
11 -5509.937 92.590 -17.117 2
12 -5499.267 147.455 10.671 3
13 -5499.625 149.603 -0.358 5
14 -5500.344 151.967 -0.719 46
15 -5500.296 152.634 0.048 1016
START VALUE SET 235 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5566.673 38.236 - 10001
2 -5557.395 49.067 9.278 10001
3 -5554.296 88.042 3.099 10001
4 -5553.214 114.351 1.083 10001
5 -5552.808 131.396 0.406 10001
6 -5552.658 142.703 0.150 10001
7 -5552.539 150.173 0.119 10001
8 -5552.512 154.589 0.027 10001
9 -5552.475 157.204 0.037 10001
10 -5552.469 158.960 0.007 10001
11 -5552.464 160.071 0.005 10001
12 -5552.461 160.777 0.003 10001
13 -5552.459 161.222 0.002 10001
14 -5552.458 161.501 0.001 10001
15 -5552.457 161.676 0.001 10001
START VALUE SET 236 :
Iteration LL Max.Gradient LL.Change Step Size
1 -6102.085 564.065 - 7
2 -5931.301 604.818 170.784 7
3 -5834.369 196.862 96.932 3
4 -5745.520 115.938 88.849 47
5 -5626.426 74.972 119.093 2
6 -5565.171 62.097 61.256 2
7 -5533.830 52.173 31.340 2
8 -5497.375 35.629 36.456 2
9 -5476.891 28.168 20.483 2
10 -5459.264 22.663 17.627 2
11 -5441.928 19.439 17.337 2
12 -5428.593 16.037 13.335 3
13 -5420.737 14.259 7.856 4
14 -5419.408 14.850 1.329 3
15 -5418.625 14.282 0.783 2
START VALUE SET 237 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5695.599 310.822 - 16
2 -5600.990 259.547 94.609 16
3 -6344.610 323.787 -743.620 9
4 -6273.006 326.580 71.604 356
5 -6228.213 322.575 44.793 10001
6 -7348.506 177.192 -1120.293 2
7 -11977.896 1308.810 -4629.391 2
8 NaN NA NA 2
START VALUE SET 238 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5375.797 136.090 - 26
2 -5567.831 60.646 -192.034 26
3 -5344.823 188.066 223.007 61
4 -5333.962 149.521 10.862 72
5 -5331.269 132.638 2.693 7405
6 -5330.185 126.203 1.084 10001
7 -5321.027 80.244 9.158 8
8 -5322.249 80.572 -1.222 203
9 -5322.210 80.421 0.039 10001
10 -5308.507 78.208 13.704 26
11 -5308.159 77.827 0.348 281
12 -5308.151 77.780 0.008 10001
13 -5308.136 77.738 0.015 10001
14 -5308.127 77.713 0.009 10001
15 -5308.116 77.698 0.011 10001
START VALUE SET 239 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5717.386 107.310 - 19
2 -5693.072 100.642 24.315 19
3 -5687.094 101.557 5.977 10001
4 -5684.117 102.466 2.978 10001
5 -5717.233 1144.971 -33.117 190
6 -5716.474 1161.165 0.759 1583
7 -5719.538 1129.098 -3.064 62
8 -5719.501 1134.249 0.037 10001
9 -5719.533 1139.523 -0.032 10001
10 -5719.544 1141.600 -0.011 10001
11 -5707.404 1067.306 12.140 37
12 -5707.273 1068.299 0.131 3038
13 -5707.243 1068.479 0.030 10001
14 -5708.621 1056.379 -1.378 312
15 -5708.732 1055.144 -0.111 10001
START VALUE SET 240 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5445.311 321.393 - 4
2 -5443.833 219.216 1.478 4
3 -5458.564 130.847 -14.732 2
4 -5440.125 254.897 18.440 6
5 -5438.402 271.543 1.723 57
6 -5478.692 35144.487 -40.290 3
7 -5485.317 53.709 -6.625 2
8 -5498.574 61.942 -13.257 13
9 -5498.499 60.546 0.075 2741
10 -5439.831 302.947 58.668 18
11 -5437.663 346.921 2.168 12
12 -5437.666 347.016 -0.003 123
13 -5437.658 346.703 0.008 10001
14 -5437.655 346.522 0.003 10001
15 -5437.653 346.426 0.002 10001
START VALUE SET 241 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5497.598 451.591 - 10001
2 -5492.049 437.721 5.549 10001
3 -5488.890 427.786 3.159 10001
4 -5486.968 420.681 1.922 10001
5 -5485.655 415.475 1.313 10001
6 -5484.592 411.500 1.062 10001
7 -5483.875 408.451 0.717 10001
8 -5449.869 395.916 34.006 23
9 -5448.823 393.731 1.047 855
10 -5448.610 392.077 0.213 10001
11 -5448.459 390.711 0.151 10001
12 -5448.369 389.574 0.090 10001
13 -5451.936 413.805 -3.567 7
14 -5467.269 416.720 -15.332 4
15 -5469.990 416.084 -2.721 27
START VALUE SET 242 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5561.260 63.790 - 22
2 -5539.388 35.258 21.873 22
3 -5538.846 34.938 0.541 114
4 -5538.845 34.935 0.001 10001
5 -5538.845 34.931 0.000 10001
START VALUE SET 243 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5633.198 163.487 - 10001
2 -5622.941 158.171 10.257 10001
3 -5615.531 154.967 7.410 10001
4 -5610.430 153.139 5.101 10001
5 -5606.937 152.126 3.493 10001
6 -5604.513 151.561 2.425 10001
7 -5602.827 151.251 1.686 10001
8 -5589.394 171.237 13.433 43
9 -5588.412 171.652 0.982 4852
10 -5587.788 171.683 0.624 10001
11 -5675.273 258.304 -87.485 10
12 -5622.669 361.302 52.604 20
13 -5623.311 359.371 -0.642 1079
14 -5579.412 211.024 43.899 12
15 -5577.044 208.779 2.368 71
START VALUE SET 244 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5486.290 56.137 - 2
2 -5657.922 31.013 -171.632 2
3 -5715.468 27.517 -57.546 2
4 -5959.497 53.350 -244.029 2
5 -5807.126 13.010 152.370 3
6 -5748.294 12.737 58.832 5
7 -5723.296 14.244 24.998 3
8 -5764.196 3.752 -40.900 2
9 -5759.858 14.856 4.338 2
10 -5761.571 32.635 -1.713 2
11 -5753.961 5.609 7.611 2
12 -5754.163 8.658 -0.202 2
13 -5754.229 4.693 -0.066 2
14 -5754.403 6.920 -0.175 2
15 -5754.838 5.016 -0.435 2
START VALUE SET 245 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5407.705 14.315 - 6
2 -5404.847 6.417 2.858 6
3 -5492.305 82.716 -87.458 3
4 -5476.962 1.515 15.343 2
5 -5478.522 1.324 -1.560 31
6 -5479.616 0.911 -1.093 4
7 -5501.583 2.971 -21.967 2
8 -5506.129 4.037 -4.546 11
9 -5485.092 1.879 21.037 6
10 -5483.942 2.586 1.150 13
11 -5483.713 3.920 0.230 5
12 -5489.015 1.629 -5.303 2
13 -5483.495 3.834 5.521 6
14 -5483.294 3.883 0.201 74
15 -5483.292 3.884 0.002 10001
START VALUE SET 246 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5414.771 47.556 - 8
2 -5372.419 17.367 42.352 8
3 -5409.097 5.474 -36.678 3
4 -5409.503 5.280 -0.406 490
5 -5395.500 3.539 14.003 4
6 -5407.256 1.032 -11.756 2
7 -5408.749 2.677 -1.494 2
8 -5415.865 1.499 -7.116 2
9 -5416.620 3.207 -0.755 2
10 -5421.548 1.974 -4.928 2
11 -5422.557 3.654 -1.009 2
12 -5426.224 2.038 -3.667 2
13 -5425.769 2.345 0.455 3
14 -5429.661 2.032 -3.892 2
15 -5391.008 22.850 38.653 2
START VALUE SET 247 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5402.414 30.132 - 2
2 -5529.475 26.839 -127.060 2
3 -5658.932 78.153 -129.457 4
4 -5643.681 87.945 15.251 48
5 -5643.256 88.908 0.425 1917
6 -5643.173 89.386 0.083 10001
7 -5643.137 89.611 0.037 10001
8 -5643.025 89.688 0.112 10001
9 -5642.980 89.731 0.045 10001
10 -5642.960 89.752 0.020 10001
11 -5642.980 89.772 -0.020 10001
12 -5642.952 89.769 0.028 10001
13 -5642.932 89.765 0.020 10001
14 -5642.916 89.760 0.016 10001
15 -5642.904 89.755 0.013 10001
START VALUE SET 248 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5357.685 50.171 - 8
2 -5372.940 53.249 -15.255 8
3 -5467.563 111.101 -94.623 9
4 -5535.239 657.258 -67.677 23
5 -5454.475 26.462 80.765 2
6 -5465.956 6.258 -11.482 3
7 -5474.654 57.211 -8.698 2
8 -5483.350 189.497 -8.696 2
9 -5475.001 20.382 8.349 2
10 -5502.309 13.455 -27.308 3
11 -5993.387 245.424 -491.078 7
12 -5553.207 93.865 440.180 12
13 -5671.116 40.115 -117.909 2
14 -5572.910 29.106 98.207 5
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START VALUE SET 249 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5678.999 85.346 - 5
2 -5757.744 109.957 -78.745 5
3 -5989.513 86.980 -231.769 3
4 -5812.510 100.473 177.003 3
5 -5819.819 89.769 -7.310 5
6 -5883.879 18.928 -64.060 2
7 -5861.621 70.699 22.258 3
8 -6005.067 89.124 -143.446 2
9 -5866.293 60.694 138.774 3
10 -5830.258 54.889 36.035 2
11 -5835.777 62.905 -5.519 2
12 -5809.963 47.452 25.814 2
13 -5787.819 26.944 22.144 2
14 -5774.716 11.626 13.103 2
15 -5780.271 29.698 -5.555 7
START VALUE SET 250 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5547.538 50.323 - 2
2 -5799.154 228.472 -251.615 2
3 -5623.052 64.038 176.102 2
4 -5641.917 14.935 -18.865 2
5 -5642.972 18.775 -1.055 2
6 -5644.705 19.932 -1.734 2
7 -5645.899 27.718 -1.193 2
8 -5647.428 24.354 -1.530 2
9 -5651.399 14.176 -3.970 2
10 -5651.875 33.121 -0.476 2
11 -5654.612 16.206 -2.737 2
12 -5655.403 36.045 -0.791 2
13 -5657.557 21.281 -2.154 2
14 -5658.124 35.222 -0.567 2
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START VALUE SET 251 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5640.926 78.231 - 74
2 -5617.770 41.269 23.157 74
3 -5599.626 40.023 18.144 32
4 -5650.765 31.393 -51.139 2
5 -6348.177 123.830 -697.412 12
6 -5747.563 85.252 600.614 3
7 -5804.429 73.306 -56.867 2
8 -5775.894 27.186 28.535 2
9 -5721.099 15.059 54.794 2
10 -5740.909 62.520 -19.809 2
11 -5679.606 11.766 61.302 2
12 -5674.656 11.920 4.950 2
13 -5678.573 13.699 -3.916 2
14 -5700.026 24.150 -21.453 2
15 -5673.502 10.658 26.524 2
START VALUE SET 252 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5555.526 25.281 - 10
2 -5527.639 14.514 27.887 10
3 -5546.092 12.631 -18.454 31
4 -5565.195 12.488 -19.103 5
5 -5565.493 10.315 -0.298 5
6 -5554.666 25.258 10.827 9
7 -5546.845 5.487 7.820 3
8 -5546.261 3.462 0.585 2
9 -5546.405 9.906 -0.144 2
10 -5548.205 3.208 -1.801 2
11 -5544.194 3.361 4.012 2
12 -5544.139 12.139 0.054 8
13 -5544.300 3.554 -0.161 2
14 -5548.517 13.635 -4.217 2
15 -5556.931 4.965 -8.414 2
START VALUE SET 253 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5497.163 150.209 - 5
2 -5406.967 204.202 90.196 5
3 -5389.289 147.833 17.678 10
4 -5388.668 146.290 0.621 360
5 -5388.440 145.389 0.227 10001
6 -5388.281 144.655 0.160 10001
7 -5346.759 153.276 41.522 2
8 -5337.198 138.174 9.561 6
9 -5306.021 26.319 31.177 2
10 -5303.100 22.269 2.922 10
11 -5291.185 16.650 11.915 2
12 -5282.527 6.621 8.658 2
13 -5280.477 4.650 2.050 14
14 -5279.919 4.064 0.558 1138
15 -5279.737 3.703 0.181 10001
START VALUE SET 254 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5455.116 74.120 - 648
2 -5406.853 97.107 48.264 648
3 -5401.239 99.474 5.614 2535
4 -5400.339 101.359 0.900 10001
5 -5400.207 102.282 0.131 10001
6 -5400.196 102.710 0.012 10001
7 -5391.678 112.942 8.517 65
8 -5391.345 112.518 0.333 208
9 -5350.319 79.262 41.025 3
10 -5326.935 91.869 23.385 4
11 -5323.320 79.892 3.614 12
12 -5323.193 79.481 0.127 144
13 -5323.186 79.381 0.008 10001
14 -5359.765 50.659 -36.580 3
15 -5350.361 54.783 9.404 20
START VALUE SET 255 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5803.652 317.635 - 8
2 -5729.609 331.618 74.043 8
3 -5713.016 310.281 16.592 16
4 -5712.909 309.794 0.107 1088
5 -5712.844 309.703 0.066 10001
6 -5712.708 309.717 0.135 10001
7 -5712.682 309.654 0.027 10001
8 -5712.839 309.940 -0.157 10001
9 -5610.511 283.138 102.328 7
10 -5875.789 933.662 -265.278 2
11 -5389.994 28.420 485.795 2
12 -5395.098 18.947 -5.104 2
13 -5395.663 16.931 -0.565 2
14 -5410.030 11.035 -14.368 7
15 -5370.264 29.939 39.766 2
START VALUE SET 256 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5586.500 413.155 - 6
2 -5513.302 341.432 73.199 6
3 -5476.070 178.917 37.232 3
4 -5499.837 214.896 -23.767 5
5 -5390.920 46.262 108.917 2
6 -5377.461 65.727 13.459 2
7 -5388.433 79.696 -10.972 2
8 -5413.235 113.577 -24.802 2
9 -5365.421 9.317 47.814 4
10 -5337.008 65.039 28.413 2
11 -5321.838 10.948 15.170 2
12 -5311.137 10.999 10.701 2
13 -5304.497 50.676 6.639 2
14 -5296.615 20.018 7.882 2
15 -5727.623 407.051 -431.008 3
START VALUE SET 257 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5454.909 367.499 - 17
2 -5453.091 293.531 1.817 17
3 -5451.505 281.415 1.587 3568
4 -5886.817 863.509 -435.313 4
5 -5699.208 2264.233 187.609 45
6 -5681.381 106.860 17.826 2
7 -5779.838 205.655 -98.456 2
8 -5551.245 316.842 228.593 3
9 -5541.718 1036.574 9.527 25
10 -5509.878 682.485 31.840 4
11 -5505.604 676.965 4.274 27
12 -5505.303 675.103 0.301 719
13 -5505.281 674.784 0.022 10001
14 -5483.648 539.918 21.633 9
15 -5483.654 540.435 -0.006 10001
START VALUE SET 258 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5951.608 305.078 - 5
2 -5873.501 192.973 78.106 5
3 -5843.475 153.745 30.026 107
4 -5906.432 263.882 -62.957 7
5 -5889.878 234.163 16.554 18
6 -5889.292 244.902 0.586 788
7 -6106.113 547.904 -216.821 16
8 -5948.250 415.490 157.863 4
9 -5944.228 404.969 4.022 26
10 -5944.140 402.371 0.088 2451
11 -5944.128 401.227 0.011 10001
12 -5944.155 400.722 -0.026 10001
13 -5891.441 85.244 52.713 2
14 -5770.475 101.967 120.966 3
15 -5811.792 146.529 -41.316 8
START VALUE SET 259 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5426.964 89.835 - 35
2 -5388.923 123.450 38.040 35
3 -5372.897 98.327 16.026 17
4 -5370.207 96.262 2.690 73
5 -5370.119 95.970 0.088 7432
6 -5370.094 95.836 0.025 10001
7 -5370.066 95.762 0.028 10001
8 -5370.046 95.726 0.020 10001
9 -5370.021 95.704 0.025 10001
10 -5369.995 95.682 0.026 10001
11 -5369.966 95.662 0.028 10001
12 -5369.939 95.649 0.028 10001
13 -5369.908 95.630 0.030 10001
14 -5369.874 95.614 0.034 10001
15 -5369.834 95.591 0.040 10001
START VALUE SET 260 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5520.462 208.106 - 7
2 -5460.598 240.184 59.864 7
3 -5435.719 165.858 24.879 2
4 -5444.246 80.168 -8.527 2
5 -5445.525 93.793 -1.279 2
6 -5451.236 145.721 -5.711 2
7 -5452.621 54.905 -1.385 2
8 -5456.613 72.452 -3.992 2
9 -5455.643 51.919 0.970 2
10 -5459.839 46.499 -4.196 2
11 -5434.386 114.992 25.454 4
12 -5460.240 105.345 -25.855 3
13 -5480.976 50.283 -20.736 4
14 -5440.509 75.008 40.467 2
15 -5436.623 116.123 3.886 45
START VALUE SET 261 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5656.585 177.657 - 12
2 -5592.531 174.154 64.054 12
3 -5590.761 182.449 1.770 161
4 -5582.038 134.135 8.723 16
5 -5603.054 282.713 -21.016 8
6 -5600.954 285.978 2.100 147
7 -5600.901 285.813 0.053 10001
8 -5747.693 258.327 -146.792 4
9 NaN NA NA 3
START VALUE SET 262 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5558.173 200.758 - 160
2 -5553.420 198.156 4.753 160
3 -5578.443 283.901 -25.024 154
4 -5574.935 271.950 3.508 48
5 -5574.708 274.265 0.227 10001
6 -5510.479 149.136 64.229 5
7 -5481.930 101.040 28.548 4
8 -5462.774 87.913 19.156 4
9 -5459.135 92.029 3.639 12
10 -5458.262 90.240 0.873 596
11 -5457.888 89.142 0.373 10001
12 -5457.724 88.465 0.164 10001
13 -5457.650 88.035 0.075 10001
14 -5457.616 87.755 0.033 10001
15 -5457.601 87.569 0.016 10001
START VALUE SET 263 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5757.464 78.850 - 4
2 -6234.065 66.091 -476.601 4
3 NaN NA NA 2
START VALUE SET 264 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5485.688 74.964 - 2
2 -5521.190 22.910 -35.502 2
3 -5513.510 44.503 7.681 3
4 -5534.644 28.559 -21.134 2
5 -5526.542 18.375 8.102 5
6 -5508.259 14.414 18.283 2
7 -5502.985 22.709 5.275 3
8 -5500.106 20.854 2.879 4
9 -5500.992 21.352 -0.886 6
10 -5497.864 15.110 3.128 4
11 -5497.517 15.367 0.347 19
12 -5497.500 15.263 0.017 775
13 -5497.498 15.189 0.002 10001
14 -5497.497 15.142 0.001 10001
15 -5497.496 15.112 0.001 10001
START VALUE SET 265 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5690.704 116.146 - 197
2 -5681.594 113.764 9.110 197
3 -5687.720 137.378 -6.126 524
4 -5687.592 137.306 0.128 5688
5 -5675.850 129.593 11.742 33
6 -5672.608 134.003 3.243 41
7 -5672.601 134.022 0.007 10001
8 -5672.597 134.025 0.003 10001
9 -5672.589 134.023 0.008 10001
10 -5672.584 134.013 0.005 10001
11 -5672.569 133.982 0.015 10001
12 -5672.558 133.955 0.011 10001
13 -5672.551 133.932 0.007 10001
14 -5672.555 133.926 -0.004 10001
15 -5672.545 133.901 0.010 10001
START VALUE SET 266 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5496.464 33.839 - 10001
2 -5493.426 31.596 3.039 10001
3 -5491.898 34.883 1.527 10001
4 -5491.108 37.235 0.791 10001
5 -5490.690 38.941 0.418 10001
6 -5490.436 40.167 0.254 10001
7 -5505.428 47.197 -14.992 137
8 -5505.361 47.757 0.067 10001
9 -5505.348 48.191 0.012 10001
10 -5505.334 48.514 0.015 10001
11 -5505.168 49.090 0.166 10001
12 -5505.155 49.294 0.013 10001
13 -5505.172 49.411 -0.017 10001
14 -5587.414 328.610 -82.241 10
15 -5556.704 20.294 30.710 3
START VALUE SET 267 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5641.653 51.795 - 10001
2 -5641.398 35.377 0.255 10001
3 -5641.390 35.356 0.007 10001
4 -5641.392 35.346 -0.002 10001
5 -5643.028 34.034 -1.636 26
6 -5642.291 32.617 0.737 15
7 -5642.306 32.607 -0.015 2251
8 -5629.628 25.398 12.678 7
9 -5630.363 25.059 -0.734 112
10 -5703.643 19.919 -73.280 2
11 -5638.081 19.243 65.562 2
12 -5616.327 10.816 21.754 2
13 -5609.845 10.909 6.482 3
14 -5610.695 24.478 -0.850 2
15 -5609.199 33.843 1.496 7
START VALUE SET 268 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5444.191 30.853 - 192
2 -5442.087 24.331 2.104 192
3 -5451.625 29.028 -9.538 12
4 -5452.161 29.909 -0.536 89
5 -5488.527 25.079 -36.366 4
6 -5499.906 23.421 -11.379 305
7 -5481.438 25.587 18.468 13
8 -5475.105 28.709 6.333 6
9 -5481.121 30.165 -6.016 151
10 -5515.427 30.808 -34.306 15
11 -5516.748 31.942 -1.321 3146
12 -5516.666 32.652 0.083 10001
13 -5516.512 33.062 0.153 10001
14 -5516.667 33.289 -0.155 10001
15 -5516.924 33.385 -0.257 10001
START VALUE SET 269 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5469.581 109.228 - 10001
2 -5469.065 103.105 0.516 10001
3 -5462.862 136.572 6.203 4
4 -5464.720 160.570 -1.857 18
5 -5464.892 160.916 -0.173 271
6 -5464.937 161.160 -0.044 10001
7 -5465.044 161.263 -0.107 10001
8 -5465.055 161.291 -0.011 10001
9 -5465.033 161.753 0.022 10001
10 -5465.002 162.019 0.031 10001
11 -5465.012 162.053 -0.011 10001
12 -5465.117 162.636 -0.104 10001
13 -5465.173 162.726 -0.056 10001
14 -5465.192 162.743 -0.019 10001
15 -5465.217 162.762 -0.026 10001
START VALUE SET 270 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5438.510 26.330 - 6
2 -5427.426 17.132 11.084 6
3 -5425.252 13.673 2.174 14
4 -5429.545 14.013 -4.293 5
5 -5448.484 9.673 -18.939 2
6 -5446.241 53.075 2.243 81
7 -5443.301 53.185 2.941 19
8 -5451.721 25.098 -8.420 3
9 -5458.544 20.055 -6.823 82
10 -5451.741 52.116 6.802 3
11 -5456.608 56.121 -4.867 3
12 -5460.703 27.476 -4.095 6
13 -5463.862 56.290 -3.159 19
14 -5450.673 25.866 13.188 3
15 -5447.889 14.624 2.785 7
START VALUE SET 271 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5817.570 229.684 - 10001
2 -5814.144 227.209 3.426 10001
3 -5813.429 226.373 0.715 10001
4 -5813.217 226.059 0.212 10001
5 -5812.822 225.880 0.395 10001
6 -5812.623 225.808 0.199 10001
7 -5812.437 225.760 0.186 10001
8 -5812.265 225.727 0.172 10001
9 -5812.101 225.697 0.164 10001
10 -5811.942 225.670 0.159 10001
11 -5811.786 225.643 0.156 10001
12 -5811.633 225.616 0.153 10001
13 -5811.482 225.590 0.151 10001
14 -5811.333 225.563 0.149 10001
15 -5811.186 225.536 0.147 10001
START VALUE SET 272 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5542.391 56.325 - 9
2 -5518.886 68.742 23.506 9
3 -5514.273 23.074 4.613 2
4 -5529.821 81.965 -15.548 43
5 -5511.814 31.181 18.007 2
6 -5515.948 20.674 -4.133 3
7 -5519.337 23.823 -3.389 2
8 -5522.588 19.001 -3.252 2
9 -5525.017 26.935 -2.428 2
10 -5527.679 18.885 -2.662 2
11 -5529.671 25.211 -1.992 2
12 -5532.772 20.041 -3.101 2
13 -5533.734 25.585 -0.961 2
14 -5536.798 23.050 -3.064 2
15 -5536.310 26.515 0.488 2
START VALUE SET 273 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5425.099 72.284 - 4
2 -5434.809 74.109 -9.711 4
3 -5429.424 15.776 5.386 3
4 -5416.306 27.550 13.118 2
5 -5396.744 20.718 19.562 2
6 -5385.568 10.083 11.176 2
7 -5380.263 14.611 5.305 2
8 -5374.045 5.306 6.218 2
9 -5367.667 1.768 6.379 2
10 -5359.468 1.257 8.199 2
11 -5353.155 1.214 6.313 2
12 -5347.545 1.018 5.611 2
13 -5343.417 0.930 4.128 2
14 -5339.735 1.117 3.682 2
15 -5335.668 1.955 4.067 2
START VALUE SET 274 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5665.683 112.114 - 62
2 -5663.084 104.792 2.599 62
3 -5618.150 97.609 44.934 18
4 -5617.734 95.236 0.416 10001
5 -5617.615 94.288 0.120 10001
6 -5614.303 79.089 3.311 6
7 -5612.001 76.509 2.302 145
8 -5611.986 76.196 0.014 10001
9 -5611.983 76.051 0.003 10001
10 -5611.952 75.971 0.031 10001
11 -5611.944 75.935 0.007 10001
12 -5611.935 75.912 0.010 10001
13 -5611.923 75.892 0.012 10001
14 -5611.910 75.875 0.013 10001
15 -5611.896 75.858 0.014 10001
START VALUE SET 275 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5473.512 55.324 - 4
2 -5466.391 18.516 7.121 4
3 -5507.179 15.529 -40.788 2
4 -5470.374 20.379 36.805 3
5 -5474.160 13.962 -3.786 4
6 -5475.784 17.452 -1.624 19
7 -5475.610 17.579 0.174 2489
8 -5557.089 55.256 -81.479 2
9 -5508.356 42.203 48.733 4
10 -5505.261 50.848 3.094 16
11 -5498.873 45.677 6.389 56
12 -5498.866 45.664 0.007 10001
13 -5498.852 45.648 0.014 10001
14 -5498.846 45.646 0.006 10001
15 -5498.843 45.641 0.003 10001
START VALUE SET 276 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5549.980 35.434 - 17
2 -5514.493 32.925 35.487 17
3 -5513.062 33.555 1.430 142
4 -5512.989 33.694 0.074 9357
5 -5512.953 33.741 0.035 10001
6 -5512.890 33.716 0.064 10001
7 -5512.864 33.725 0.025 10001
8 -5512.836 33.712 0.029 10001
9 -5512.812 33.715 0.023 10001
10 -5512.791 33.702 0.021 10001
11 -5512.774 33.701 0.017 10001
12 -5512.760 33.694 0.014 10001
13 -5512.749 33.693 0.011 10001
14 -5512.742 33.689 0.007 10001
15 -5512.739 33.689 0.003 10001
START VALUE SET 277 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5464.359 51.916 - 10001
2 -5459.052 57.093 5.308 10001
3 -5458.015 59.491 1.037 10001
4 -5445.181 59.551 12.834 17
5 -5444.411 59.535 0.769 630
6 -5444.529 59.561 -0.118 10001
7 -5444.488 59.556 0.042 10001
8 -5444.437 59.553 0.050 10001
9 -5444.373 59.555 0.065 10001
10 -5444.265 59.562 0.108 10001
11 -5444.089 59.577 0.175 10001
12 -5443.849 59.597 0.241 10001
13 -5443.591 59.618 0.258 10001
14 -5443.355 59.636 0.236 10001
15 -5443.145 59.651 0.210 10001
START VALUE SET 278 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5557.982 353.168 - 2
2 -5569.025 127.302 -11.043 2
3 -5558.503 130.781 10.522 2
4 -5562.001 109.439 -3.498 2
5 -5559.941 115.485 2.060 2
6 -5569.124 165.868 -9.183 2
7 -5566.130 113.942 2.995 2
8 -5572.549 107.869 -6.420 2
9 -5564.587 111.425 7.962 2
10 -5565.504 138.452 -0.917 2
11 -5569.720 116.138 -4.216 2
12 -5574.309 126.227 -4.589 2
13 -5597.201 62.522 -22.892 2
14 -5744.629 186.255 -147.428 2
15 -5577.139 96.195 167.490 2
START VALUE SET 279 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5538.258 70.400 - 9
2 -5594.505 63.752 -56.247 9
3 -5594.719 52.837 -0.215 24
4 -5592.538 52.856 2.182 294
5 -5591.132 53.144 1.405 10001
6 -5590.009 53.470 1.124 10001
7 -5589.071 53.796 0.937 10001
8 -5588.279 54.110 0.792 10001
9 -5587.615 54.411 0.665 10001
10 -5587.047 54.656 0.567 10001
11 -5586.577 54.918 0.470 10001
12 -5594.988 55.262 -8.411 2
13 -6037.036 111.547 -442.048 2
14 -5627.077 39.396 409.959 3
15 -5616.147 39.979 10.930 5
START VALUE SET 280 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5547.870 29.679 - 5
2 -5500.010 17.636 47.860 5
3 -5493.694 23.731 6.317 7
4 -5483.406 8.574 10.288 2
5 -5491.026 19.829 -7.620 2
6 -5473.318 9.254 17.708 3
7 -5470.361 11.254 2.957 2
8 -5468.297 18.005 2.064 2
9 -5483.345 5.133 -15.047 3
10 -5422.493 77.353 60.852 3
11 -5471.432 21.726 -48.939 3
12 -5475.811 32.975 -4.379 5
13 -5468.969 28.625 6.842 6
14 -5463.397 41.512 5.572 3
15 -5462.990 42.317 0.407 61
START VALUE SET 281 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5464.525 32.917 - 8
2 -5454.110 31.736 10.415 8
3 -5457.204 18.696 -3.093 20
4 -5456.972 18.211 0.231 762
5 -5456.827 18.045 0.145 10001
6 -5456.732 17.911 0.095 10001
7 -5477.732 10.932 -21.000 2
8 -5463.458 14.157 14.274 4
9 -5463.044 15.142 0.414 13
10 -5464.920 14.584 -1.876 5
11 -5466.019 14.304 -1.099 36
12 -5464.783 14.257 1.236 37
13 -5483.821 14.451 -19.037 2
14 -5484.157 13.513 -0.336 24
15 -5507.639 16.138 -23.482 2
START VALUE SET 282 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5507.943 146.149 - 38
2 -5493.561 164.490 14.381 38
3 -5484.025 203.481 9.536 11
4 -5467.618 207.360 16.407 20
5 -5468.213 207.847 -0.595 162
6 -5468.129 208.353 0.084 10001
7 -5468.101 208.542 0.028 10001
8 -5468.071 208.583 0.030 10001
9 -5468.055 208.587 0.016 10001
10 -5468.036 208.576 0.019 10001
11 -5468.019 208.550 0.017 10001
12 -5468.004 208.533 0.015 10001
13 -5467.988 208.502 0.016 10001
14 -5467.973 208.480 0.015 10001
15 -5467.958 208.455 0.015 10001
START VALUE SET 283 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5703.717 265.157 - 967
2 -5699.306 228.069 4.410 967
3 -5691.924 201.695 7.382 60
4 -5690.658 185.957 1.266 10001
5 -5689.965 175.173 0.694 10001
6 -5697.206 163.037 -7.242 14
7 -5692.806 169.545 4.400 84
8 -5680.937 176.296 11.869 13
9 -5681.574 177.243 -0.637 10001
10 -5681.546 177.271 0.028 10001
11 -5655.765 193.683 25.782 6
12 -5650.984 217.661 4.781 25
13 -5650.740 217.848 0.244 396
14 -5650.725 217.546 0.015 10001
15 -5650.695 217.334 0.030 10001
START VALUE SET 284 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5466.815 150.444 - 5
2 -5463.666 135.044 3.148 5
3 -5478.833 143.085 -15.167 8
4 -5476.213 101.029 2.620 4
5 -5491.003 91.081 -14.789 2
6 -5481.190 108.471 9.812 4
7 -5479.451 99.792 1.739 4
8 -5482.035 82.640 -2.584 2
9 -5520.077 43.684 -38.043 2
10 -5473.390 117.629 46.687 2
11 -5468.469 137.097 4.921 6
12 -5490.853 61.792 -22.384 2
13 -5468.734 136.497 22.119 20
14 -5468.692 136.680 0.042 10001
15 -5468.689 136.690 0.004 10001
START VALUE SET 285 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5714.405 276.277 - 7
2 -5697.142 205.026 17.263 7
3 -5650.805 100.190 46.337 2
4 -5662.049 30.542 -11.244 2
5 -5629.706 35.481 32.343 2
6 -5632.954 35.923 -3.248 2
7 -5606.066 23.338 26.889 5
8 -5605.803 21.542 0.262 13
9 -5619.338 48.210 -13.535 4
10 -5605.424 22.499 13.913 2
11 -5600.826 15.569 4.598 2
12 -5618.772 23.599 -17.946 6
13 -5596.989 17.282 21.783 3
14 -5587.960 15.661 9.028 7
15 -5585.385 14.366 2.575 48
START VALUE SET 286 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5514.501 25.681 - 4
2 -5476.295 23.459 38.206 4
3 -5469.517 26.333 6.778 12
4 -5494.363 6.818 -24.846 2
5 -5477.441 8.662 16.922 2
6 -5481.327 12.526 -3.886 2
7 -5481.760 7.364 -0.432 2
8 -5485.597 11.009 -3.837 2
9 -5485.021 4.274 0.576 2
10 -5488.056 6.482 -3.035 2
11 -5487.419 2.307 0.637 2
12 -5489.778 4.765 -2.360 2
13 -5489.553 2.360 0.225 2
14 -5490.810 5.253 -1.256 2
15 -5489.153 2.806 1.657 2
START VALUE SET 287 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5645.535 71.755 - 2
2 -5661.142 59.109 -15.606 2
3 -5637.689 25.156 23.453 2
4 -5678.341 32.454 -40.652 2
5 -5620.227 20.497 58.114 2
6 -5616.988 19.472 3.240 3
7 -5613.224 17.349 3.763 5
8 -5621.005 13.186 -7.781 2
9 -5633.062 12.103 -12.056 2
10 -5829.695 15.175 -196.634 4
11 -5638.286 10.519 191.410 4
12 -5606.122 12.312 32.164 12
13 -5605.244 12.840 0.877 408
14 -5591.303 13.560 13.941 2
15 -5583.525 13.887 7.778 2
START VALUE SET 288 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5516.890 85.578 - 8
2 -5467.339 51.862 49.551 8
3 -5461.085 48.047 6.254 23
4 -5383.304 39.563 77.781 2
5 -5352.507 21.558 30.797 2
6 -5358.464 39.408 -5.957 2
7 -5354.099 12.317 4.365 2
8 -5365.254 27.243 -11.155 2
9 -5389.494 28.122 -24.240 2
10 -5423.315 14.476 -33.821 2
11 -5434.583 27.296 -11.268 2
12 -5428.773 13.242 5.810 2
13 -5426.476 43.908 2.297 2
14 -5429.493 5.888 -3.016 2
15 -5436.177 6.098 -6.685 2
START VALUE SET 289 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5440.033 19.417 - 10001
2 -5437.076 20.523 2.957 10001
3 -5436.602 20.957 0.474 10001
4 -5436.529 21.128 0.073 10001
5 -5434.008 23.338 2.521 28
6 -5434.012 23.373 -0.004 4095
7 -5434.020 23.388 -0.008 10001
8 -5434.063 23.416 -0.043 10001
9 -5434.065 23.417 -0.002 10001
10 -5434.066 23.417 -0.001 10001
11 -5434.067 23.416 -0.001 10001
12 -5434.068 23.415 -0.001 10001
13 -5434.069 23.413 -0.001 10001
14 -5434.071 23.412 -0.001 10001
15 -5434.072 23.410 -0.002 10001
START VALUE SET 290 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5547.818 29.161 - 5
2 -5560.819 14.970 -13.002 5
3 -5575.882 12.796 -15.062 2
4 -5573.683 13.901 2.199 6
5 -5576.234 23.251 -2.550 2
6 -5561.340 44.627 14.893 7
7 -5547.981 54.620 13.360 5
8 -5555.131 47.729 -7.150 4
9 -5556.043 48.187 -0.912 40
10 -5556.021 48.411 0.022 10001
11 -5556.013 48.566 0.008 10001
12 -5556.026 48.638 -0.013 10001
13 -5556.027 48.711 -0.001 10001
14 -5552.326 56.482 3.701 13
15 -5561.766 39.682 -9.440 2
START VALUE SET 291 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5486.857 42.318 - 10001
2 -5473.292 34.934 13.565 10001
3 -5472.498 34.852 0.794 10001
4 -5434.092 45.868 38.406 7
5 -5420.457 50.544 13.635 8
6 -5436.973 28.593 -16.516 2
7 -5437.697 37.278 -0.724 3
8 -5453.066 33.713 -15.368 2
9 -5423.285 42.862 29.781 3
10 -5412.168 28.810 11.117 3
11 -5429.159 45.273 -16.991 4
12 -5421.422 64.698 7.737 5
13 -5427.164 25.531 -5.742 2
14 -5427.395 36.490 -0.231 2
15 -5428.256 24.593 -0.861 2
START VALUE SET 292 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5922.419 150.777 - 2
2 -5752.214 51.907 170.205 2
3 -5726.313 41.134 25.900 4
4 -5719.341 39.065 6.972 45
5 -5716.819 37.506 2.522 10001
6 -5678.234 17.733 38.586 2
7 -5657.076 14.996 21.157 2
8 -5665.832 13.147 -8.756 2
9 -5665.266 13.047 0.566 2
10 -5665.527 13.605 -0.261 2
11 -5753.370 74.714 -87.843 2
12 -5661.542 11.172 91.828 2
13 -5659.972 10.515 1.569 2
14 -5659.925 9.816 0.047 2
15 -5660.902 10.446 -0.977 2
START VALUE SET 293 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5632.556 39.813 - 6
2 -5578.175 20.545 54.382 6
3 -5569.790 19.013 8.385 22
4 -5569.551 18.762 0.238 170
5 -5569.548 18.777 0.004 10001
6 -5572.608 21.141 -3.061 10001
7 -5560.344 19.651 12.264 5
8 -5556.550 14.328 3.794 4
9 -5558.707 14.101 -2.157 16
10 -5546.478 12.937 12.229 6
11 -5542.837 12.179 3.640 23
12 -5542.647 12.216 0.190 1120
13 -5538.280 9.740 4.368 3
14 -5537.896 9.067 0.384 15
15 -5540.086 9.891 -2.190 22
START VALUE SET 294 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5433.977 63.723 - 40
2 -5408.264 16.617 25.712 40
3 -5402.221 13.817 6.043 840
4 -5398.360 12.448 3.861 10001
5 -5395.927 11.844 2.432 10001
6 -5391.611 12.208 4.316 247
7 -5390.601 12.162 1.010 10001
8 -5389.938 12.219 0.663 10001
9 -5389.446 12.326 0.492 10001
10 -5388.991 12.415 0.454 10001
11 -5421.434 40.673 -32.443 3
12 -5458.034 4.658 -36.599 3
13 -5420.780 12.369 37.254 5
14 -5421.428 51.076 -0.648 3
15 -5420.919 46.215 0.509 8
START VALUE SET 295 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5701.842 121.435 - 30
2 -5711.807 110.498 -9.965 30
3 -5714.655 109.676 -2.848 171
4 -5714.653 109.647 0.001 10001
5 -5714.653 109.634 0.000 10001
START VALUE SET 296 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5473.842 420.337 - 3
2 -5452.667 222.345 21.175 3
3 -5454.753 128.392 -2.086 2
4 -5488.960 137.969 -34.207 2
5 -5461.101 130.384 27.858 3
6 -5472.916 141.838 -11.814 2
7 -5468.277 111.841 4.638 2
8 -5474.549 112.230 -6.271 2
9 -5462.588 116.905 11.961 2
10 -5475.919 128.736 -13.331 3
11 -5492.222 221.187 -16.303 7
12 -5457.455 109.491 34.767 2
13 -5460.990 80.436 -3.535 2
14 -5463.189 89.154 -2.199 2
15 -5467.378 70.737 -4.189 2
START VALUE SET 297 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5749.456 182.950 - 10001
2 -5719.897 164.520 29.559 10001
3 -5712.187 157.421 7.710 10001
4 -5710.007 154.424 2.180 10001
5 -5709.289 152.992 0.718 10001
6 -5708.860 152.196 0.429 10001
7 -5708.761 151.783 0.099 10001
8 -5708.700 151.524 0.061 10001
9 -5708.673 151.372 0.027 10001
10 -5708.653 151.273 0.020 10001
11 -5708.647 151.216 0.006 10001
12 -5708.657 151.192 -0.010 10001
13 -5708.636 151.155 0.020 10001
14 -5708.617 151.128 0.019 10001
15 -5708.599 151.105 0.018 10001
START VALUE SET 298 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5613.336 53.037 - 654
2 -5606.449 49.010 6.887 654
3 -5651.366 36.661 -44.917 3
4 -5784.627 92.263 -133.261 11
5 -5730.026 88.889 54.601 19
6 -5717.720 87.564 12.306 55
7 -5717.454 87.414 0.266 969
8 -5717.424 87.396 0.030 10001
9 -5717.383 87.373 0.041 10001
10 -5717.342 87.342 0.041 10001
11 -5717.268 87.292 0.075 10001
12 -5717.161 87.215 0.107 10001
13 -5717.022 87.120 0.139 10001
14 -5716.889 87.028 0.133 10001
15 -5716.766 86.940 0.123 10001
START VALUE SET 299 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5754.344 123.632 - 11
2 -5689.236 114.839 65.108 11
3 -5659.244 91.043 29.992 6
4 -5648.039 24.629 11.205 2
5 -6759.964 185.821 -1111.925 2
6 -6036.681 67.944 723.283 2
7 -5663.867 6.416 372.814 2
8 -5659.885 87.470 3.982 2
9 -5621.823 5.031 38.063 2
10 -5608.351 6.706 13.472 2
11 -5597.333 5.000 11.017 2
12 -5581.546 4.348 15.787 3
13 -5584.810 90.353 -3.264 2
14 -5574.483 3.211 10.327 2
15 -5572.657 2.797 1.826 2
START VALUE SET 300 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5551.554 25.357 - 7
2 -5523.310 14.727 28.244 7
3 -5515.683 13.872 7.626 23
4 -5545.331 18.790 -29.648 4
5 -5531.737 15.751 13.594 4
6 -5531.193 15.566 0.544 36
7 -5530.854 15.498 0.339 2578
8 -5530.674 15.451 0.181 10001
9 -5532.493 17.257 -1.819 39
10 -5515.303 15.403 17.190 2
11 -5506.371 14.701 8.933 2
12 -5495.284 13.204 11.086 2
13 -5479.638 10.991 15.646 2
14 -5466.685 8.990 12.954 4
15 -5464.443 8.736 2.242 22
START VALUE SET 301 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5638.303 190.809 - 10001
2 -5638.354 190.965 -0.051 10001
3 -5699.199 271.942 -60.846 5
4 -5756.440 3741.121 -57.241 119
5 -5753.344 3578.307 3.096 166
6 -5682.278 297.981 71.066 3
7 -5663.100 151.507 19.178 3
8 -5698.701 425.372 -35.600 4
9 -5697.333 411.106 1.368 2624
10 -5651.781 65.503 45.552 4
11 -5647.427 119.301 4.354 5
12 -5643.420 76.907 4.007 3
13 -5643.701 61.086 -0.281 2
14 -5647.480 34.508 -3.778 4
15 -5639.900 127.307 7.579 3
START VALUE SET 302 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5814.778 75.890 - 65
2 -5785.408 84.507 29.370 65
3 -5678.384 18.731 107.024 3
4 -5668.708 17.186 9.676 21
5 -5667.905 17.067 0.803 100
6 -5667.717 17.076 0.188 9059
7 -5667.648 17.083 0.070 10001
8 -5667.622 17.087 0.026 10001
9 -5664.792 18.327 2.830 307
10 -5664.776 18.334 0.017 10001
11 -5664.772 18.336 0.004 10001
12 -5664.771 18.337 0.001 10001
START VALUE SET 303 :
Iteration LL Max.Gradient LL.Change Step Size
1 -6505.822 3252.712 - 23
2 -6445.020 3080.072 60.802 23
3 -6602.054 3469.912 -157.034 57
4 -6715.326 3509.809 -113.272 45
5 -6545.434 3475.950 169.892 35
6 -6540.588 3469.833 4.846 1984
7 -6537.587 3464.700 3.000 10001
8 -6535.499 3461.022 2.089 10001
9 -6533.865 3458.514 1.634 10001
10 -6439.372 3667.688 94.493 11
11 -6336.392 3773.693 102.980 8
12 -6276.075 3983.656 60.317 5
13 -11889.657 2735.494 -5613.582 2
14 -11543.762 13204.317 345.895 16
15 -6661.663 1794.041 4882.099 3
START VALUE SET 304 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5456.305 375.310 - 4
2 -5477.208 291.219 -20.902 4
3 -5477.067 287.209 0.141 166
4 -5476.687 286.291 0.380 3776
5 -5476.323 285.444 0.364 10001
6 -5475.987 284.641 0.336 10001
7 -5475.678 283.886 0.309 10001
8 -5475.405 283.140 0.274 10001
9 -5580.104 356.255 -104.699 2
10 -5514.574 239.737 65.530 3
11 -5510.010 176.628 4.564 3
12 -5508.932 131.776 1.079 4
13 -5510.879 115.272 -1.947 2
14 -5508.439 131.015 2.440 4
15 -5508.059 129.307 0.380 11
START VALUE SET 305 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5494.166 47.769 - 6
2 -5455.982 45.848 38.184 6
3 -5448.599 40.774 7.382 12
4 -5446.775 33.557 1.824 4
5 -5455.188 24.800 -8.414 2
6 -5451.433 23.579 3.755 3
7 -5454.844 26.501 -3.411 2
8 -5452.733 22.067 2.112 2
9 -5452.824 21.094 -0.091 3
10 -5453.374 24.212 -0.549 2
11 -5453.048 16.425 0.326 2
12 -5453.210 20.613 -0.162 2
13 -5453.329 12.718 -0.119 2
14 -5453.419 17.649 -0.089 2
15 -5453.936 9.640 -0.517 2
START VALUE SET 306 :
Iteration LL Max.Gradient LL.Change Step Size
1 -6709.978 690.305 - 8
2 -6459.603 239.866 250.375 8
3 -6700.595 726.799 -240.991 139
4 -6705.412 836.681 -4.818 10001
5 -6703.964 838.356 1.448 10001
6 -6672.140 765.428 31.824 68
7 -6671.269 771.384 0.871 5073
8 -6509.855 361.298 161.414 4
9 -6480.209 303.062 29.646 45
10 -6476.619 312.274 3.589 2000
11 -6569.571 234.036 -92.952 3
12 -6658.754 325.338 -89.183 5
13 -6346.513 288.530 312.242 5
14 -6199.555 174.609 146.957 3
15 -6145.573 3653.349 53.983 3
START VALUE SET 307 :
Iteration LL Max.Gradient LL.Change Step Size
1 -6428.288 533.761 - 9
2 -6379.832 545.188 48.455 9
3 -6227.950 643.613 151.882 4
4 -6291.227 1535.026 -63.277 34
5 -6265.619 1017.958 25.608 13
6 -6265.884 1005.129 -0.265 383
7 -6265.590 994.893 0.294 10001
8 -6265.345 986.312 0.245 10001
9 -6265.230 979.277 0.115 10001
10 -6265.227 973.496 0.003 10001
11 -6228.755 1048.790 36.473 3
12 -6227.252 1063.564 1.503 47
13 -6291.054 731.701 -63.802 4
14 -6257.126 872.484 33.927 6
15 -6256.546 888.055 0.581 17
START VALUE SET 308 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5468.269 260.682 - 10001
2 -5465.279 269.586 2.990 10001
3 -5463.529 277.026 1.750 10001
4 -5462.511 283.094 1.018 10001
5 -5461.894 287.966 0.617 10001
6 -5461.500 291.826 0.394 10001
7 -5461.243 294.880 0.257 10001
8 -5461.061 297.280 0.182 10001
9 -5460.939 299.187 0.122 10001
10 -5460.830 300.651 0.109 10001
11 -5460.763 301.845 0.067 10001
12 -5460.682 302.724 0.081 10001
13 -5460.639 303.470 0.043 10001
14 -5460.585 304.017 0.054 10001
15 -5460.552 304.475 0.034 10001
START VALUE SET 309 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5664.361 61.698 - 10001
2 -5656.865 52.976 7.495 10001
3 -5655.894 50.440 0.971 10001
4 -5655.804 49.585 0.090 10001
5 -5655.845 49.274 -0.042 10001
6 -5655.896 49.158 -0.051 10001
7 -5655.944 49.115 -0.048 10001
8 -5655.991 49.100 -0.046 10001
9 -5656.036 49.095 -0.045 10001
10 -5656.080 49.095 -0.044 10001
11 -5656.123 49.096 -0.044 10001
12 -5656.167 49.098 -0.043 10001
13 -5656.210 49.100 -0.043 10001
14 -5656.252 49.103 -0.043 10001
15 -5656.295 49.105 -0.042 10001
START VALUE SET 310 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5899.117 492.401 - 2
2 -5761.822 235.922 137.295 2
3 -5741.803 160.209 20.019 2
4 -5731.522 111.644 10.281 2
5 -5729.240 64.587 2.282 2
6 -5728.814 79.463 0.426 2
7 -5729.129 67.929 -0.315 2
8 -5728.874 84.158 0.255 2
9 -5729.189 70.548 -0.315 2
10 -5729.203 87.239 -0.014 2
11 -5729.752 70.567 -0.550 2
12 -5730.263 90.259 -0.511 2
13 -5731.617 66.089 -1.354 2
14 -5733.891 90.291 -2.274 2
15 -5737.282 69.386 -3.390 2
START VALUE SET 311 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5600.591 266.030 - 9
2 -5729.010 353.273 -128.419 9
3 -5730.320 468.660 -1.310 3153
4 -5677.189 84.088 53.130 2
5 -5690.720 124.839 -13.530 2
6 -5680.734 171.908 9.986 2
7 -5675.645 90.442 5.090 2
8 -5686.436 176.576 -10.792 2
9 -5659.419 52.194 27.017 7
10 -5656.353 42.857 3.066 13
11 -5655.440 40.668 0.913 541
12 -5654.766 38.689 0.674 10001
13 -5654.226 37.130 0.540 10001
14 -5654.039 35.596 0.187 2
15 -5653.412 41.018 0.628 9
START VALUE SET 312 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5490.430 27.478 - 10
2 -5465.639 31.846 24.791 10
3 -5456.315 12.487 9.325 5
4 -5459.035 7.681 -2.720 2
5 -5470.685 3.267 -11.650 2
6 -5464.992 2.279 5.692 2
7 -5477.561 11.746 -12.569 2
8 -5472.765 46.898 4.796 14
9 -5457.353 4.941 15.412 2
10 -5458.807 16.100 -1.454 2
11 -5461.062 2.086 -2.255 2
12 -5463.078 23.637 -2.017 2
13 -5464.038 3.931 -0.959 2
14 -5465.186 3.808 -1.148 2
15 -5465.951 13.181 -0.764 2
START VALUE SET 313 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5501.377 201.271 - 13
2 -5690.232 963.425 -188.854 13
3 -5937.523 1608.655 -247.292 7
4 -5891.076 1338.171 46.448 15
5 -5508.193 120.250 382.883 2
6 -5419.973 32.984 88.221 2
7 -5402.354 19.590 17.619 3
8 -5412.175 168.514 -9.821 3
9 -5636.933 55.486 -224.758 3
10 -5385.120 25.503 251.813 2
11 -5373.141 29.031 11.979 17
12 -5372.599 29.673 0.542 583
13 -5372.564 29.794 0.035 10001
14 -5372.483 29.907 0.081 10001
15 -5372.475 29.915 0.008 10001
START VALUE SET 314 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5541.265 65.136 - 6
2 -5574.995 246.602 -33.730 6
3 -5594.619 413.063 -19.624 23
4 -5593.401 425.751 1.219 226
5 -5604.652 618.606 -11.252 13
6 -5611.510 449.016 -6.857 17
7 -5611.656 448.556 -0.147 304
8 -5625.274 432.430 -13.618 2
9 -5613.097 438.850 12.177 7
10 -5612.157 444.215 0.940 37
11 -5603.897 395.390 8.260 3
12 -5611.441 440.150 -7.545 17
13 -5611.940 441.928 -0.499 157
14 -5601.556 395.574 10.384 4
15 -5601.462 394.006 0.094 660
START VALUE SET 315 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5458.000 30.422 - 3
2 -5492.038 29.021 -34.038 3
3 -5528.722 19.531 -36.685 49
4 -5526.245 19.347 2.477 386
5 -5525.958 19.389 0.287 10001
6 -5525.900 19.407 0.058 10001
7 -5525.873 19.424 0.027 10001
8 -5525.858 19.423 0.015 10001
9 -5525.827 19.420 0.031 10001
10 -5525.618 19.396 0.209 10001
11 -5525.385 19.365 0.233 10001
12 -5525.263 19.349 0.122 10001
13 -5525.177 19.337 0.085 10001
14 -5525.103 19.326 0.075 10001
15 -5525.034 19.316 0.068 10001
START VALUE SET 316 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5479.986 106.623 - 46
2 -5473.215 103.550 6.771 46
3 -5473.178 103.388 0.037 10001
4 -5473.150 103.327 0.028 10001
5 -5473.096 103.292 0.054 10001
6 -5446.783 92.994 26.313 9
7 -5450.828 410.499 -4.045 6
8 -5429.925 316.206 20.903 11
9 -5425.757 304.308 4.168 55
10 -5425.665 303.880 0.091 10001
11 -5385.623 175.678 40.042 3
12 -5383.150 172.227 2.473 7
13 -5383.221 172.010 -0.071 167
14 -5383.206 172.016 0.015 10001
15 -5347.811 157.054 35.395 3
START VALUE SET 317 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5886.892 501.663 - 10001
2 -5881.447 484.671 5.445 10001
3 -5876.427 470.560 5.019 10001
4 -5910.479 450.775 -34.052 46
5 -5845.199 476.557 65.280 825
6 -5705.125 357.305 140.074 4
7 -5642.627 227.250 62.498 5
8 -5625.173 207.989 17.454 18
9 -5510.512 92.991 114.662 3
10 -5493.945 81.903 16.566 7
11 -5491.827 80.540 2.118 78
12 -5491.616 80.443 0.211 10001
13 -5491.525 80.389 0.091 10001
14 -5491.486 80.360 0.039 10001
15 -5491.457 80.337 0.029 10001
START VALUE SET 318 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5767.689 332.468 - 5
2 -5722.688 539.893 45.001 5
3 -5728.245 536.490 -5.557 4681
4 -5630.440 214.624 97.805 3
5 -5625.900 202.245 4.540 107
6 -5623.983 194.959 1.916 10001
7 -5622.973 189.747 1.010 10001
8 -5622.419 185.946 0.554 10001
9 -5622.100 183.124 0.319 10001
10 -5603.072 238.022 19.028 3
11 -5622.474 68.158 -19.402 2
12 -5637.884 1918.198 -15.411 2
13 -5724.380 281.599 -86.496 2
14 -6055.221 3131.783 -330.840 7
15 -5783.735 1525.903 271.486 3
START VALUE SET 319 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5523.894 255.510 - 5
2 -5513.283 144.322 10.611 5
3 -5530.900 68.401 -17.617 2
4 -5550.726 79.898 -19.826 5
5 -5524.257 83.395 26.469 3
6 -5536.646 91.956 -12.389 2
7 -5531.813 85.959 4.833 2
8 -5537.609 80.539 -5.796 2
9 -5688.254 56.225 -150.646 2
10 -5541.356 104.340 146.899 3
11 -5489.845 174.677 51.511 5
12 -11361.939 1978.434 -5872.094 2
13 -19415.121 124.022 -8053.182 2
14 -41101.360 140.857 -21686.239 2
15 -9111.150 265.532 31990.210 8
START VALUE SET 320 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5615.072 64.847 - 5
2 -5606.376 62.304 8.696 5
3 -5606.762 60.088 -0.386 11
4 -5610.567 48.591 -3.804 3
5 -5613.248 95.190 -2.681 6
6 -5612.808 96.775 0.440 5494
7 -5629.993 56.115 -17.186 2
8 -5624.519 122.318 5.475 13
9 -5623.752 120.631 0.766 62
10 -5623.721 120.502 0.031 1489
11 -5623.711 120.455 0.010 10001
12 -5652.334 719.222 -28.623 89
13 -5631.844 376.272 20.491 2
14 -5608.637 82.371 23.207 3
15 -5608.977 62.758 -0.340 2
START VALUE SET 321 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5505.650 180.191 - 12
2 -5485.820 165.258 19.830 12
3 -5487.015 135.081 -1.195 3
4 -5488.592 149.316 -1.577 14
5 -5487.873 141.226 0.719 19
6 -5487.807 141.142 0.065 2152
7 -5487.780 141.225 0.028 10001
8 -5487.764 141.287 0.016 10001
9 -5487.755 141.336 0.009 10001
10 -5487.749 141.354 0.006 10001
11 -5487.745 141.368 0.004 10001
12 -5487.743 141.367 0.003 10001
13 -5487.740 141.354 0.003 10001
14 -5487.736 141.311 0.004 10001
15 -5487.727 141.153 0.010 10001
START VALUE SET 322 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5801.120 311.500 - 124
2 -5796.824 306.213 4.296 124
3 -5796.473 305.396 0.351 10001
4 -6754.166 369.314 -957.694 15
5 -6189.354 215.784 564.812 3
6 -5931.511 99.901 257.843 7
7 -5888.433 103.072 43.079 127
8 -5886.076 102.653 2.357 1656
9 -5885.724 102.867 0.352 10001
10 -5886.928 103.130 -1.204 10001
11 -5886.898 103.201 0.030 10001
12 -5886.867 103.225 0.030 10001
13 -5886.838 103.232 0.029 10001
14 -5886.807 103.233 0.031 10001
15 -5886.771 103.233 0.036 10001
START VALUE SET 323 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5612.712 100.398 - 18
2 -5614.477 107.646 -1.765 18
3 -5613.549 106.715 0.928 1022
4 -5613.252 106.394 0.297 10001
5 -5613.116 106.258 0.136 10001
6 -5721.570 90.364 -108.455 3
7 -5650.770 84.419 70.800 4
8 -5635.887 90.536 14.884 5
9 -5635.077 90.502 0.809 166
10 -5634.901 90.387 0.176 10001
11 -5634.809 90.326 0.093 10001
12 -5634.760 90.290 0.049 10001
13 -5634.734 90.268 0.026 10001
14 -5635.857 77.455 -1.123 4
15 -5636.243 96.676 -0.386 2
START VALUE SET 324 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5438.934 177.936 - 127
2 -5418.412 192.833 20.522 127
3 -5418.502 194.948 -0.091 6445
4 -5418.498 196.338 0.004 10001
5 -5389.969 175.364 28.529 14
6 -5389.909 174.109 0.059 3855
7 -5389.768 173.651 0.141 10001
8 -5389.735 173.400 0.033 10001
9 -5504.301 328.422 -114.566 16
10 -5410.723 277.540 93.578 9
11 -5390.760 274.119 19.963 30
12 -5389.821 272.905 0.939 206
13 -5389.802 272.634 0.020 10001
14 -5389.795 272.504 0.007 10001
15 -5389.765 272.357 0.030 10001
START VALUE SET 325 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5658.383 54.408 - 10
2 -5784.555 65.802 -126.172 10
3 -5766.611 42.776 17.943 31
4 -5765.471 41.255 1.141 844
5 -5765.217 40.740 0.253 10001
6 -5765.171 40.537 0.047 10001
7 -5765.162 40.449 0.009 10001
8 -5765.160 40.412 0.002 10001
9 -5765.167 40.386 -0.007 10001
10 -5750.736 58.972 14.431 11
11 -5691.186 68.231 59.550 6
12 -5689.354 72.559 1.832 149
13 -5689.331 72.575 0.023 10001
14 -5689.320 72.581 0.012 10001
15 -5689.288 72.576 0.032 10001
START VALUE SET 326 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5380.424 47.728 - 2
2 -5730.678 11.666 -350.253 2
3 -5446.170 11.798 284.508 5
4 -5381.138 26.590 65.032 4
5 -5493.953 18.277 -112.815 2
6 -5462.436 10.430 31.517 3
7 -5456.799 31.587 5.637 4
8 -5465.130 1.666 -8.331 3
9 -5473.885 6.011 -8.754 3
10 -5481.787 3.953 -7.902 3
11 -5609.572 190.939 -127.785 3
12 -5563.678 167.627 45.895 7
13 -5500.284 47.619 63.394 4
14 -5507.969 14.641 -7.686 3
15 -5508.631 31.392 -0.661 3
START VALUE SET 327 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5550.407 129.150 - 10001
2 -5534.430 126.804 15.978 10001
3 -5528.473 122.373 5.957 10001
4 -5547.517 142.935 -19.044 91
5 -5550.137 140.934 -2.620 10001
6 -5549.454 139.850 0.682 10001
7 -5549.126 139.006 0.329 10001
8 -5548.960 138.362 0.166 10001
9 -5548.874 137.887 0.086 10001
10 -5548.815 137.531 0.058 10001
11 -5548.782 137.256 0.034 10001
12 -5548.763 137.041 0.019 10001
13 -5548.746 136.873 0.016 10001
14 -5548.733 136.754 0.014 10001
15 -5548.723 136.679 0.009 10001
START VALUE SET 328 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5574.648 180.972 - 8
2 -5590.354 103.402 -15.706 8
3 -5567.181 89.859 23.173 2
4 -5555.259 56.227 11.922 2
5 -5558.029 50.469 -2.770 5
6 -5567.475 16.029 -9.446 2
7 -5552.659 54.976 14.817 2
8 -5551.066 43.672 1.592 2
9 -5552.445 43.595 -1.379 2
10 -5552.380 46.191 0.065 2
11 -5553.429 45.002 -1.049 2
12 -5552.483 41.214 0.946 2
13 -5552.142 36.103 0.341 2
14 -5552.062 36.843 0.080 2
15 -5552.004 39.392 0.058 2
START VALUE SET 329 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5612.272 71.998 - 13
2 -5585.358 44.965 26.914 13
3 -5578.869 33.610 6.489 534
4 -5576.066 26.797 2.803 10001
5 -5570.843 19.045 5.223 22
6 -5596.765 9.137 -25.922 12
7 -5577.202 13.212 19.562 5
8 -5602.455 9.102 -25.253 2
9 -5575.361 14.576 27.095 17
10 -5574.079 13.829 1.281 352
11 -5573.941 13.044 0.138 10001
12 -5573.852 12.471 0.089 10001
13 -5573.802 12.045 0.050 10001
14 -5573.775 11.725 0.026 10001
15 -5573.761 11.485 0.014 10001
START VALUE SET 330 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5639.578 24.989 - 13
2 -5604.452 30.870 35.126 13
3 -5604.699 32.833 -0.247 57
4 -5603.765 34.537 0.934 10001
5 -5603.343 35.898 0.422 10001
6 -5603.176 36.902 0.168 10001
7 -5603.110 37.610 0.065 10001
8 -5603.082 38.096 0.028 10001
9 -5603.070 38.430 0.012 10001
10 -5603.066 38.657 0.004 10001
11 -5603.062 38.803 0.004 10001
12 -5603.056 38.908 0.007 10001
13 -5616.550 107.768 -13.494 4
14 -5622.515 48.607 -5.965 3
15 -5621.504 38.663 1.011 4
START VALUE SET 331 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5386.481 17.324 - 6
2 -5399.611 5.058 -13.130 6
3 -5412.477 4.825 -12.867 3
4 -5405.842 4.814 6.636 4
5 -5407.099 4.848 -1.257 18
6 -5423.516 4.942 -16.417 3
7 -5413.865 4.699 9.651 4
8 -5415.267 4.319 -1.402 5
9 -5415.194 4.286 0.074 75
10 -5414.964 4.303 0.230 10001
11 -5414.820 4.317 0.144 10001
12 -5414.731 4.328 0.089 10001
13 -5414.676 4.337 0.055 10001
14 -5414.641 4.344 0.035 10001
15 -5414.619 4.349 0.022 10001
START VALUE SET 332 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5491.362 20.281 - 45
2 -5491.194 17.043 0.168 45
3 -5540.419 27.075 -49.226 14
4 -5540.358 30.546 0.061 346
5 -5540.290 31.583 0.068 10001
6 -5540.234 32.509 0.056 10001
7 -5540.187 33.393 0.047 10001
8 -5540.149 34.197 0.038 10001
9 -5540.118 34.936 0.031 10001
10 -5540.531 32.372 -0.413 6
11 -5540.512 32.902 0.019 4550
12 -5540.493 33.457 0.019 10001
13 -5540.477 33.960 0.016 10001
14 -5666.293 58.521 -125.815 2
15 -5648.978 128.200 17.315 5
START VALUE SET 333 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5554.459 49.248 - 27
2 -5541.598 45.483 12.861 27
3 -5537.968 44.232 3.631 544
4 -5536.291 43.579 1.677 10001
5 -5535.297 43.148 0.994 10001
6 -5534.693 42.853 0.604 10001
7 -5534.293 42.637 0.400 10001
8 -5534.051 42.484 0.242 10001
9 -5533.886 42.365 0.165 10001
10 -5533.780 42.276 0.106 10001
11 -5533.711 42.208 0.069 10001
12 -5533.666 42.154 0.045 10001
13 -5540.320 63.910 -6.655 5
14 -5543.377 31.770 -3.057 5
15 -5551.143 46.840 -7.766 4
START VALUE SET 334 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5659.483 803.718 - 10001
2 -5657.609 798.104 1.874 10001
3 -5655.912 792.994 1.697 10001
4 -5654.392 788.403 1.520 10001
5 -5653.040 784.295 1.352 10001
6 -5651.785 780.510 1.255 10001
7 -5650.699 777.216 1.086 10001
8 -5682.994 947.645 -32.295 139
9 -5682.569 950.150 0.425 3049
10 -5671.594 941.176 10.975 23
11 -5667.288 923.251 4.306 316
12 -5666.763 918.736 0.525 10001
13 -5666.486 915.858 0.278 10001
14 -5671.646 861.234 -5.161 25
15 -5666.362 911.549 5.285 547
START VALUE SET 335 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5474.328 33.129 - 10
2 -5464.862 18.765 9.466 10
3 -5464.506 21.332 0.356 135
4 -5464.268 23.176 0.238 10001
5 -5464.181 24.314 0.087 10001
6 -5464.152 25.011 0.030 10001
7 -5466.204 33.306 -2.052 2
8 -5467.171 33.315 -0.967 37
9 -5467.004 31.144 0.167 8
10 -5475.595 37.174 -8.591 2
11 -5477.433 34.224 -1.838 74
12 -5468.198 23.346 9.235 4
13 -5468.046 21.912 0.152 24
14 -5468.081 21.279 -0.034 26
15 -5469.990 20.846 -1.910 2
START VALUE SET 336 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5862.193 564.800 - 3
2 -5792.183 401.059 70.010 3
3 -5704.186 209.143 87.997 2
4 -5692.067 128.391 12.119 2
5 -5696.683 171.790 -4.616 2
6 -5733.457 596.489 -36.774 5
7 -5702.442 126.572 31.016 2
8 -5690.736 204.436 11.706 2
9 -5839.637 453.198 -148.901 2
10 -5689.331 208.469 150.305 2
11 -5687.800 199.780 1.531 2
12 -5686.194 203.742 1.606 2
13 -5702.281 172.333 -16.087 2
14 -5685.563 190.455 16.719 2
15 -5686.928 220.199 -1.365 2
START VALUE SET 337 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5385.824 17.723 - 16
2 -5403.008 9.773 -17.184 16
3 -5402.991 8.525 0.016 10001
4 -5403.361 8.096 -0.370 10001
5 -5403.310 8.109 0.051 10001
6 -5405.642 8.140 -2.332 10001
7 -5370.503 11.232 35.139 12
8 -5492.226 97.383 -121.723 8
9 -5423.337 16.916 68.890 5
10 -5419.539 13.709 3.798 20
11 -5419.507 13.619 0.032 2645
12 -5419.506 13.578 0.002 10001
13 -5419.501 13.556 0.005 10001
14 -5419.487 13.542 0.014 10001
15 -5419.474 13.535 0.013 10001
START VALUE SET 338 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5386.512 29.789 - 8
2 -5379.527 16.653 6.985 8
3 -5380.779 17.093 -1.252 37
4 -5380.145 16.969 0.633 6882
5 -5379.715 16.875 0.430 10001
6 -5498.385 35.708 -118.670 3
7 -5399.983 16.962 98.402 5
8 -5397.568 16.755 2.415 55
9 -5397.336 16.684 0.232 562
10 -5370.733 18.983 26.603 3
11 -5361.871 41.064 8.863 3
12 -5391.306 4.515 -29.436 2
13 -5346.018 35.366 45.288 4
14 -5342.500 91.653 3.519 59
15 -5341.480 93.614 1.020 207
START VALUE SET 339 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5592.436 261.081 - 8
2 -5588.286 218.958 4.150 8
3 -5578.298 190.850 9.987 7
4 -5574.089 172.253 4.209 5
5 -5577.735 111.250 -3.646 2
6 -5579.387 116.896 -1.652 2
7 -5580.630 104.538 -1.243 2
8 -5581.700 102.623 -1.071 2
9 -5582.487 99.447 -0.787 2
10 -5583.148 95.218 -0.661 2
11 -5583.116 94.275 0.032 4
12 -5583.115 94.446 0.001 25
START VALUE SET 340 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5481.283 50.356 - 11
2 -5453.122 41.450 28.161 11
3 -5452.560 38.655 0.561 29
4 -5455.930 20.089 -3.370 6
5 -5466.577 16.912 -10.647 3
6 -5449.742 14.045 16.835 5
7 -5443.631 20.494 6.111 5
8 -5489.183 26.689 -45.552 8
9 -5443.320 11.109 45.864 4
10 -5497.159 29.193 -53.839 53
11 -5496.033 29.157 1.125 2731
12 -5495.283 29.003 0.750 10001
13 -5494.897 28.865 0.386 10001
14 -5494.702 28.752 0.195 10001
15 -5494.599 28.667 0.102 10001
START VALUE SET 341 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5472.574 28.128 - 29
2 -5453.783 40.257 18.791 29
3 -5457.673 30.202 -3.889 5
4 -5468.470 2.320 -10.797 2
5 -5474.007 10.850 -5.537 2
6 -5475.733 1.198 -1.725 2
7 -5479.858 19.711 -4.125 2
8 -5483.166 1.179 -3.308 2
9 -5485.866 4.479 -2.700 2
10 -5488.096 1.227 -2.230 2
11 -5490.304 1.143 -2.208 2
12 -5492.134 1.185 -1.830 2
13 -5493.956 0.824 -1.821 2
14 -5495.495 1.138 -1.539 2
15 -5497.032 0.810 -1.537 2
START VALUE SET 342 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5664.362 27.439 - 3
2 -5606.788 18.912 57.574 3
3 -5686.960 14.870 -80.172 2
4 -5585.837 7.995 101.124 2
5 -5579.298 6.704 6.538 2
6 -5583.603 5.993 -4.305 2
7 -5573.496 13.234 10.107 27
8 -5572.695 19.708 0.801 134
9 -5564.743 9.999 7.952 2
10 -5578.145 7.551 -13.402 2
11 -5590.411 4.899 -12.266 2
12 -5891.696 9.181 -301.284 2
13 -5627.153 9.748 264.542 5
14 -5642.826 4.612 -15.673 2
15 -5578.337 7.218 64.490 2
START VALUE SET 343 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5480.556 109.312 - 176
2 -5473.160 106.018 7.396 176
3 -5516.506 85.759 -43.346 20
4 -5508.881 93.199 7.625 7
5 -5710.019 80.224 -201.138 3
6 -6128.923 207.099 -418.904 12
7 -5658.492 71.089 470.431 3
8 -5502.284 60.325 156.208 4
9 -5504.233 90.175 -1.949 2
10 -5585.825 37.478 -81.592 2
11 -5569.322 57.462 16.503 2
12 -5601.282 33.679 -31.960 2
13 -5632.089 66.500 -30.807 2
14 -5789.375 127.576 -157.286 10
15 -5494.007 64.567 295.369 2
START VALUE SET 344 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5761.480 1734.192 - 10001
2 -5760.386 1737.695 1.094 10001
3 -5759.989 1740.293 0.398 10001
4 -6050.252 2441.498 -290.263 2
5 -5941.625 2354.066 108.627 8
6 -5926.723 2206.917 14.902 18
7 -5926.659 2205.252 0.064 3885
8 -5926.626 2204.423 0.032 10001
9 -5926.557 2203.501 0.069 10001
10 -5926.541 2203.109 0.016 10001
11 -5926.527 2202.825 0.014 10001
12 -5926.510 2202.558 0.018 10001
13 -5926.496 2202.352 0.014 10001
14 -5926.485 2202.176 0.011 10001
15 -5926.475 2201.999 0.010 10001
START VALUE SET 345 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5564.279 55.540 - 9
2 -5547.125 50.362 17.154 9
3 -5543.728 47.297 3.397 24
4 -5543.505 46.605 0.223 56
5 -5549.317 49.466 -5.812 9
6 -5587.597 63.998 -38.280 3
7 -5558.060 54.918 29.537 6
8 -5558.219 52.238 -0.159 25
9 -5557.976 50.220 0.243 13
10 -5574.895 61.624 -16.919 2
11 -5563.526 42.353 11.369 4
12 -5563.535 44.134 -0.009 15
13 -5563.615 44.428 -0.080 83
14 -5590.973 170.610 -27.358 2
15 -5673.534 995.756 -82.561 29
START VALUE SET 346 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5617.378 29.969 - 40
2 -5681.913 66.888 -64.535 40
3 -5682.748 22.309 -0.834 6
4 -5714.281 19.348 -31.533 7
5 -5799.939 7.454 -85.658 2
6 -5719.841 17.782 80.097 7
7 -5714.253 23.441 5.588 116
8 -5714.190 23.375 0.063 3169
9 -5714.180 23.353 0.010 10001
10 -5714.172 23.347 0.007 10001
11 -5714.169 23.347 0.003 10001
12 -5702.851 10.971 11.319 4
13 -5714.315 23.114 -11.464 19
14 -5714.411 23.074 -0.096 1806
15 -5703.629 9.117 10.782 3
START VALUE SET 347 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5531.285 371.914 - 10001
2 -5531.661 372.319 -0.376 10001
3 -5531.257 372.550 0.403 10001
4 -5530.486 372.618 0.772 10001
5 -5530.316 372.677 0.169 10001
6 -5530.170 372.679 0.147 10001
7 -5530.060 372.662 0.110 10001
8 -5529.978 372.635 0.082 10001
9 -5529.916 372.603 0.062 10001
10 -5529.868 372.570 0.048 10001
11 -5529.830 372.535 0.038 10001
12 -5529.799 372.501 0.031 10001
13 -5529.773 372.465 0.026 10001
14 -5529.750 372.430 0.023 10001
15 -5529.729 372.393 0.021 10001
START VALUE SET 348 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5749.866 63.186 - 10001
2 -5747.392 57.271 2.474 10001
3 -5746.147 53.191 1.246 10001
4 -5745.537 50.316 0.609 10001
5 -5745.290 48.253 0.248 10001
6 -5745.148 46.757 0.141 10001
7 -5778.743 87.873 -33.595 41
8 -5688.801 35.766 89.942 3
9 -5685.785 38.326 3.016 30
10 -5685.578 39.642 0.207 6008
11 -5685.612 40.248 -0.034 10001
12 -5654.750 35.186 30.862 33
13 -5652.939 34.601 1.811 33
14 -5649.862 35.730 3.077 16
15 -5597.747 43.136 52.115 4
START VALUE SET 349 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5692.311 105.921 - 6
2 -5632.441 99.916 59.870 6
3 -5623.117 134.572 9.324 19
4 -5621.547 134.561 1.570 118
5 -5497.773 17.274 123.774 2
6 -5494.610 18.348 3.163 3
7 -5495.413 13.547 -0.803 7
8 -5495.724 15.110 -0.311 74
9 -5495.739 15.101 -0.015 1255
10 -5474.158 27.191 21.581 3
11 -5458.106 29.302 16.052 2
12 -5436.014 43.823 22.092 2
13 -5426.246 62.353 9.769 3
14 -5418.977 58.719 7.268 2
15 -5412.192 62.734 6.785 2
START VALUE SET 350 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5481.840 64.879 - 5
2 -5475.766 56.750 6.073 5
3 -5478.964 51.572 -3.198 302
4 -5478.955 50.601 0.009 439
5 -5478.899 49.800 0.056 10001
6 -5478.878 49.163 0.020 10001
7 -5479.330 26.550 -0.452 4
8 -5512.002 26.407 -32.672 2
9 -5477.423 27.047 34.579 11
10 -5477.336 27.440 0.087 4188
11 -5477.299 27.762 0.037 10001
12 -5477.254 28.041 0.045 10001
13 -5477.220 28.274 0.034 10001
14 -5477.200 28.464 0.021 10001
15 -5477.186 28.620 0.013 10001
START VALUE SET 351 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5471.616 82.430 - 21
2 -5464.891 80.462 6.725 21
3 -5463.812 82.155 1.079 258
4 -5458.218 102.572 5.594 10
5 -5458.181 102.563 0.037 86
6 -5458.196 103.235 -0.015 853
7 -5464.227 105.130 -6.031 18
8 -5466.234 100.401 -2.007 15
9 -5466.339 100.181 -0.105 988
10 -5466.698 99.334 -0.358 10001
11 -5466.635 99.509 0.062 10001
12 -5466.611 99.572 0.024 10001
13 -5466.585 99.628 0.026 10001
14 -5466.547 99.706 0.038 10001
15 -5466.499 99.796 0.047 10001
START VALUE SET 352 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5398.330 17.754 - 9
2 -5392.618 6.082 5.712 9
3 -5392.987 6.051 -0.369 58
4 -5412.700 3.442 -19.713 2
5 -5419.281 2.513 -6.581 16
6 -5418.912 3.076 0.369 10001
7 -5418.853 3.268 0.059 10001
8 -5418.837 3.329 0.016 10001
9 -5418.837 3.346 0.000 10001
START VALUE SET 353 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5506.119 34.723 - 4
2 -5563.105 20.397 -56.986 4
3 -5541.362 10.368 21.743 6
4 -5531.155 33.098 10.207 9
5 -5553.237 16.698 -22.082 2
6 -5541.686 19.179 11.551 3
7 -5537.289 30.086 4.397 16
8 -5538.792 31.716 -1.503 24
9 -5483.600 20.605 55.192 3
10 -5468.720 32.925 14.879 9
11 -5548.095 34.764 -79.374 2
12 -5456.132 24.179 91.962 2
13 -5474.127 23.499 -17.995 2
14 -5474.837 37.442 -0.710 2
15 -5496.411 51.759 -21.573 2
START VALUE SET 354 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5443.617 56.588 - 3
2 -5449.133 39.165 -5.516 3
3 -5445.360 51.564 3.773 3
4 -5448.446 43.417 -3.086 2
5 -5453.318 38.277 -4.873 2
6 -5471.979 18.121 -18.660 2
7 -5443.623 58.545 28.356 26
8 -5454.857 42.454 -11.234 10
9 -5448.994 34.944 5.863 6
10 -5523.499 8.838 -74.505 2
11 -5467.620 28.377 55.878 10
12 -5441.575 54.845 26.046 3
13 -5433.682 97.612 7.892 10
14 -5432.686 91.043 0.996 211
15 -5432.238 91.682 0.449 44
START VALUE SET 355 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5677.917 234.631 - 11
2 -5661.961 224.145 15.956 11
3 -5654.508 229.038 7.453 440
4 -5651.011 231.981 3.497 10001
5 -5649.228 233.628 1.783 10001
6 -5648.224 234.481 1.004 10001
7 -5666.390 239.477 -18.166 181
8 -5666.366 239.434 0.024 2206
9 -5666.336 239.300 0.031 10001
10 -5666.316 239.196 0.019 10001
11 -5666.176 239.430 0.141 20
12 -5666.148 239.393 0.028 122
13 -5666.141 239.343 0.007 10001
14 -5666.134 239.306 0.007 10001
15 -5665.098 240.575 1.035 26
START VALUE SET 356 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5417.371 18.878 - 3
2 -5382.223 16.740 35.148 3
3 -5387.416 4.499 -5.192 3
4 -5387.238 4.257 0.178 4
5 -5391.554 8.399 -4.316 2
6 -5388.609 5.110 2.945 3
7 -5387.890 5.202 0.718 9
8 -5388.898 6.140 -1.008 4
9 -5388.725 5.199 0.173 135
10 -5388.682 4.722 0.043 10001
11 -5389.046 3.689 -0.365 2
12 -5392.144 3.513 -3.097 2
13 -5392.441 4.369 -0.298 2
14 -5394.716 3.322 -2.274 2
15 -5395.618 4.493 -0.902 2
START VALUE SET 357 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5576.035 57.734 - 20
2 -5547.443 54.679 28.591 20
3 -5545.738 54.162 1.705 403
4 -5545.605 54.058 0.134 10001
5 -5545.572 54.025 0.033 10001
6 -5545.508 54.010 0.064 10001
7 -5545.463 54.001 0.044 10001
8 -5545.420 53.994 0.043 10001
9 -5545.379 53.988 0.041 10001
10 -5545.338 53.982 0.041 10001
11 -5545.298 53.977 0.041 10001
12 -5545.257 53.972 0.041 10001
13 -5545.217 53.966 0.040 10001
14 -5545.176 53.960 0.040 10001
15 -5545.136 53.955 0.040 10001
START VALUE SET 358 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5363.658 45.358 - 4
2 -5393.719 103.149 -30.061 4
3 -5391.855 102.883 1.864 51
4 -5398.685 7.838 -6.830 4
5 -5404.983 4.521 -6.298 7
6 -5405.005 4.849 -0.022 63
7 -5426.615 21.460 -21.610 3
8 -5432.054 14.305 -5.438 8
9 -5431.914 14.599 0.140 64
10 -5431.514 14.748 0.400 10001
11 -5431.345 14.865 0.169 10001
12 -5409.017 12.597 22.328 12
13 -5408.852 12.606 0.164 4522
14 -5432.750 14.483 -23.897 25
15 -5401.555 11.774 31.195 35
START VALUE SET 359 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5423.327 19.589 - 10001
2 -5423.300 14.478 0.027 10001
3 -5423.298 14.714 0.002 10001
4 -5423.384 14.921 -0.086 10001
5 -5423.390 15.082 -0.007 10001
6 -5423.459 15.220 -0.068 10001
7 -5423.470 15.330 -0.011 10001
8 -5423.510 15.422 -0.040 10001
9 -5423.525 15.498 -0.014 10001
10 -5423.551 15.560 -0.026 10001
11 -5423.567 15.611 -0.016 10001
12 -5423.586 15.654 -0.019 10001
13 -5423.602 15.689 -0.016 10001
14 -5423.618 15.717 -0.016 10001
15 -5423.634 15.741 -0.015 10001
START VALUE SET 360 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5447.090 39.523 - 10001
2 -5446.688 26.892 0.402 10001
3 -5446.442 27.539 0.246 10001
4 -5446.291 28.040 0.151 10001
5 -5446.199 28.429 0.092 10001
6 -5446.144 28.718 0.055 10001
7 -5443.524 31.533 2.620 2
8 -5440.366 30.621 3.158 2
9 -5425.107 22.504 15.258 2
10 -5522.515 184.152 -97.408 6
11 -5416.593 18.287 105.922 2
12 -5414.448 17.409 2.145 2
13 -5411.057 17.098 3.391 2
14 -5406.702 15.705 4.355 2
15 -5404.026 15.511 2.676 2
START VALUE SET 361 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5444.595 249.333 - 12
2 -5417.760 250.726 26.836 12
3 -5415.877 239.502 1.882 56
4 -5416.693 92.529 -0.816 3
5 -5416.849 108.562 -0.156 8
6 -5413.217 80.116 3.631 10
7 -5413.215 80.068 0.003 10001
8 -5413.214 80.036 0.001 10001
START VALUE SET 362 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5480.269 155.858 - 28
2 -5648.155 139.637 -167.885 28
3 -5650.398 64.319 -2.243 4
4 -5650.288 1202.524 0.110 20
5 -5651.506 320.939 -1.218 8
6 -5650.277 414.967 1.229 10001
7 -5649.962 440.208 0.315 10001
8 -5649.889 432.041 0.073 10001
9 -5649.870 429.334 0.020 10001
10 -5649.874 425.790 -0.005 10001
11 -5646.787 244.189 3.087 4
12 -5652.295 4.887 -5.508 8
13 -5652.889 4.760 -0.594 242
14 -5630.765 27.474 22.125 6
15 -5627.635 26.412 3.129 53
START VALUE SET 363 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5504.123 98.308 - 5
2 -5489.923 93.006 14.201 5
3 -5512.988 154.048 -23.065 3
4 -5496.895 43.437 16.093 2
5 -5506.011 44.428 -9.117 2
6 -5504.809 40.943 1.203 2
7 -5508.282 36.055 -3.473 2
8 -5508.808 41.157 -0.526 2
9 -5511.248 32.291 -2.440 2
10 -5511.858 43.605 -0.610 2
11 -5513.381 30.157 -1.523 2
12 -5514.217 39.723 -0.836 2
13 -5514.989 30.412 -0.771 2
14 -5515.443 36.160 -0.454 2
15 -5515.546 31.021 -0.104 2
START VALUE SET 364 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5368.757 22.221 - 10
2 -5374.704 20.055 -5.946 10
3 -5374.981 19.823 -0.278 573
4 -5375.052 19.704 -0.071 10001
5 -5369.726 21.376 5.326 187
6 -5375.840 19.095 -6.114 180
7 -5371.177 20.748 4.662 1023
8 -5371.150 20.736 0.028 10001
9 -5371.149 20.722 0.001 10001
10 -5382.501 15.808 -11.353 5
11 -5382.662 15.875 -0.160 2307
12 -5382.661 15.957 0.000 10001
START VALUE SET 365 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5577.085 124.370 - 12
2 -5660.458 68.632 -83.373 12
3 -5583.810 124.062 76.649 21
4 -5580.970 125.558 2.840 523
5 -5580.693 126.111 0.277 10001
6 -5580.598 126.334 0.095 10001
7 -5606.085 128.899 -25.488 14
8 -5582.157 125.253 23.928 16
9 -5581.387 125.273 0.771 74
10 -5591.384 132.512 -9.997 11
11 -5588.071 130.160 3.312 3
12 -5606.604 116.164 -18.533 2
13 -5629.203 108.757 -22.598 11
14 -5590.705 131.325 38.498 5
15 -5582.874 138.241 7.831 70
START VALUE SET 366 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5401.990 38.304 - 17
2 -5420.056 17.378 -18.066 17
3 -5432.896 21.302 -12.840 3
4 -5458.672 9.993 -25.776 2
5 -5442.081 17.042 16.591 3
6 -5443.846 18.214 -1.765 9
7 -5452.263 18.225 -8.417 2
8 -5446.519 16.633 5.744 4
9 -5446.530 17.192 -0.011 21
10 -5448.289 30.833 -1.759 5
11 -5452.631 27.950 -4.342 4
12 -5445.959 17.716 6.672 8
13 -5445.442 17.638 0.517 384
14 -5445.417 17.544 0.025 10001
15 -5435.214 15.275 10.203 6
START VALUE SET 367 :
Iteration LL Max.Gradient LL.Change Step Size
1 -6334.033 473.749 - 9
2 -6161.941 359.258 172.092 9
3 -6125.026 343.838 36.915 26
4 -6124.326 343.641 0.700 1288
5 -6124.032 343.565 0.294 10001
6 -6123.655 343.453 0.377 10001
7 -6123.550 343.407 0.105 10001
8 -6123.402 343.342 0.147 10001
9 -6123.319 343.312 0.083 10001
10 -6123.240 343.283 0.079 10001
11 -6123.163 343.235 0.077 10001
12 -6123.092 343.201 0.072 10001
13 -6123.029 343.170 0.063 10001
14 -6122.971 343.152 0.058 10001
15 -6122.916 343.110 0.055 10001
START VALUE SET 368 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5410.189 16.502 - 6
2 -5405.165 7.978 5.024 6
3 -5448.446 7.938 -43.281 2
4 -5410.577 7.360 37.868 6
5 -5406.066 7.237 4.512 17
6 -5406.416 7.987 -0.350 7
7 -5406.442 7.951 -0.026 141
8 -5401.678 9.829 4.764 3
9 -5400.313 13.460 1.366 42
10 -5400.011 12.778 0.302 132
11 -5399.960 12.368 0.051 10001
12 -5399.928 12.050 0.032 10001
13 -5399.909 11.803 0.019 10001
14 -5399.897 11.608 0.012 10001
15 -5399.891 11.456 0.007 10001
START VALUE SET 369 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5649.120 83.577 - 6
2 -5615.957 70.998 33.163 6
3 -5543.275 22.902 72.682 2
4 -5581.976 14.090 -38.702 4
5 -5557.734 11.577 24.242 2
6 -5529.926 16.919 27.807 2
7 -5530.805 8.342 -0.879 2
8 -5530.132 23.606 0.673 2
9 -5526.748 19.612 3.384 2
10 -5525.617 16.296 1.130 2
11 -5522.061 13.704 3.556 2
12 -5520.207 9.837 1.854 2
13 -5518.692 9.017 1.515 2
14 -5517.325 9.224 1.367 2
15 -5516.423 8.477 0.902 2
START VALUE SET 370 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5442.069 53.385 - 9
2 -5520.087 31.752 -78.018 9
3 -5520.803 28.686 -0.716 152
4 -5519.349 26.708 1.453 8942
5 -5519.082 26.061 0.267 10001
6 -5464.442 26.632 54.640 12
7 -5457.926 28.360 6.516 22
8 -5459.370 26.654 -1.444 15
9 -5459.302 27.345 0.068 2560
10 -5459.280 27.804 0.022 10001
11 -5459.275 28.112 0.005 10001
12 -5459.272 28.319 0.003 10001
13 -5456.289 31.831 2.983 2
14 -5459.121 28.525 -2.832 15
15 -5459.213 28.612 -0.092 330
START VALUE SET 371 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5751.572 208.630 - 10001
2 -5750.902 208.430 0.670 10001
3 -5856.433 253.128 -105.531 146
4 -5860.258 246.961 -3.825 10
5 -5857.842 245.266 2.416 2657
6 -5856.070 245.149 1.772 10001
7 -5854.888 244.884 1.183 10001
8 -5854.095 244.556 0.793 10001
9 -5853.509 244.063 0.586 10001
10 -5853.161 243.716 0.348 10001
11 -5852.901 243.391 0.260 10001
12 -5844.259 226.546 8.642 16
13 -5841.836 222.023 2.423 131
14 -5841.796 221.795 0.040 5066
15 -5850.536 133.763 -8.740 2
START VALUE SET 372 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5626.147 462.321 - 13
2 -5614.783 421.181 11.364 13
3 -5614.534 418.605 0.249 330
4 -5614.416 417.157 0.118 10001
5 -5614.318 415.841 0.098 10001
6 -5614.228 414.614 0.090 10001
7 -5614.160 413.520 0.067 10001
8 -5614.057 412.361 0.103 10001
9 -5613.997 411.425 0.060 10001
10 -5613.970 410.667 0.027 10001
11 -5600.690 238.426 13.280 2
12 -5592.728 241.117 7.962 4
13 -5591.797 243.233 0.931 13
14 -5570.445 209.296 21.352 3
15 -5564.893 179.828 5.552 8
START VALUE SET 373 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5448.480 22.126 - 11
2 -5489.302 47.224 -40.822 11
3 -5599.583 6.999 -110.280 3
4 -5558.683 7.729 40.899 3
5 -5590.189 4.487 -31.505 2
6 -5553.462 7.204 36.726 74
7 -5553.182 6.931 0.280 568
8 -5553.062 6.705 0.120 10001
9 -5552.984 6.522 0.078 10001
10 -5552.933 6.375 0.051 10001
11 -5552.899 6.255 0.034 10001
12 -5552.875 6.158 0.024 10001
13 -5552.859 6.080 0.016 10001
14 -5548.888 52.683 3.970 3
15 -5593.303 18.122 -44.415 2
START VALUE SET 374 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5437.045 133.110 - 13
2 -5455.505 247.859 -18.460 13
3 -5447.656 780.496 7.849 11
4 -5452.356 940.195 -4.701 10
5 -5445.585 1234.778 6.772 12
6 -5439.574 933.194 6.011 4
7 -5437.718 888.700 1.856 9
8 -5437.374 880.632 0.344 311
9 -5437.207 813.128 0.167 82
10 -5437.164 812.569 0.043 10001
11 -5462.844 205.971 -25.681 2
12 -5519.758 3062.342 -56.914 7
13 -5478.988 1302.736 40.770 6
14 -5478.454 1304.089 0.534 429
15 -5478.391 1303.023 0.063 10001
START VALUE SET 375 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5811.750 147.540 - 5
2 -5786.562 161.586 25.187 5
3 -5789.504 134.537 -2.942 6
4 -5785.591 39.179 3.913 2
5 -5779.851 47.854 5.739 9
6 -5779.094 49.324 0.757 961
7 -5778.619 50.572 0.474 10001
8 -5778.368 51.598 0.252 10001
9 -5779.178 82.704 -0.811 3
10 -5816.314 62.552 -37.136 2
11 -5765.130 53.077 51.184 4
12 -5748.665 14.847 16.465 2
13 -5752.498 20.879 -3.833 2
14 -5755.846 16.246 -3.347 2
15 -5760.721 10.536 -4.876 2
START VALUE SET 376 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5482.400 80.408 - 134
2 -5457.046 53.125 25.354 134
3 -5588.416 33.114 -131.370 2
4 -5492.496 30.707 95.920 3
5 -5503.514 43.630 -11.018 16
6 -5503.504 44.469 0.010 176
7 -5503.496 44.755 0.008 10001
8 -5503.192 44.635 0.305 7
9 -5503.215 44.645 -0.023 345
10 -5504.699 45.112 -1.484 10001
11 -5485.515 33.549 19.184 2
12 -5481.563 39.686 3.952 2
13 -5482.923 25.979 -1.360 2
14 -5483.103 28.134 -0.180 2
15 -5484.790 29.199 -1.687 2
START VALUE SET 377 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5510.048 19.387 - 25
2 -5517.178 61.644 -7.130 25
3 -5515.470 18.413 1.709 2
4 -5516.996 10.289 -1.527 2
5 -5521.310 10.394 -4.313 2
6 -5523.180 11.601 -1.871 2
7 -5526.593 10.558 -3.412 2
8 -5527.719 13.764 -1.127 2
9 -5531.174 10.890 -3.455 2
10 -5533.488 13.038 -2.314 2
11 -5539.523 22.079 -6.035 2
12 -5545.881 14.153 -6.358 2
13 -5533.446 11.152 12.435 2
14 -5534.285 9.767 -0.839 2
15 -5534.525 11.983 -0.240 2
START VALUE SET 378 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5454.002 33.788 - 104
2 -5449.827 28.523 4.175 104
3 -5447.718 25.197 2.110 10001
4 -5447.624 33.769 0.094 8
5 -5447.139 34.433 0.485 1114
6 -5446.908 34.874 0.230 10001
7 -5446.809 35.162 0.100 10001
8 -5430.108 18.902 16.700 39
9 -5407.482 27.205 22.626 3
10 -5526.092 14.830 -118.610 15
11 -5523.710 14.712 2.382 275
12 -5523.675 14.718 0.035 10001
13 -5523.610 14.715 0.065 10001
14 -5523.565 14.713 0.044 10001
15 -5523.527 14.711 0.038 10001
START VALUE SET 379 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5820.300 357.846 - 6
2 -5790.497 220.010 29.803 6
3 -6827.133 266.968 -1036.636 8
4 NaN NA NA 2
START VALUE SET 380 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5524.263 136.542 - 10001
2 -5482.158 153.780 42.105 10001
3 -5467.687 160.892 14.471 10001
4 -5462.033 164.082 5.654 10001
5 -5459.331 165.641 2.702 10001
6 -5458.028 166.494 1.302 10001
7 -5458.466 158.634 -0.438 29
8 -5454.010 230.044 4.456 3
9 -5450.765 215.309 3.245 12
10 -5450.156 210.758 0.608 40
11 -5450.114 210.718 0.042 2565
12 -5459.190 113.247 -9.076 2
13 -5457.233 99.295 1.957 4
14 -5457.516 99.725 -0.283 28
15 -5459.460 62.104 -1.944 2
START VALUE SET 381 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5603.860 339.771 - 12
2 -5577.707 335.381 26.154 12
3 -5570.044 320.932 7.663 30
4 -5581.583 314.351 -11.539 40
5 -5580.190 311.445 1.393 10001
6 -5557.716 220.479 22.474 4
7 -5544.769 146.792 12.947 3
8 -5556.585 155.829 -11.816 4
9 -5548.633 119.182 7.952 2
10 -5538.768 111.041 9.865 3
11 -5564.909 273.033 -26.141 2
12 -5542.735 117.594 22.175 3
13 -5541.047 115.592 1.687 50
14 -5550.906 127.635 -9.859 2
15 -5544.225 120.218 6.681 3
START VALUE SET 382 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5574.307 132.780 - 712
2 -5566.507 126.569 7.801 712
3 -5563.208 125.808 3.299 10001
4 -5561.486 127.048 1.721 10001
5 -5560.508 128.883 0.978 10001
6 -5559.991 130.646 0.517 10001
7 -5618.172 144.207 -58.181 33
8 -5573.278 130.069 44.894 34
9 -5572.900 128.891 0.378 200
10 -5572.837 128.733 0.063 10001
11 -5572.817 128.650 0.020 10001
12 -5572.834 128.539 -0.018 10001
13 -5564.523 145.660 8.312 12
14 -5564.328 145.730 0.195 434
15 -5564.297 145.601 0.031 10001
START VALUE SET 383 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5474.632 81.079 - 10001
2 -5462.358 78.245 12.273 10001
3 -5465.115 74.979 -2.757 96
4 -5479.885 87.353 -14.770 4
5 -5719.345 22.107 -239.459 2
6 -5503.304 12.117 216.041 5
7 -5485.146 12.138 18.158 5
8 -5470.859 16.018 14.287 2
9 -5468.029 12.970 2.829 2
10 -5465.913 9.716 2.116 2
11 -5468.539 15.223 -2.626 2
12 -5469.393 7.813 -0.854 2
13 -5469.587 8.243 -0.195 6
14 -5469.585 8.288 0.002 618
15 -5469.584 8.309 0.001 10001
START VALUE SET 384 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5769.969 433.196 - 10001
2 -5767.985 412.250 1.984 10001
3 -5767.391 401.602 0.594 10001
4 -5767.201 396.046 0.190 10001
5 -5767.078 393.045 0.123 10001
6 -5767.020 391.437 0.059 10001
7 -5766.968 390.551 0.052 10001
8 -5766.923 390.055 0.045 10001
9 -5766.881 389.768 0.042 10001
10 -5766.841 389.592 0.040 10001
11 -5766.801 389.478 0.039 10001
12 -5766.763 389.396 0.039 10001
13 -5766.724 389.331 0.039 10001
14 -5766.686 389.277 0.038 10001
15 -5766.647 389.227 0.038 10001
START VALUE SET 385 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5439.332 36.341 - 4
2 -5640.624 21.801 -201.291 4
3 -5559.914 33.176 80.709 20
4 -5540.458 30.130 19.456 6
5 -5586.262 28.774 -45.804 2
6 -5599.498 41.496 -13.236 4
7 -5706.211 43.545 -106.713 71
8 -5634.154 22.998 72.057 2
9 -5616.703 15.827 17.451 2
10 -5659.340 7.259 -42.636 3
11 -5712.077 19.443 -52.738 2
12 -5921.887 12.151 -209.810 4
13 -5966.272 101.518 -44.385 3
14 -5780.689 94.927 185.583 2
15 -6032.861 160.743 -252.172 487
START VALUE SET 386 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5950.089 69.590 - 5
2 -5867.419 54.539 82.670 5
3 -5842.940 68.498 24.479 10
4 -5841.764 97.200 1.175 133
5 -5841.511 95.717 0.253 10001
6 -5841.359 94.533 0.152 10001
7 -5841.281 93.606 0.078 10001
8 -5841.241 92.932 0.040 10001
9 -5841.197 92.416 0.044 10001
10 -5841.129 91.977 0.068 10001
11 -5974.580 123.604 -133.451 14
12 -5919.001 92.677 55.579 3
13 -5936.674 119.885 -17.673 7
14 -5936.321 126.846 0.353 892
15 -6024.406 754.615 -88.086 6
START VALUE SET 387 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5418.212 16.416 - 2
2 -5452.627 3.083 -34.416 2
3 -5461.933 9.416 -9.306 19
4 -5448.062 15.306 13.871 4
5 -5444.333 10.305 3.729 10
6 -5444.039 8.963 0.295 689
7 -5444.029 8.842 0.009 8522
8 -5444.483 8.491 -0.454 65
9 -5444.491 8.473 -0.008 10001
10 -5443.920 8.642 0.571 6
11 -5457.338 5.384 -13.419 2
12 -5443.405 8.806 13.933 26
13 -5443.042 8.914 0.364 786
14 -5438.227 10.444 4.814 21
15 -5465.728 71.538 -27.501 3
START VALUE SET 388 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5447.352 56.429 - 10001
2 -5447.220 56.752 0.132 10001
3 -5447.157 57.009 0.063 10001
4 -5447.131 57.213 0.026 10001
5 -5447.125 57.369 0.006 10001
6 -5447.399 63.426 -0.274 75
7 -5455.433 33.819 -8.034 2
8 -5468.730 28.509 -13.297 9
9 -5422.869 17.222 45.861 5
10 -5412.712 40.680 10.157 39
11 -5411.364 47.383 1.348 11
12 -5423.612 31.524 -12.248 9
13 -5398.001 136.459 25.611 5
14 -5391.506 41.090 6.496 2
15 -5380.519 38.007 10.986 3
START VALUE SET 389 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5710.161 107.027 - 5
2 -5626.535 109.255 83.626 5
3 -5590.542 77.873 35.993 6
4 -5588.779 77.260 1.763 88
5 -5588.768 77.225 0.011 2358
6 -5588.769 77.216 -0.000 10001
7 -5588.777 77.218 -0.008 10001
8 -5563.223 77.408 25.555 2
9 -5535.118 81.630 28.105 2
10 -5507.711 114.363 27.407 6
11 -5498.441 120.442 9.269 8
12 -5498.312 121.148 0.129 401
13 -5506.608 108.805 -8.296 11
14 -5496.297 121.357 10.311 18
15 -5496.060 119.899 0.237 3587
START VALUE SET 390 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5605.179 92.361 - 3
2 -5557.898 77.552 47.281 3
3 -5569.001 103.794 -11.104 4
4 -5560.533 112.953 8.468 9
5 -5554.077 65.767 6.456 2
6 -5558.444 45.357 -4.367 2
7 -5560.300 69.362 -1.856 2
8 -5565.893 56.127 -5.593 2
9 -5567.330 82.907 -1.437 2
10 -5570.271 57.631 -2.941 2
11 -5569.663 73.394 0.607 2
12 -5570.910 54.973 -1.247 2
13 -5556.944 188.629 13.966 910
14 -5552.613 188.442 4.331 10001
15 -5550.581 189.151 2.032 10001
START VALUE SET 391 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5502.065 40.195 - 10001
2 -5499.542 39.945 2.524 10001
3 -5519.457 478.738 -19.915 48
4 -5395.988 35.605 123.469 6
5 -5389.473 36.788 6.514 46
6 -5389.443 36.945 0.031 6643
7 -5389.433 36.966 0.009 10001
8 -5389.423 36.961 0.010 10001
9 -5343.991 59.032 45.433 2
10 -5329.837 6.612 14.154 2
11 -5313.680 9.831 16.156 2
12 -5308.078 16.837 5.602 3
13 -5306.738 18.035 1.340 8
14 -5306.643 18.037 0.094 150
15 -5299.662 14.710 6.982 3
START VALUE SET 392 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5417.286 59.494 - 16
2 -5453.751 91.638 -36.465 16
3 -5402.592 176.229 51.159 7
4 -5387.494 34.025 15.098 2
5 -5384.872 15.334 2.622 3
6 -5387.950 31.712 -3.078 2
7 -5479.933 147.819 -91.983 2
8 -5368.021 14.702 111.912 2
9 -5353.165 3.133 14.856 2
10 -5343.406 4.573 9.759 2
11 -5331.315 18.748 12.091 3
12 -5324.689 13.839 6.627 2
13 -5315.299 11.603 9.389 3
14 -5310.904 24.182 4.396 4
15 -5310.993 26.743 -0.089 5
START VALUE SET 393 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5352.955 18.490 - 3
2 -5403.263 3.039 -50.308 3
3 -5434.186 5.181 -30.923 278
4 -5433.069 8.090 1.116 10001
5 -5432.675 10.175 0.394 10001
6 -5432.312 11.560 0.363 10001
7 -5432.066 12.489 0.247 10001
8 -5395.131 11.201 36.935 22
9 -5397.016 24.855 -1.885 23
10 -5544.860 54.810 -147.844 3
11 -5456.973 72.636 87.887 5
12 -5441.982 57.634 14.991 25
13 -5441.846 56.783 0.136 1592
14 -5441.835 56.706 0.011 10001
15 -5441.829 56.683 0.006 10001
START VALUE SET 394 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5589.970 87.319 - 3
2 -5427.906 66.735 162.064 3
3 -5440.360 106.495 -12.454 102
4 -5439.546 104.828 0.814 307
5 -5439.392 104.246 0.154 10001
6 -5439.309 103.851 0.083 10001
7 -5439.285 103.608 0.024 10001
8 -5439.185 103.089 0.100 10001
9 -5439.153 102.902 0.032 10001
10 -5442.275 110.082 -3.122 9
11 -5438.559 98.258 3.716 15
12 -5438.322 97.595 0.237 147
13 -5438.312 97.512 0.009 10001
14 -5438.310 97.484 0.002 10001
15 -5438.308 97.464 0.002 10001
START VALUE SET 395 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5441.945 24.270 - 2
2 -5473.032 3.731 -31.087 2
3 -5639.386 25.477 -166.354 3
4 -5623.297 28.963 16.089 126
5 -5469.563 7.948 153.734 3
6 -5454.370 22.890 15.193 6
7 -5452.571 25.811 1.799 98
8 -5449.585 14.030 2.986 2
9 -5447.734 14.012 1.852 16
10 -5446.891 14.119 0.843 535
11 -5446.534 14.111 0.357 10001
12 -5446.372 14.081 0.162 10001
13 -5446.299 14.049 0.073 10001
14 -5442.975 13.880 3.324 4
15 -5441.829 14.001 1.146 19
START VALUE SET 396 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5578.226 169.241 - 10001
2 -5578.129 169.820 0.097 10001
3 -5556.510 97.259 21.619 16
4 -5553.940 98.615 2.570 10001
5 -5568.946 136.568 -15.007 21
6 -5542.180 139.110 26.766 11
7 -5525.366 136.302 16.814 30
8 -5525.009 136.763 0.357 10001
9 -5524.749 137.129 0.260 10001
10 -5505.846 116.266 18.903 54
11 -5504.416 113.162 1.430 101
12 -5505.145 110.683 -0.729 36
13 -5505.176 110.883 -0.030 8110
14 -5505.230 111.049 -0.055 10001
15 -5505.017 116.327 0.213 123
START VALUE SET 397 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5419.422 49.001 - 33
2 -5414.447 43.589 4.975 33
3 -5414.285 41.442 0.162 10001
4 -5369.677 34.572 44.608 2
5 -5336.950 24.225 32.727 3
6 -5314.602 27.229 22.348 5
7 -5297.618 20.197 16.984 7
8 -5310.686 23.603 -13.068 3
9 -5328.071 27.542 -17.384 4
10 -5334.598 45.987 -6.528 2
11 -5330.931 32.410 3.668 2
12 -5335.603 35.176 -4.672 3
13 -5345.825 43.116 -10.222 2
14 -5352.648 38.685 -6.823 3
15 -5393.699 57.427 -41.051 2
START VALUE SET 398 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5448.425 22.677 - 3
2 -5560.864 9.764 -112.439 3
3 -5607.722 13.958 -46.858 3
4 -5659.653 121.823 -51.931 7
5 -5818.362 27.212 -158.709 2
6 -5671.403 38.923 146.959 12
7 -5658.230 86.056 13.173 575
8 -5657.634 91.627 0.595 10001
9 -5657.395 95.310 0.239 10001
10 -5657.306 97.646 0.090 10001
11 -5682.244 180.555 -24.938 5
12 -5681.073 190.392 1.171 221
13 -5673.318 109.877 7.755 3
14 -5671.302 156.304 2.016 7
15 -5679.689 129.166 -8.386 2
START VALUE SET 399 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5680.994 35.385 - 12
2 -5665.710 31.480 15.284 12
3 -5615.984 17.733 49.726 3
4 -5609.311 14.760 6.672 11
5 -5607.399 12.687 1.912 178
6 -5606.227 11.118 1.173 10001
7 -5605.466 9.927 0.761 10001
8 -5604.965 9.725 0.501 10001
9 -5604.630 9.703 0.335 10001
10 -5604.403 9.683 0.227 10001
11 -5605.787 10.572 -1.385 2
12 -5604.534 9.723 1.253 3
13 -5604.454 9.696 0.080 37
14 -5604.398 9.686 0.056 923
15 -5604.357 9.677 0.041 10001
START VALUE SET 400 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5431.880 36.678 - 3
2 -5991.484 26.033 -559.605 3
3 -5534.944 18.750 456.541 7
4 -5461.160 27.706 73.784 15
5 -5779.117 60.957 -317.957 2
6 -5666.954 7.411 112.163 2
7 -6107.297 9.486 -440.343 2
8 -5591.551 17.183 515.746 4
9 -5514.761 33.631 76.790 5
10 -5480.608 26.305 34.153 13
11 -5476.000 21.740 4.608 134
12 -5475.294 20.142 0.706 10001
13 -5475.176 20.663 0.118 10001
14 -5475.147 20.925 0.029 10001
15 -5475.154 21.022 -0.007 10001
START VALUE SET 401 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5522.274 36.251 - 2
2 -5769.425 41.020 -247.152 2
3 -5584.063 25.673 185.363 4
4 -5573.687 23.824 10.376 8
5 -5571.992 22.101 1.695 256
6 -5571.431 20.860 0.561 10001
7 -5597.542 6.007 -26.111 2
8 -9032.190 9644.414 -3434.648 11
9 -5614.320 30.708 3417.870 2
10 -6295.029 109.091 -680.708 2
11 -5733.528 47.653 561.501 3
12 -5742.656 18.527 -9.128 8
13 -5754.523 12.306 -11.868 2
14 -5760.159 16.699 -5.635 3
15 -5770.731 11.825 -10.572 2
START VALUE SET 402 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5581.266 122.251 - 3
2 -5944.417 91.348 -363.151 3
3 -5875.135 97.416 69.282 21
4 -5742.462 96.447 132.673 5
5 -5790.237 97.176 -47.775 155
6 -5758.648 81.757 31.589 12
7 -5758.206 81.368 0.442 883
8 -5847.334 160.929 -89.128 5
9 -5997.025 137.205 -149.691 4
10 -6023.189 121.789 -26.164 31
11 -5894.589 113.637 128.600 5
12 -5871.569 112.310 23.020 3
13 -5885.167 114.424 -13.597 2
14 -5884.417 102.894 0.750 3
15 -5884.830 102.922 -0.413 57
START VALUE SET 403 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5548.943 74.361 - 2
2 -6095.912 41.554 -546.969 2
3 NaN NA NA 2
START VALUE SET 404 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5940.967 167.574 - 58
2 -6107.146 163.971 -166.179 58
3 -6045.133 148.628 62.013 84
4 -6044.420 154.000 0.713 3433
5 -6043.750 157.651 0.671 10001
6 -6043.587 160.240 0.162 10001
7 -6043.696 162.117 -0.108 10001
8 -6260.597 169.492 -216.901 86
9 -6256.207 171.226 4.390 1183
10 -6254.650 172.193 1.557 10001
11 -6254.617 172.745 0.033 10001
12 -6254.488 172.983 0.129 10001
13 -6254.461 173.098 0.028 10001
14 -6096.457 162.512 158.004 19
15 -6088.167 162.597 8.290 697
START VALUE SET 405 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5484.891 48.223 - 13
2 -5482.558 46.736 2.333 13
3 -5491.315 45.843 -8.757 7
4 -5491.960 44.339 -0.645 242
5 -5491.821 43.614 0.139 10001
6 -5512.508 45.342 -20.686 26
7 -5497.198 28.874 15.310 3
8 -5499.691 27.339 -2.493 5
9 -5499.162 36.602 0.528 3
10 -5509.378 55.238 -10.215 5
11 -5522.260 68.826 -12.883 6
12 -5509.070 49.228 13.190 26
13 -5511.721 37.809 -2.651 2
14 -5510.842 28.968 0.879 2
15 -5508.375 39.182 2.466 2
START VALUE SET 406 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5681.254 152.244 - 10001
2 -5681.252 152.351 0.001 10001
3 -5681.215 152.451 0.038 10001
4 -5756.124 168.555 -74.909 7
5 -5761.613 177.017 -5.490 199
6 -5761.427 175.570 0.186 4805
7 -5761.262 174.388 0.166 10001
8 -5761.143 173.425 0.118 10001
9 -5761.109 172.616 0.034 10001
10 -5662.002 170.985 99.107 2
11 -5633.258 172.663 28.744 6
12 -5604.517 114.530 28.740 3
13 -5566.393 86.420 38.124 2
14 -5540.095 69.946 26.298 2
15 -5538.046 50.572 2.049 2
START VALUE SET 407 :
Iteration LL Max.Gradient LL.Change Step Size
1 -6028.569 240.455 - 5
2 -5959.291 192.723 69.277 5
3 -5949.743 197.876 9.549 50
4 -5948.713 197.284 1.029 972
5 -5948.420 197.166 0.294 10001
6 -5948.370 197.226 0.050 10001
7 -5948.204 197.214 0.165 10001
8 -5948.085 197.160 0.119 10001
9 -5958.735 194.833 -10.650 163
10 -5958.935 195.074 -0.200 9893
11 -5958.894 195.093 0.041 10001
12 -5958.824 195.078 0.070 10001
13 -5958.789 195.079 0.035 10001
14 -5959.612 195.985 -0.823 10001
15 -5959.574 195.969 0.038 10001
START VALUE SET 408 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5407.732 65.966 - 10001
2 -5401.411 21.312 6.322 10001
3 -5400.871 18.123 0.540 10001
4 -5400.799 17.176 0.072 10001
5 -5400.758 16.880 0.040 10001
6 -5400.726 16.787 0.032 10001
7 -5400.695 16.754 0.030 10001
8 -5400.666 16.743 0.029 10001
9 -5400.650 16.728 0.016 10001
10 -5400.631 16.725 0.019 10001
11 -5400.601 16.720 0.030 10001
12 -5400.571 16.715 0.031 10001
13 -5400.540 16.710 0.031 10001
14 -5400.509 16.705 0.031 10001
15 -5400.479 16.704 0.031 10001
START VALUE SET 409 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5465.064 73.789 - 30
2 -5445.076 79.280 19.989 30
3 -5436.490 83.773 8.586 1560
4 -5431.843 86.372 4.647 10001
5 -5429.190 87.886 2.652 10001
6 -5458.606 95.612 -29.415 4
7 -5454.864 90.298 3.742 3
8 -5461.933 89.424 -7.069 6
9 -5462.621 90.271 -0.688 688
10 -5423.901 129.882 38.720 8
11 -5356.330 99.288 67.571 2
12 -5342.172 72.893 14.158 7
13 -5332.764 15.197 9.408 2
14 -5301.835 0.623 30.928 2
15 -5290.984 23.905 10.852 2
START VALUE SET 410 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5509.133 61.740 - 19
2 -5509.585 1342.812 -0.452 19
3 -5503.385 1659.702 6.200 130
4 -5500.589 1661.417 2.796 10001
5 -5499.667 1649.869 0.923 10001
6 -5500.049 1679.064 -0.383 10001
7 -5499.481 1675.845 0.569 10001
8 -5499.315 1675.105 0.166 10001
9 -5517.889 112.415 -18.574 7
10 -5524.147 113.028 -6.259 22
11 -5524.252 110.870 -0.104 3459
12 -5524.230 109.386 0.021 10001
13 -5524.273 108.533 -0.043 10001
14 -5524.393 108.165 -0.120 10001
15 -5526.077 111.707 -1.685 10001
START VALUE SET 411 :
Iteration LL Max.Gradient LL.Change Step Size
1 -6441.002 1264.230 - 10
2 -6327.013 1114.623 113.988 10
3 -6324.702 1107.838 2.312 138
4 -6341.417 1161.779 -16.715 2882
5 -6447.528 1202.884 -106.111 8
6 -6433.789 1215.014 13.739 32
7 -6433.468 1214.601 0.320 3776
8 -6433.371 1214.434 0.097 10001
9 -6367.989 1099.768 65.382 10
10 -6368.807 1107.184 -0.818 71
11 -6368.740 1107.012 0.067 5341
12 -6368.351 1105.897 0.389 10001
13 -6368.165 1105.358 0.186 10001
14 -6367.554 1103.582 0.611 10001
15 -6365.740 1098.288 1.814 10001
START VALUE SET 412 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5491.588 46.045 - 11
2 -5477.358 18.686 14.230 11
3 -5484.488 48.714 -7.129 6
4 -5498.080 27.967 -13.592 3
5 -5495.929 13.965 2.151 5
6 -5489.698 21.280 6.231 6
7 -5491.275 16.089 -1.577 2
8 -5489.343 40.689 1.932 2
9 -5487.888 49.972 1.455 5
10 -5489.491 65.590 -1.603 2
11 -5487.139 43.101 2.352 7
12 -5486.683 40.633 0.457 3
13 -5486.563 40.005 0.119 10
14 -5486.516 40.059 0.047 411
15 -5486.495 40.170 0.021 10001
START VALUE SET 413 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5420.516 280.291 - 22
2 -5433.798 267.440 -13.282 22
3 -5459.206 188.523 -25.409 4
4 -5416.498 287.008 42.708 5
5 -5412.791 295.008 3.708 19
6 -5411.674 200.629 1.117 3
7 -5424.519 242.281 -12.845 3
8 -5433.098 172.830 -8.579 3
9 -5434.192 159.843 -1.094 9
10 -5434.193 159.470 -0.002 2928
11 -5434.197 159.361 -0.004 10001
12 -5434.209 159.330 -0.012 10001
13 -5416.031 286.680 18.178 4
14 -5397.122 328.667 18.909 2
15 -5390.022 387.914 7.100 3
START VALUE SET 414 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5463.446 119.071 - 6
2 -5572.958 481.385 -109.513 6
3 -5725.118 182.666 -152.159 2
4 -5555.065 347.545 170.053 3
5 -5477.438 15.872 77.626 2
6 -5474.209 6.390 3.230 2
7 -5474.604 8.013 -0.395 2
8 -5478.457 7.484 -3.852 2
9 -5477.827 9.189 0.630 2
10 -5481.220 9.081 -3.393 2
11 -5477.310 8.271 3.910 2
12 -5479.934 10.786 -2.625 2
13 -5474.722 7.683 5.212 2
14 -5470.008 10.559 4.714 2
15 -5469.243 9.791 0.766 2
START VALUE SET 415 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5838.009 335.469 - 5
2 -5752.455 273.878 85.554 5
3 -5644.773 112.963 107.682 2
4 -5627.288 78.100 17.485 2
5 -5637.035 58.503 -9.748 3
6 -5631.479 59.814 5.557 16
7 -5631.003 59.891 0.476 3
8 -5631.683 62.420 -0.681 344
9 -5619.920 60.124 11.763 4
10 -5612.370 55.556 7.550 3
11 -5609.502 42.887 2.868 2
12 -5609.677 38.043 -0.175 2
13 -5609.870 40.139 -0.193 2
14 -5610.083 34.886 -0.213 2
15 -5610.196 36.958 -0.113 2
START VALUE SET 416 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5434.468 110.660 - 2
2 -6279.569 93.927 -845.100 2
3 -5614.188 60.933 665.381 3
4 -5597.421 41.830 16.767 2
5 -5624.664 95.051 -27.243 2
6 -5621.745 23.177 2.919 2
7 -5651.956 46.336 -30.211 3
8 -5837.345 178.586 -185.388 13
9 -5623.026 6.182 214.319 2
10 -5598.477 4.971 24.549 2
11 -5592.108 2.775 6.369 2
12 -5589.904 3.070 2.204 2
13 -5590.050 3.010 -0.145 2
14 -5590.097 2.906 -0.048 2
15 -5590.840 2.909 -0.742 2
START VALUE SET 417 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5502.274 314.445 - 10001
2 -5502.062 312.934 0.212 10001
3 -5502.037 312.554 0.025 10001
4 -5502.018 312.439 0.019 10001
5 -5502.008 312.385 0.010 10001
6 -5501.999 312.353 0.009 10001
7 -5501.990 312.327 0.009 10001
8 -5501.981 312.302 0.009 10001
9 -5501.973 312.277 0.009 10001
10 -5501.964 312.252 0.009 10001
11 -5501.955 312.227 0.009 10001
12 -5501.946 312.202 0.009 10001
13 -5501.937 312.177 0.009 10001
14 -5501.929 312.152 0.009 10001
15 -5501.920 312.128 0.009 10001
START VALUE SET 418 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5418.678 252.281 - 4
2 -5525.663 348.332 -106.985 4
3 -5412.553 247.353 113.110 7
4 -5483.720 310.970 -71.168 19
5 -5630.125 713.449 -146.405 13
6 -5565.230 607.575 64.895 14
7 -5585.275 402.480 -20.045 7
8 -5521.625 157.594 63.650 3
9 -5457.048 223.612 64.577 4
10 -5442.797 128.684 14.251 3
11 -5442.379 217.470 0.418 17
12 -5442.402 217.952 -0.023 3823
13 -5619.481 825.036 -177.079 2
14 -5426.701 264.771 192.780 2
15 -5427.938 211.387 -1.237 2
START VALUE SET 419 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5467.758 117.644 - 10001
2 -5459.441 112.442 8.317 10001
3 -5458.626 111.435 0.815 10001
4 -5458.547 111.178 0.078 10001
5 -5458.572 111.112 -0.024 10001
6 -5439.842 610.012 18.730 6
7 -5385.666 58.531 54.177 2
8 -5373.325 39.731 12.341 3
9 -5373.488 57.358 -0.164 4
10 -5362.589 41.910 10.900 2
11 -5357.288 45.208 5.301 2
12 -5352.700 37.661 4.588 2
13 -5345.191 30.273 7.509 2
14 -5341.585 43.485 3.606 2
15 -5342.828 93.213 -1.244 2
START VALUE SET 420 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5508.851 339.473 - 20
2 -5482.798 365.284 26.053 20
3 -5448.713 250.169 34.085 4
4 -5447.111 257.989 1.601 68
5 -5447.014 257.608 0.098 10001
6 -5446.980 257.420 0.033 10001
7 -5446.966 257.319 0.014 10001
8 -5446.957 257.248 0.009 10001
9 -5446.957 257.218 -0.000 10001
10 -5446.959 257.210 -0.002 10001
11 -5446.974 257.215 -0.014 10001
12 -5497.456 14.598 -50.482 2
13 -5329.442 10.313 168.014 2
14 -5317.648 8.927 11.794 2
15 -5322.189 8.939 -4.541 2
START VALUE SET 421 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5757.542 210.154 - 37
2 -5693.210 210.521 64.332 37
3 -5615.556 127.825 77.654 5
4 -6621.602 706.229 -1006.046 2
5 -6770.916 428.854 -149.315 3
6 -6428.547 303.218 342.370 59
7 -6411.397 295.689 17.150 307
8 -6410.327 294.908 1.069 10001
9 -6410.109 294.785 0.219 10001
10 -6394.286 294.380 15.823 10001
11 -6393.666 294.328 0.620 10001
12 -6392.882 294.267 0.784 10001
13 -6392.007 294.163 0.875 10001
14 -6391.244 294.072 0.763 10001
15 -6390.864 293.960 0.381 10001
START VALUE SET 422 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5627.121 52.254 - 5
2 -5602.261 34.306 24.859 5
3 -5599.636 28.519 2.626 7
4 -5598.259 27.292 1.376 18
5 -5597.850 27.325 0.409 1172
6 -5597.713 27.355 0.137 10001
7 -5573.598 32.182 24.116 7
8 -5579.820 28.818 -6.222 15
9 -5564.981 24.663 14.839 12
10 -5564.660 30.591 0.321 108
11 -5564.655 30.627 0.005 10001
12 -5564.652 30.645 0.003 10001
13 -5564.648 30.654 0.003 10001
14 -5564.647 30.658 0.001 10001
15 -5564.647 30.660 0.000 10001
START VALUE SET 423 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5431.871 52.716 - 2
2 -5657.447 21.856 -225.576 2
3 -7291.655 691.727 -1634.208 4
4 -7230.826 740.809 60.829 2039
5 -7228.453 744.212 2.373 10001
6 -7228.164 744.758 0.289 10001
7 -7228.524 745.479 -0.360 10001
8 -7228.820 745.762 -0.296 10001
9 -7228.844 745.643 -0.023 10001
10 -7243.624 622.077 -14.781 4
11 -7494.300 710.955 -250.676 2
12 -7501.932 480.579 -7.632 2
13 -7206.660 346.440 295.273 16
14 -7201.869 342.699 4.791 94
15 NaN NA NA 4
START VALUE SET 424 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5651.281 45.928 - 641
2 -5642.534 43.629 8.747 641
3 -5628.641 25.837 13.893 4
4 -5625.232 26.317 3.408 24
5 -5624.612 25.233 0.621 4234
6 -5624.322 24.451 0.290 10001
7 -5624.180 23.887 0.142 10001
8 -5624.105 23.480 0.074 10001
9 -5624.061 23.184 0.044 10001
10 -5624.528 38.701 -0.467 3
11 -5637.945 15.979 -13.416 3
12 -5850.269 162.432 -212.325 2
13 -5619.726 11.950 230.543 2
14 -5665.499 8.182 -45.773 2
15 -5654.401 9.315 11.098 4
START VALUE SET 425 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5523.865 69.976 - 18
2 -5445.135 43.029 78.730 18
3 -5387.185 33.498 57.949 3
4 -5378.861 27.776 8.324 19
5 -5378.420 26.851 0.441 168
6 -5346.361 5.530 32.058 147
7 -5345.594 6.938 0.767 1115
8 -5345.401 7.727 0.194 10001
9 -5326.214 4.985 19.187 2
10 -5371.374 10.010 -45.161 3
11 -5382.068 11.068 -10.694 16
12 -5379.270 11.090 2.798 10001
13 -5378.958 11.091 0.312 10001
14 -5378.923 11.092 0.035 10001
15 -5350.234 127.102 28.688 4
START VALUE SET 426 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5609.531 241.030 - 10
2 -5635.470 196.598 -25.940 10
3 -5765.831 173.803 -130.361 12
4 -5785.737 156.817 -19.906 2
5 -5825.992 95.268 -40.255 2
6 -5725.419 108.922 100.573 2
7 -5751.941 96.787 -26.522 2
8 -5804.077 82.099 -52.135 2
9 -5833.766 86.579 -29.689 2
10 -5811.909 72.070 21.857 2
11 -5805.559 69.647 6.349 2
12 -5830.657 67.542 -25.098 2
13 -5779.607 69.609 51.051 3
14 -5767.789 76.720 11.818 8
15 -5768.447 83.493 -0.658 3
START VALUE SET 427 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5459.507 49.683 - 9
2 -5442.984 41.381 16.523 9
3 -5437.272 38.711 5.712 603
4 -5434.993 36.882 2.279 10001
5 -5433.867 31.347 1.125 29
6 -5548.582 92.776 -114.714 3
7 -5480.107 46.730 68.475 3
8 -5479.119 43.479 0.988 4
9 -5483.009 31.780 -3.890 2
10 -5472.123 51.541 10.886 2
11 -5481.351 35.811 -9.228 3
12 -5487.577 21.658 -6.226 2
13 -5488.560 35.183 -0.983 6
14 -5488.659 31.622 -0.099 24
15 -5488.039 31.762 0.620 37
START VALUE SET 428 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5377.892 32.174 - 3
2 -5416.872 13.022 -38.980 3
3 -5426.857 10.033 -9.985 76
4 -5407.986 15.516 18.871 9
5 -5406.385 16.556 1.601 703
6 -5406.347 16.091 0.038 10001
7 -5406.318 15.695 0.028 10001
8 -5393.438 6.690 12.880 2
9 -5388.354 14.412 5.084 2
10 -5385.715 13.679 2.638 2
11 -5384.196 12.376 1.520 2
12 -5381.887 13.031 2.309 2
13 -5379.240 10.858 2.647 2
14 -5401.628 5.655 -22.388 2
15 -5378.573 7.657 23.056 2
START VALUE SET 429 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5451.020 109.356 - 2
2 -5521.678 85.671 -70.658 2
3 -5521.221 105.210 0.457 38
4 -5501.850 79.052 19.371 6
5 -5500.836 73.527 1.015 2
6 -5503.427 51.094 -2.592 2
7 -5503.784 71.573 -0.357 2
8 -5502.969 80.639 0.815 2
9 -5501.961 77.772 1.007 2
10 -5501.056 52.884 0.905 3
11 -5510.610 91.960 -9.554 2
12 -5501.419 54.034 9.192 11
13 -5500.858 51.815 0.561 76
14 -5500.846 51.750 0.012 2803
15 -5500.842 51.723 0.004 10001
START VALUE SET 430 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5499.268 35.768 - 10
2 -5518.054 29.161 -18.786 10
3 -5498.884 33.047 19.171 10
4 -5483.134 8.136 15.749 2
5 -5501.853 30.284 -18.719 12
6 -5639.214 112.813 -137.361 7
7 -5605.155 51.166 34.059 13
8 -5605.008 51.385 0.147 1865
9 -5604.990 51.486 0.018 10001
10 -5604.983 51.535 0.007 10001
11 -5556.380 48.828 48.603 7
12 -5552.976 40.475 3.404 16
13 -5557.519 34.312 -4.543 3
14 -5562.156 22.855 -4.637 2
15 -5559.370 25.932 2.786 2
START VALUE SET 431 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5547.216 50.024 - 10001
2 -5547.194 14.765 0.022 10001
3 -5547.213 14.753 -0.019 10001
4 -5547.222 14.746 -0.009 10001
5 -5547.230 14.740 -0.008 10001
6 -5547.240 14.736 -0.010 10001
7 -5547.253 14.732 -0.014 10001
8 -5547.273 14.730 -0.019 10001
9 -5547.295 14.728 -0.022 10001
10 -5547.318 14.726 -0.023 10001
11 -5547.342 14.724 -0.025 10001
12 -5547.368 14.722 -0.025 10001
13 -5547.393 14.721 -0.026 10001
14 -5547.419 14.719 -0.026 10001
15 -5547.445 14.718 -0.026 10001
START VALUE SET 432 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5557.548 331.586 - 4
2 -5495.636 267.926 61.912 4
3 -5487.301 247.414 8.335 4
4 -5489.388 230.194 -2.087 4
5 -5490.697 238.196 -1.309 8
6 -5481.163 236.217 9.534 5
7 -5479.176 232.703 1.987 23
8 -5484.044 221.585 -4.868 2
9 -5484.069 231.881 -0.025 5
10 -5485.079 237.403 -1.010 30
11 -5486.824 237.331 -1.745 27
12 -5486.846 237.373 -0.022 10001
13 -5473.044 229.524 13.803 10
14 -5472.324 227.406 0.720 10001
15 -5471.876 225.950 0.448 10001
START VALUE SET 433 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5365.372 67.124 - 5
2 -5330.340 39.014 35.032 5
3 -5317.699 463.279 12.640 10
4 -5295.256 139.599 22.444 6
5 -5295.634 26.850 -0.379 3
6 -5307.670 85.073 -12.035 4
7 -5277.534 27.919 30.136 4
8 -5292.649 35.260 -15.115 2
9 -5272.524 53.388 20.125 2
10 -5268.518 84.376 4.006 4
11 -5268.111 25.123 0.406 3
12 -5270.323 49.376 -2.212 5
13 -5319.449 172.065 -49.126 31
14 -5282.503 76.824 36.946 4
15 -5279.847 71.448 2.656 28
START VALUE SET 434 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5640.634 96.708 - 10001
2 -5625.342 94.916 15.291 10001
3 -5671.379 157.223 -46.037 14
4 -5615.819 91.431 55.560 6
5 -5628.250 124.976 -12.431 5
6 -5627.548 130.205 0.702 49
7 -5625.767 112.502 1.781 13
8 -5624.676 106.481 1.091 29
9 -5803.811 85.515 -179.136 2
10 -5760.191 111.771 43.621 270
11 -5758.250 112.076 1.941 10001
12 -5757.274 112.197 0.976 10001
13 -5756.734 112.298 0.540 10001
14 -5756.467 112.331 0.267 10001
15 -5756.327 112.352 0.140 10001
START VALUE SET 435 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5488.918 793.471 - 10001
2 -5488.399 791.915 0.519 10001
3 -5487.966 790.484 0.434 10001
4 -5488.415 784.252 -0.449 177
5 -5491.246 763.827 -2.832 43
6 -5491.059 762.442 0.188 10001
7 -5478.182 850.953 12.877 50
8 -5468.507 1044.460 9.675 34
9 -5468.150 1050.650 0.357 1724
10 -5430.354 722.068 37.796 2
11 -5420.816 637.584 9.538 14
12 -5420.369 637.607 0.448 181
13 -5420.363 637.533 0.005 10001
14 -5420.356 637.462 0.008 10001
15 -5420.348 637.395 0.008 10001
START VALUE SET 436 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5577.150 165.827 - 4
2 -5519.856 165.449 57.294 4
3 -5424.769 112.979 95.087 2
4 -5358.796 33.668 65.973 2
5 -5333.626 30.270 25.170 2
6 -5326.018 49.290 7.608 3
7 -5338.484 8.642 -12.466 2
8 -5326.493 55.922 11.991 3
9 -5326.651 71.218 -0.158 2
10 -5326.470 55.475 0.181 2
11 -5326.384 41.037 0.086 2
12 -5326.100 32.111 0.284 2
13 -5326.384 43.433 -0.284 2
14 -5326.533 49.760 -0.150 2
15 -5326.140 41.250 0.393 2
START VALUE SET 437 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5721.992 183.036 - 10001
2 -5719.326 176.606 2.665 10001
3 -5717.857 172.402 1.469 10001
4 -5717.040 169.581 0.817 10001
5 -5716.505 167.617 0.535 10001
6 -5716.173 166.237 0.332 10001
7 -5715.875 165.228 0.298 10001
8 -5715.701 164.500 0.174 10001
9 -5715.471 163.939 0.230 10001
10 -5715.362 163.534 0.110 10001
11 -5715.197 163.211 0.165 10001
12 -5715.107 162.975 0.089 10001
13 -5715.000 162.787 0.107 10001
14 -5714.917 162.643 0.083 10001
15 -5714.834 162.528 0.083 10001
START VALUE SET 438 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5448.222 74.841 - 10
2 -5447.776 65.078 0.446 10
3 -5446.412 65.116 1.364 80
4 -5446.369 65.203 0.043 10001
5 -5608.875 496.847 -162.506 5
6 -5529.713 335.667 79.162 10
7 -5658.462 718.708 -128.749 6
8 -5647.124 689.197 11.338 37
9 -5585.573 462.710 61.551 6
10 -5579.076 449.758 6.496 46
11 -5578.887 448.620 0.190 507
12 -5578.869 448.508 0.018 10001
13 -5613.020 720.853 -34.151 5
14 -5579.284 447.248 33.736 43
15 -5577.933 440.422 1.351 490
START VALUE SET 439 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5549.525 41.088 - 56
2 -5530.225 133.641 19.300 56
3 -5527.949 176.421 2.275 295
4 -5524.686 170.080 3.263 132
5 -5483.925 117.257 40.761 4
6 -5508.527 48.415 -24.602 2
7 -5498.833 37.818 9.694 2
8 -5499.170 65.745 -0.337 3
9 -5505.204 36.891 -6.033 2
10 -5503.240 65.184 1.963 3
11 -5510.563 70.874 -7.323 2
12 -5486.315 59.598 24.249 6
13 -5480.542 64.324 5.772 373
14 -5515.307 73.247 -34.764 3
15 -5520.225 81.749 -4.918 124
START VALUE SET 440 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5462.698 52.922 - 2
2 -5849.163 79.584 -386.465 2
3 -5566.231 38.623 282.932 3
4 -5555.914 28.061 10.318 7
5 -5586.603 68.903 -30.689 12
6 -5580.808 76.030 5.795 12
7 -5572.622 41.494 8.186 3
8 -5573.941 70.710 -1.319 4
9 -5593.598 52.938 -19.658 2
10 -5591.178 36.337 2.421 3
11 -5667.131 67.008 -75.954 2
12 -5595.098 113.686 72.033 3
13 -5572.292 44.082 22.806 4
14 -5561.473 33.107 10.819 2
15 -5558.214 24.245 3.259 2
START VALUE SET 441 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5522.490 111.160 - 24
2 -5446.515 158.951 75.975 24
3 -5488.333 300.041 -41.818 18
4 -5507.238 165.633 -18.905 166
5 -5634.716 395.081 -127.478 44
6 -5549.903 587.546 84.813 7
7 -5518.553 371.807 31.350 10
8 -5471.750 264.779 46.802 5
9 -5474.735 270.189 -2.985 535
10 -5426.990 57.961 47.746 12
11 -5395.060 4.663 31.930 2
12 -5366.484 15.536 28.576 2
13 -5363.821 199.273 2.663 2
14 -5341.275 8.534 22.546 2
15 -5332.050 21.663 9.225 2
START VALUE SET 442 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5463.486 32.123 - 10001
2 -5463.463 28.022 0.023 10001
3 -5530.190 25.245 -66.727 5
4 -5482.282 17.627 47.908 3
5 -5500.716 5.924 -18.434 2
6 -5487.105 18.384 13.610 3
7 -5497.279 17.250 -10.174 2
8 -5498.669 15.891 -1.390 42
9 -5498.336 15.700 0.334 10001
10 -5417.042 5.324 81.294 3
11 -5487.780 17.457 -70.738 5
12 -5489.299 17.513 -1.519 231
13 -5435.329 6.330 53.971 4
14 -5452.090 6.232 -16.762 2
15 -5448.230 3.076 3.860 2
START VALUE SET 443 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5664.376 236.119 - 12
2 -5596.508 306.957 67.868 12
3 -5522.428 186.771 74.080 5
4 -5505.698 175.160 16.730 26
5 -5504.801 176.119 0.897 1834
6 -5504.571 176.887 0.230 10001
7 -5461.194 304.385 43.377 14
8 -5459.761 292.468 1.433 57
9 -5459.792 292.512 -0.032 8590
10 -5459.809 292.543 -0.017 10001
11 -5459.849 160.318 -0.040 2
12 -5420.514 45.003 39.335 2
13 -5415.992 122.655 4.522 7
14 -5415.100 121.417 0.892 32
15 -5415.073 120.708 0.027 10001
START VALUE SET 444 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5865.091 5651.898 - 10001
2 -5851.464 5611.068 13.627 10001
3 -5850.938 5605.643 0.525 10001
4 -5850.844 5604.427 0.094 10001
5 -5905.162 5856.278 -54.318 32
6 -5855.104 5619.605 50.057 79
7 -5918.039 5960.955 -62.935 80
8 -5910.767 5937.193 7.273 274
9 -5910.646 5936.861 0.121 10001
10 -5910.514 5936.301 0.132 10001
11 -5910.377 5935.982 0.137 10001
12 -5910.229 5935.265 0.148 10001
13 -5910.082 5934.756 0.146 10001
14 -5909.943 5934.105 0.139 10001
15 -5909.809 5933.515 0.134 10001
START VALUE SET 445 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5808.909 135.863 - 10001
2 -5782.117 135.717 26.793 10001
3 -5773.025 138.736 9.092 10001
4 -5769.679 141.326 3.346 10001
5 -5768.336 143.198 1.343 10001
6 -5767.835 144.548 0.501 10001
7 -5734.275 138.192 33.560 27
8 -5730.226 136.633 4.049 70
9 -5730.191 136.682 0.035 10001
10 -5730.157 136.709 0.034 10001
11 -5730.111 136.718 0.046 10001
12 -5598.239 97.266 131.872 3
13 -5531.858 117.280 66.381 3
14 -5497.027 99.096 34.831 3
15 -5494.406 102.800 2.621 20
START VALUE SET 446 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5462.298 200.736 - 5
2 -5588.794 129.742 -126.496 5
3 -5399.923 182.645 188.871 7
4 -5374.404 242.521 25.519 745
5 -5373.591 245.014 0.813 2595
6 -5373.281 247.283 0.310 10001
7 -5357.483 202.534 15.798 6
8 -5357.288 205.370 0.196 438
9 -5357.259 206.217 0.029 10001
10 -5357.244 206.793 0.015 10001
11 -5357.227 207.243 0.017 10001
12 -5357.226 207.645 0.001 10001
13 -5357.232 207.894 -0.007 10001
14 -5357.225 208.009 0.007 10001
15 -5357.220 208.112 0.005 10001
START VALUE SET 447 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5529.156 97.012 - 21
2 -5499.055 46.041 30.100 21
3 -5497.342 45.166 1.713 52
4 -5497.343 45.160 -0.001 5483
5 -5581.057 29.425 -83.714 2
6 -5520.561 9.469 60.496 3
7 -5511.109 30.922 9.452 3
8 -5507.771 25.355 3.337 2
9 -5506.332 30.564 1.439 2
10 -5506.767 30.576 -0.435 2
11 -5507.303 25.531 -0.536 2
12 -5560.964 40.594 -53.660 2
13 -5515.113 33.472 45.850 3
14 -5508.810 24.258 6.303 2
15 -5507.816 33.441 0.994 2
START VALUE SET 448 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5606.499 265.151 - 169
2 -5615.369 234.507 -8.869 169
3 -5560.278 218.973 55.091 11
4 -5554.007 206.157 6.271 298
5 -5680.827 195.516 -126.819 10
6 -5573.421 181.884 107.405 32
7 -5571.017 178.313 2.404 418
8 -5570.611 177.309 0.406 10001
9 -5570.525 176.885 0.086 10001
10 -5570.521 176.685 0.004 10001
11 -5570.610 176.490 -0.089 10001
12 -5570.607 176.418 0.003 10001
13 -5570.610 176.392 -0.003 10001
14 -5570.610 176.363 -0.000 10001
15 -5570.611 176.304 -0.001 10001
START VALUE SET 449 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5697.914 53.075 - 5
2 -5730.984 106.706 -33.070 5
3 -5688.556 192.546 42.428 3
4 -5886.292 257.527 -197.737 8
5 -5926.693 42.729 -40.400 3
6 -5781.063 15.626 145.630 2
7 -5799.214 9.246 -18.150 2
8 -5847.268 32.411 -48.055 2
9 -5793.148 27.554 54.120 2
10 -5765.567 117.832 27.581 2
11 -5791.565 85.976 -25.998 2
12 -5907.365 91.168 -115.800 2
13 -5768.517 31.268 138.848 2
14 -5798.582 68.418 -30.065 2
15 -5806.887 27.523 -8.306 2
START VALUE SET 450 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5700.558 45.414 - 30
2 -5718.107 42.890 -17.550 30
3 -5578.845 53.498 139.262 2
4 -5553.779 65.093 25.067 8
5 -5736.958 94.728 -183.179 2
6 -26070.167 80.597 -20333.209 2
7 -14299.641 156.310 11770.526 2
8 -9876.857 157.641 4422.784 24
9 -9540.346 120.968 336.512 241
10 -9538.219 117.913 2.126 10001
11 -9536.674 117.307 1.545 10001
12 -9536.169 117.252 0.506 10001
13 -9536.254 117.263 -0.085 10001
14 -9375.910 80.336 160.344 8
15 -11364.532 1144.056 -1988.621 2
START VALUE SET 451 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5428.989 31.531 - 4
2 -5501.502 55.475 -72.513 4
3 -5502.502 58.783 -1.000 533
4 -5477.965 9.221 24.538 2
5 -5500.879 9.129 -22.915 2
6 -5496.393 3.083 4.486 2
7 -5488.081 7.710 8.312 3
8 -5485.767 2.941 2.314 2
9 -5484.784 3.938 0.983 2
10 -5483.049 3.395 1.736 2
11 -5483.036 3.079 0.012 2
12 -5483.804 2.770 -0.768 2
13 -5484.157 5.977 -0.353 2
14 -5487.015 8.785 -2.858 2
15 -5505.073 62.350 -18.058 9
START VALUE SET 452 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5420.450 221.187 - 14
2 -5360.674 177.735 59.776 14
3 -5358.866 172.583 1.807 16
4 -5358.352 167.248 0.515 158
5 -5357.063 164.908 1.288 10001
6 -5356.040 163.021 1.023 10001
7 -5355.221 161.492 0.819 10001
8 -5354.575 160.227 0.647 10001
9 -5354.057 159.171 0.518 10001
10 -5353.662 158.257 0.394 10001
11 -5353.466 157.308 0.197 10001
12 -5359.772 148.232 -6.306 73
13 -5359.309 148.464 0.463 10001
14 -5411.788 88.356 -52.479 6
15 -5362.602 147.221 49.186 3
START VALUE SET 453 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5540.752 384.171 - 10001
2 -5540.673 384.291 0.080 10001
3 -5481.723 354.486 58.950 7
4 -5395.124 122.520 86.599 2
5 -5373.697 78.318 21.426 2
6 -5367.966 49.020 5.732 2
7 -5397.090 92.817 -29.124 2
8 -5361.971 14.812 35.120 2
9 -5356.406 12.124 5.565 2
10 -5352.215 12.177 4.191 2
11 -5349.180 8.507 3.035 2
12 -5348.235 7.443 0.945 2
13 -5347.894 5.756 0.340 2
14 -5348.273 5.936 -0.379 2
15 -5348.807 4.945 -0.534 2
START VALUE SET 454 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5417.452 29.110 - 8
2 -5440.414 27.776 -22.962 8
3 -5431.621 26.563 8.793 12
4 -5430.986 25.983 0.635 94
5 -5448.724 13.614 -17.738 3
6 -5431.359 26.918 17.364 62
7 -5431.021 26.902 0.338 1012
8 -5430.995 26.660 0.026 10001
9 -5417.597 37.561 13.398 7
10 -5410.230 21.626 7.367 24
11 -5422.113 33.981 -11.883 4
12 -5454.313 10.189 -32.200 2
13 -5639.681 96.287 -185.369 7
14 -5446.849 24.627 192.833 3
15 -5445.044 42.892 1.805 11
START VALUE SET 455 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5522.273 21.429 - 3
2 -5512.593 16.336 9.680 3
3 -5547.615 38.908 -35.022 2
4 -5539.916 30.890 7.699 2
5 -5540.444 40.850 -0.528 108
6 -5543.676 129.723 -3.232 2
7 -5532.497 17.283 11.179 2
8 -5529.128 6.422 3.369 2
9 -5532.076 6.522 -2.948 2
10 -5530.569 5.115 1.508 2
11 -5531.657 3.646 -1.088 2
12 -5530.800 11.153 0.857 2
13 -5528.655 6.140 2.145 2
14 -5531.629 5.615 -2.974 3
15 -5527.436 6.467 4.193 2
START VALUE SET 456 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5593.189 62.216 - 7
2 -5592.137 52.117 1.052 7
3 -5592.612 49.780 -0.476 26
4 -5611.164 65.131 -18.551 2
5 -5598.308 52.622 12.856 8
6 -5597.984 52.229 0.323 141
7 -5607.273 38.108 -9.289 3
8 -5626.829 57.332 -19.556 2
9 -5623.775 67.328 3.054 3
10 -5613.668 36.246 10.107 3
11 -5612.342 37.904 1.326 2
12 -5613.109 30.943 -0.767 2
13 -5613.902 32.859 -0.793 5
14 -5612.113 34.234 1.790 2
15 -5613.563 36.549 -1.450 4
START VALUE SET 457 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5505.719 132.193 - 3
2 -5634.579 73.530 -128.861 3
3 -5646.890 88.665 -12.311 60
4 -5644.273 90.868 2.617 1485
5 -5643.547 91.925 0.726 10001
6 -5643.321 92.695 0.226 10001
7 -5643.115 94.629 0.206 10001
8 -5623.092 84.671 20.022 12
9 -5622.942 84.855 0.150 594
10 -5621.392 89.355 1.550 19
11 -5628.572 125.044 -7.180 4
12 -5617.492 92.198 11.080 3
13 -5615.287 72.253 2.205 2
14 -5614.774 60.687 0.513 2
15 -5628.459 55.119 -13.686 2
START VALUE SET 458 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5557.336 22.650 - 4
2 -5533.712 12.759 23.624 4
3 -5522.983 5.384 10.729 2
4 -5516.117 12.487 6.866 2
5 -5516.419 4.787 -0.302 2
6 -5518.336 12.941 -1.917 2
7 -5519.025 3.777 -0.689 2
8 -5520.828 6.493 -1.803 2
9 -5520.977 3.683 -0.149 2
10 -5522.573 3.559 -1.596 2
11 -5521.916 3.731 0.657 2
12 -5523.259 3.560 -1.343 2
13 -5521.709 4.181 1.550 2
14 -5522.259 4.361 -0.550 2
15 -5521.500 4.220 0.759 2
START VALUE SET 459 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5448.580 27.495 - 3
2 -5448.120 17.950 0.459 3
3 -5461.745 8.579 -13.624 2
4 -5455.153 12.961 6.592 3
5 -5588.769 3.007 -133.616 2
6 -5848.218 19.759 -259.449 3
7 -5765.959 40.772 82.259 4
8 -5683.628 27.758 82.331 2
9 -5813.308 5.905 -129.681 2
10 -7467.978 22.871 -1654.670 2
11 -5795.536 6.690 1672.443 3
12 -5605.396 36.533 190.139 7
13 -5574.280 56.247 31.116 189
14 -5574.157 56.199 0.123 395
15 -5574.151 56.195 0.007 10001
START VALUE SET 460 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5391.315 30.691 - 3
2 -5416.117 13.775 -24.802 3
3 -5435.069 7.417 -18.952 2
4 -5443.802 4.316 -8.733 2
5 -5440.578 3.235 3.224 2
6 -5449.099 5.171 -8.522 2
7 -5443.056 6.190 6.043 2
8 -5446.470 3.859 -3.414 2
9 -5448.102 5.722 -1.632 2
10 -5453.904 5.990 -5.803 2
11 -5449.872 2.447 4.032 2
12 -5450.008 2.595 -0.136 2
13 -5454.729 3.205 -4.721 2
14 -5463.969 13.591 -9.240 2
15 -5454.686 8.920 9.283 8
START VALUE SET 461 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5382.763 39.738 - 10001
2 -5382.388 40.704 0.375 10001
3 -5727.983 76.691 -345.595 2
4 -5530.656 7.315 197.327 3
5 -5529.746 18.631 0.910 4
6 -5530.339 21.200 -0.593 140
7 -5530.336 21.208 0.003 3957
8 -5530.336 21.214 -0.000 10001
9 -5530.337 21.213 -0.001 10001
10 -5530.337 21.218 -0.000 10001
11 -5530.338 21.219 -0.001 10001
12 -5530.341 21.220 -0.003 10001
13 -5530.457 21.247 -0.116 10001
14 -5530.668 21.375 -0.211 10001
15 -5620.102 11.400 -89.434 9
START VALUE SET 462 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5376.036 22.819 - 5
2 -5388.607 16.420 -12.571 5
3 -5416.917 14.455 -28.311 2
4 -5398.226 14.721 18.691 4
5 -5412.561 4.186 -14.335 14
6 -5411.994 5.391 0.567 63
7 -5411.812 5.896 0.182 10001
8 -5411.732 6.624 0.081 10001
9 -5411.558 7.264 0.173 10001
10 -5411.392 7.759 0.166 10001
11 -5411.373 8.027 0.018 10001
12 -5411.573 7.935 -0.199 10001
13 -5411.550 8.080 0.023 10001
14 -5411.518 8.197 0.032 10001
15 -5411.498 8.277 0.020 10001
START VALUE SET 463 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5621.757 53.837 - 5
2 -5580.614 44.280 41.143 5
3 -5584.635 47.097 -4.021 10
4 -5582.955 43.733 1.679 81
5 -5582.899 43.469 0.057 4748
6 -5588.559 33.406 -5.661 3
7 -5603.242 41.601 -14.682 4
8 -5603.024 40.224 0.217 47
9 -5602.978 40.057 0.046 5059
10 -5602.957 39.947 0.020 10001
11 -5602.948 39.874 0.009 10001
12 -5603.279 43.532 -0.330 2
13 -5600.112 43.292 3.167 2
14 -5593.555 39.672 6.557 2
15 -5588.808 33.617 4.747 3
START VALUE SET 464 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5486.026 287.548 - 2
2 -5506.859 103.678 -20.833 2
3 -5542.633 168.688 -35.775 3
4 -5490.072 134.699 52.561 13
5 -5487.248 132.898 2.824 37
6 -5486.222 135.509 1.026 2775
7 -5485.540 137.792 0.681 10001
8 -5481.430 68.997 4.111 2
9 -5508.976 65.867 -27.546 5
10 -5480.929 59.353 28.047 3
11 -5478.052 76.076 2.877 2
12 -5479.744 71.771 -1.692 2
13 -5479.858 69.412 -0.114 2
14 -5481.959 73.515 -2.101 2
15 -5480.637 70.135 1.322 2
START VALUE SET 465 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5833.413 321.347 - 10001
2 -5819.672 310.535 13.741 10001
3 -5815.306 306.638 4.366 10001
4 -5807.548 121.495 7.759 2
5 -5740.555 119.958 66.993 2
6 -5721.443 96.699 19.111 2
7 -5704.759 74.841 16.684 2
8 -5697.036 57.884 7.723 2
9 -5690.785 43.506 6.251 2
10 -5684.787 44.637 5.998 2
11 -5685.826 44.596 -1.039 2
12 -5696.965 31.511 -11.139 7
13 -5677.022 32.653 19.942 2
14 -5721.056 83.856 -44.034 2
15 -5674.965 36.479 46.091 2
START VALUE SET 466 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5719.290 116.298 - 10001
2 -5711.389 118.061 7.901 10001
3 -5710.344 118.972 1.045 10001
4 -5710.193 119.338 0.151 10001
5 -5710.150 119.460 0.043 10001
6 -5710.139 119.500 0.011 10001
7 -5710.119 119.483 0.020 10001
8 -5710.084 119.447 0.034 10001
9 -5790.026 388.525 -79.942 203
10 -5719.239 415.957 70.788 4
11 -5660.974 80.799 58.264 2
12 -5631.617 110.255 29.357 2
13 -5621.032 84.163 10.584 2
14 -5610.741 69.517 10.292 2
15 -5602.781 50.495 7.960 2
START VALUE SET 467 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5617.262 107.761 - 34
2 -5594.558 100.293 22.704 34
3 -5593.478 103.399 1.079 3366
4 -5593.199 105.225 0.280 10001
5 -5593.105 106.221 0.093 10001
6 -5592.990 106.649 0.116 10001
7 -5592.958 106.939 0.031 10001
8 -5592.918 107.084 0.040 10001
9 -5592.891 107.158 0.027 10001
10 -5592.863 107.191 0.028 10001
11 -5592.839 107.202 0.024 10001
12 -5592.814 107.202 0.025 10001
13 -5592.793 107.201 0.021 10001
14 -5592.771 107.199 0.023 10001
15 -5592.746 107.188 0.024 10001
START VALUE SET 468 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5501.958 25.009 - 10001
2 -5492.371 33.788 9.586 10001
3 -5560.604 33.941 -68.233 8
4 -5553.516 26.124 7.088 22
5 -5551.861 23.446 1.655 670
6 -5551.292 21.988 0.569 10001
7 -5551.116 21.203 0.176 10001
8 -5550.985 20.757 0.131 10001
9 -5551.138 20.565 -0.154 10001
10 -5669.672 14.348 -118.533 3
11 -5740.929 15.413 -71.258 2
12 -5756.160 9.350 -15.231 2
13 -5791.131 36.487 -34.971 2
14 -5791.896 8.588 -0.765 2
15 -5819.609 8.430 -27.713 2
START VALUE SET 469 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5501.685 56.424 - 38
2 -5486.569 8.640 15.115 38
3 -5474.901 16.090 11.668 2
4 -5465.759 19.307 9.142 3
5 -5463.030 19.071 2.729 20
6 -5462.089 19.773 0.941 2126
7 -5461.764 20.145 0.325 10001
8 -5461.644 20.411 0.120 10001
9 -5461.590 20.593 0.054 10001
10 -5461.567 20.769 0.023 10001
11 -5461.553 20.828 0.013 10001
12 -5461.546 20.868 0.008 10001
13 -5461.539 20.895 0.007 10001
14 -5461.530 20.916 0.009 10001
15 -5461.509 20.932 0.021 10001
START VALUE SET 470 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5391.503 44.149 - 39
2 -5364.471 13.625 27.032 39
3 -5359.424 13.123 5.047 33
4 -5367.411 12.548 -7.987 4
5 -5510.673 10.382 -143.262 2
6 -5419.792 5.999 90.881 4
7 -5407.399 4.854 12.393 12
8 -5403.729 4.262 3.670 99
9 -5403.155 4.114 0.574 426
10 -5402.882 4.480 0.273 10001
11 -5402.765 4.713 0.116 10001
12 -5402.716 4.860 0.049 10001
13 -5402.682 4.955 0.034 10001
14 -5402.663 5.015 0.019 10001
15 -5402.638 5.053 0.025 10001
START VALUE SET 471 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5691.266 228.667 - 4
2 -5641.328 107.530 49.939 4
3 -5635.009 96.544 6.319 26
4 -5634.615 98.434 0.394 8989
5 -5638.280 110.217 -3.665 132
6 -5623.734 11.169 14.546 6
7 -5622.222 11.048 1.513 138
8 -5622.209 11.049 0.013 10001
9 -5622.207 11.049 0.002 10001
10 -5622.206 11.050 0.002 10001
11 -5622.204 11.049 0.002 10001
12 -5622.202 11.049 0.002 10001
13 -5622.195 11.046 0.006 10001
14 -5622.193 11.044 0.003 10001
15 -5622.187 11.040 0.006 10001
START VALUE SET 472 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5507.013 46.031 - 2
2 -5616.194 40.546 -109.180 2
3 -5631.910 31.862 -15.717 29
4 -5631.861 31.035 0.050 2877
5 -5632.351 30.277 -0.491 10001
6 -5632.693 29.795 -0.341 10001
7 -5653.977 41.686 -21.284 3
8 -5611.739 30.401 42.238 2
9 -5615.748 27.640 -4.010 2
10 -5628.163 18.269 -12.414 9
11 -5598.762 23.498 29.401 2
12 -5577.496 33.254 21.266 2
13 -5639.066 38.209 -61.570 2
14 -5543.698 27.345 95.368 4
15 -5593.431 36.352 -49.733 4
START VALUE SET 473 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5498.040 23.784 - 6
2 -5489.825 13.311 8.216 6
3 -5501.956 21.567 -12.132 4
4 -5505.264 35.200 -3.308 42
5 -5504.211 35.470 1.053 3880
6 -5503.650 35.658 0.561 10001
7 -5505.909 27.184 -2.259 12
8 -5468.189 10.512 37.721 10
9 -5468.110 22.745 0.079 13
10 -5447.479 19.123 20.631 3
11 -5446.438 15.322 1.040 167
12 -5445.479 15.744 0.960 2780
13 -5425.412 6.978 20.066 2
14 -5423.866 5.602 1.547 3
15 -5476.829 70.706 -52.963 2
START VALUE SET 474 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5721.561 56.731 - 716
2 -5716.580 52.403 4.981 716
3 -5715.111 52.529 1.469 7865
4 -5714.602 52.636 0.509 10001
5 -5714.423 52.710 0.179 10001
6 -5714.350 52.754 0.073 10001
7 -5714.314 52.779 0.037 10001
8 -5714.301 52.796 0.013 10001
9 -5714.304 52.808 -0.004 10001
10 -5714.180 52.782 0.124 10001
11 -5708.116 65.242 6.064 4
12 -5657.148 46.251 50.968 4
13 -5655.203 45.011 1.945 42
14 -5655.159 44.907 0.044 2941
15 -5655.152 44.870 0.007 10001
START VALUE SET 475 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5641.613 107.362 - 10001
2 -5639.887 107.068 1.726 10001
3 -5639.148 106.877 0.739 10001
4 -5643.057 99.857 -3.909 19
5 -5643.709 100.068 -0.652 1180
6 -5643.652 100.093 0.057 10001
7 -5643.640 100.108 0.011 10001
8 -5643.629 100.106 0.012 10001
9 -5643.614 100.088 0.015 10001
10 -5643.603 100.076 0.010 10001
11 -5643.591 100.058 0.012 10001
12 -5643.580 100.041 0.012 10001
13 -5643.567 100.023 0.013 10001
14 -5643.554 100.003 0.013 10001
15 -5643.540 99.983 0.014 10001
START VALUE SET 476 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5547.544 49.026 - 192
2 -5543.275 40.618 4.269 192
3 -5542.139 37.412 1.136 10001
4 -5550.892 11.174 -8.753 7
5 -5508.880 13.775 42.012 3
6 -5541.222 7.749 -32.342 2
7 -5529.171 5.765 12.050 2
8 -5811.908 30.539 -282.737 3
9 -5757.054 31.341 54.854 18
10 -5753.771 31.787 3.283 991
11 -5566.000 9.025 187.771 5
12 -5620.037 14.900 -54.037 2
13 -5561.128 11.885 58.909 2
14 -5549.526 16.665 11.602 3
15 -5552.448 9.114 -2.922 2
START VALUE SET 477 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5876.767 357.090 - 9
2 -5845.255 310.250 31.512 9
3 -5844.204 306.057 1.052 940
4 -5843.900 302.513 0.304 10001
5 -5843.686 299.795 0.214 10001
6 -5958.155 403.427 -114.469 26
7 -5947.279 378.968 10.876 8
8 -5948.064 377.264 -0.785 1808
9 -6573.046 759.693 -624.981 10
10 -6053.407 281.099 519.639 3
11 -6001.888 515.887 51.518 5
12 -6001.080 516.156 0.809 240
13 -6000.958 516.803 0.122 10001
14 -6000.948 517.122 0.010 10001
15 -6000.937 517.250 0.011 10001
START VALUE SET 478 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5927.939 95.393 - 7
2 -5858.036 71.745 69.903 7
3 -5835.336 60.332 22.700 14
4 -5941.326 153.744 -105.990 29
5 -5987.134 164.260 -45.808 5
6 -6489.365 4178.677 -502.231 6
7 -6344.212 3821.541 145.154 19
8 -5934.854 390.154 409.358 3
9 -5916.344 268.979 18.510 4
10 -5890.721 470.566 25.623 5
11 -5860.569 956.002 30.152 2
12 -5779.644 478.274 80.926 2
13 -5748.244 357.746 31.400 2
14 -5723.156 230.351 25.087 2
15 -5730.749 97.873 -7.592 2
START VALUE SET 479 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5674.700 106.497 - 11
2 -5655.778 76.620 18.922 11
3 -5654.580 75.572 1.199 1457
4 -5654.140 74.920 0.439 10001
5 -5653.856 74.426 0.285 10001
6 -5653.607 74.035 0.249 10001
7 -5653.582 73.823 0.025 10001
8 -5653.590 73.693 -0.008 10001
9 -5653.591 73.589 -0.001 10001
10 -5653.681 73.511 -0.090 10001
11 -5653.600 73.456 0.081 10001
12 -5726.269 113.759 -72.668 23
13 -5716.774 112.278 9.495 97
14 -5716.606 112.178 0.168 10001
15 -5716.546 112.137 0.060 10001
START VALUE SET 480 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5574.967 130.895 - 16
2 -5583.577 135.940 -8.611 16
3 -5582.310 134.099 1.268 1228
4 -5581.428 132.909 0.881 10001
5 -5580.898 131.996 0.531 10001
6 -5580.620 131.293 0.278 10001
7 -5580.440 130.739 0.181 10001
8 -5580.463 130.305 -0.024 10001
9 -5580.403 129.953 0.060 10001
10 -5528.643 139.426 51.760 9
11 -5512.371 165.618 16.272 8
12 -5475.734 116.560 36.637 3
13 -5451.889 48.531 23.845 3
14 -5453.488 63.688 -1.599 8
15 -5441.587 56.075 11.901 13
START VALUE SET 481 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5830.413 550.387 - 10001
2 -5826.073 544.284 4.340 10001
3 -5823.101 539.440 2.972 10001
4 -5821.087 535.639 2.014 10001
5 -5819.620 532.602 1.467 10001
6 -5818.621 530.220 0.999 10001
7 -5817.629 528.077 0.993 10001
8 -5817.133 526.581 0.496 10001
9 -5955.142 676.473 -138.009 4
10 -5909.122 990.325 46.020 19
11 -5938.262 695.513 -29.139 11
12 -5941.330 689.587 -3.069 48
13 -5942.219 687.949 -0.889 10001
14 -6418.964 271.216 -476.745 18
15 -6402.822 106.360 16.142 2
START VALUE SET 482 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5677.180 161.457 - 10001
2 -5671.941 162.106 5.239 10001
3 -5679.026 172.885 -7.085 20
4 -5616.573 154.421 62.453 15
5 -5612.055 153.794 4.518 175
6 -5543.231 104.196 68.824 4
7 -5537.397 98.657 5.834 16
8 -5492.833 50.680 44.564 4
9 -5492.226 49.653 0.607 58
10 -5492.165 49.500 0.061 10001
11 -5492.139 49.414 0.026 10001
12 -5492.115 49.341 0.024 10001
13 -5492.094 49.283 0.021 10001
14 -5492.074 49.234 0.020 10001
15 -5492.054 49.191 0.020 10001
START VALUE SET 483 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5510.917 26.382 - 17
2 -5507.394 14.753 3.524 17
3 -5507.395 14.928 -0.001 282
4 -5519.651 17.326 -12.255 18
5 -5524.015 16.993 -4.364 51
6 -5523.948 16.493 0.067 10001
7 -5523.920 16.182 0.028 10001
8 -5523.910 15.990 0.011 10001
9 -5523.908 15.868 0.002 10001
10 -5508.449 21.466 15.459 23
11 -5508.502 24.126 -0.054 99
12 -5530.547 19.350 -22.045 2
13 -5509.249 17.966 21.298 23
14 -5545.304 30.759 -36.055 20
15 -5524.019 27.617 21.285 17
START VALUE SET 484 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5576.530 137.059 - 75
2 -5557.855 342.218 18.675 75
3 -5524.683 75.448 33.173 2
4 -5524.252 79.277 0.431 5
5 -5526.184 113.891 -1.933 52
6 -5525.318 122.377 0.866 10001
7 -5513.361 54.639 11.958 934
8 -5512.968 13.740 0.392 2
9 -5514.608 21.919 -1.640 2
10 -5515.913 14.267 -1.304 2
11 -5517.417 19.603 -1.505 2
12 -5518.630 13.629 -1.213 2
13 -5519.908 20.577 -1.277 2
14 -5518.794 14.446 1.114 2
15 -5518.691 8.292 0.103 2
START VALUE SET 485 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5405.834 32.000 - 3
2 -5426.893 2.423 -21.059 3
3 -5405.270 3.783 21.623 3
4 -5428.892 66.338 -23.622 62
5 -5401.623 4.061 27.269 4
6 -5407.549 4.097 -5.926 120
7 -5476.620 35.729 -69.071 2
8 -5498.376 29.799 -21.756 3
9 -5502.145 31.527 -3.769 18
10 -5502.208 32.391 -0.063 362
11 -5502.231 32.766 -0.023 10001
12 -5502.657 32.985 -0.426 10001
13 -5419.890 37.303 82.767 4
14 -5398.609 32.956 21.280 9
15 -5398.106 30.266 0.504 3609
START VALUE SET 486 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5366.276 36.109 - 6
2 -5365.160 32.396 1.116 6
3 -5387.236 13.815 -22.076 3
4 -5411.601 26.181 -24.365 19
5 -5589.458 62.011 -177.857 131
6 -5586.690 67.310 2.768 7853
7 -5520.358 42.306 66.332 10
8 -5525.587 45.904 -5.230 267
9 -5519.078 41.641 6.510 368
10 -5518.195 40.992 0.882 10001
11 -5518.173 40.898 0.023 10001
12 -5474.039 18.147 44.134 62
13 -5501.632 28.095 -27.593 63
14 -5503.398 30.398 -1.765 1194
15 -5503.766 31.513 -0.368 10001
START VALUE SET 487 :
Iteration LL Max.Gradient LL.Change Step Size
1 -6022.640 1708.128 - 10001
2 -6022.179 1720.802 0.461 10001
3 -6022.463 1726.322 -0.284 10001
4 -6023.541 1727.833 -1.078 10001
5 -6023.871 1728.751 -0.330 10001
6 -6024.197 1728.967 -0.325 10001
7 -6024.481 1728.889 -0.284 10001
8 -6024.741 1728.673 -0.261 10001
9 -6024.988 1728.393 -0.246 10001
10 -6025.224 1728.084 -0.237 10001
11 -6025.454 1727.764 -0.230 10001
12 -6025.678 1727.440 -0.224 10001
13 -6025.897 1727.115 -0.219 10001
14 -6026.111 1726.792 -0.214 10001
15 -6026.321 1726.471 -0.210 10001
START VALUE SET 488 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5380.166 24.558 - 4
2 -5388.072 5.442 -7.906 4
3 -5426.698 12.355 -38.626 2
4 -5398.774 10.507 27.924 3
5 -5392.610 4.801 6.165 3
6 -5392.835 5.619 -0.226 46
7 -5392.810 6.045 0.025 6160
8 -5386.525 15.653 6.285 17
9 -5386.322 16.380 0.203 59
10 -5386.284 16.648 0.038 1553
11 -5397.372 10.912 -11.088 2
12 -5395.703 12.571 1.669 3
13 -5396.214 12.556 -0.511 70
14 -5398.616 7.401 -2.403 2
15 -5404.416 12.236 -5.800 2
START VALUE SET 489 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5500.766 395.744 - 10001
2 -5493.781 384.849 6.985 10001
3 -5490.134 379.370 3.646 10001
4 -5531.688 321.958 -41.554 5
5 -6232.984 1396.671 -701.296 9
6 -6090.852 1032.469 142.132 18
7 -6194.571 1282.062 -103.719 10
8 -6197.431 1304.860 -2.861 414
9 -6197.152 1305.901 0.279 10001
10 -6197.140 1305.630 0.012 10001
11 -6197.389 1306.209 -0.249 10001
12 -5837.807 575.071 359.583 4
13 -5728.160 92.442 109.647 3
14 -5728.451 118.052 -0.291 31
15 -5666.908 64.025 61.543 118
START VALUE SET 490 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5914.548 103.945 - 10001
2 -5913.261 47.618 1.287 10001
3 -5912.366 48.394 0.895 10001
4 -5911.736 49.063 0.630 10001
5 -5911.232 49.629 0.504 10001
6 -5910.913 50.120 0.319 10001
7 -5910.729 50.550 0.184 10001
8 -5908.862 50.067 1.866 34
9 -5908.723 50.390 0.139 10001
10 -5901.370 60.973 7.354 15
11 -5901.286 62.081 0.084 342
12 -5900.211 47.458 1.075 3
13 -5892.925 99.429 7.286 4
14 -5868.861 112.619 24.064 2
15 -5848.911 254.316 19.950 7
START VALUE SET 491 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5397.316 51.359 - 14
2 -5393.729 4.644 3.587 14
3 -5402.801 5.589 -9.072 7
4 -5394.473 4.759 8.328 5
5 -5400.730 4.837 -6.258 2
6 -5448.687 383.785 -47.957 3
7 -5405.490 3.490 43.197 2
8 -5419.370 7.499 -13.880 2
9 -5402.134 4.057 17.235 2
10 -5400.948 3.600 1.187 2
11 -5398.530 3.738 2.417 2
12 -5388.487 2.654 10.044 2
13 -5384.903 4.385 3.583 2
14 -5378.862 2.841 6.041 2
15 -5373.599 2.585 5.263 2
START VALUE SET 492 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5384.124 61.776 - 5
2 -5413.207 47.236 -29.082 5
3 -5426.032 35.122 -12.825 2
4 -5450.323 13.948 -24.292 2
5 -5512.558 61.925 -62.235 2
6 -5441.208 45.560 71.350 2
7 -5437.204 32.464 4.004 3
8 -5440.021 37.591 -2.816 2
9 -5440.406 30.175 -0.386 2
10 -5441.574 35.294 -1.168 2
11 -5448.634 50.685 -7.059 3
12 -5500.714 118.201 -52.081 4
13 -5450.500 23.930 50.215 2
14 -5453.245 31.834 -2.745 3
15 -5458.593 22.424 -5.348 2
START VALUE SET 493 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5375.245 39.073 - 6
2 -5403.119 55.844 -27.874 6
3 -5394.020 21.726 9.099 5
4 -5557.850 44.819 -163.830 2
5 -5520.104 24.064 37.746 4
6 -5470.268 25.023 49.836 5
7 -5503.040 3.485 -32.772 2
8 -5478.351 11.309 24.689 2
9 -5473.473 17.551 4.879 2
10 -5479.050 8.406 -5.577 2
11 -5479.204 8.012 -0.155 2
12 -5485.688 5.476 -6.484 2
13 -5489.014 2.543 -3.326 3
14 -5515.783 10.558 -26.769 3
15 -5484.756 1.771 31.027 2
START VALUE SET 494 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5425.137 17.723 - 3
2 -5449.683 2.894 -24.545 3
3 -5452.362 3.201 -2.679 20
4 -5452.187 3.597 0.175 4306
5 -5441.021 2.691 11.166 11
6 -5445.756 2.157 -4.735 24
7 -5474.915 14.903 -29.159 2
8 -5452.521 3.390 22.395 5
9 -5446.909 2.344 5.612 70
10 -5448.092 2.269 -1.183 29
11 -5448.105 2.248 -0.014 7758
12 -5448.159 2.232 -0.053 10001
13 -5448.343 2.222 -0.185 10001
14 -5448.632 2.216 -0.289 10001
15 -5448.345 2.200 0.288 10001
START VALUE SET 495 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5511.874 47.913 - 10
2 -5519.264 26.290 -7.390 10
3 -5532.927 25.063 -13.664 5
4 -5534.036 30.397 -1.108 26
5 -5519.491 17.428 14.544 2
6 -5516.015 20.095 3.476 3
7 -5522.047 13.152 -6.032 2
8 -5520.730 19.771 1.317 2
9 -5525.021 18.914 -4.291 2
10 -5520.029 11.668 4.992 2
11 -5522.243 11.282 -2.215 2
12 -5521.895 10.407 0.348 2
13 -5523.984 8.790 -2.089 2
14 -5523.418 12.451 0.566 2
15 -5525.240 9.346 -1.822 2
START VALUE SET 496 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5446.580 21.441 - 4
2 -5429.856 10.015 16.724 4
3 -5444.842 9.732 -14.986 3
4 -5443.922 3.504 0.920 2
5 -5444.240 3.099 -0.318 3
6 -5453.652 2.462 -9.412 2
7 -5449.954 3.550 3.698 3
8 -5452.563 4.374 -2.610 3
9 -5455.351 3.229 -2.788 2
10 -5458.193 2.039 -2.842 2
11 -5460.655 3.403 -2.462 2
12 -5463.320 1.927 -2.664 2
13 -5466.949 3.915 -3.630 2
14 -5473.378 2.869 -6.429 2
15 -5513.522 12.660 -40.143 9
START VALUE SET 497 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5733.069 932.767 - 10
2 -5708.855 642.155 24.214 10
3 -5706.037 790.389 2.817 283
4 -5705.640 776.941 0.398 10001
5 -5705.955 725.624 -0.315 10001
6 -5701.723 830.633 4.232 247
7 -5700.622 743.310 1.101 40
8 -5701.017 875.145 -0.394 169
9 -5708.905 582.466 -7.889 17
10 -5700.980 924.565 7.925 40
11 -5700.931 926.207 0.049 2994
12 -5707.729 718.218 -6.798 21
13 -5699.236 646.456 8.493 13
14 -5699.200 641.789 0.036 1075
15 -5699.189 640.344 0.011 10001
START VALUE SET 498 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5670.881 657.007 - 5
2 -5430.065 529.940 240.816 5
3 -5444.960 307.066 -14.895 2
4 -5428.191 20.757 16.769 2
5 -5461.594 24.108 -33.403 2
6 -5386.382 99.300 75.212 3
7 -5366.648 81.821 19.733 28
8 -5347.880 73.270 18.768 2
9 -5353.237 48.662 -5.357 3
10 -5331.095 28.737 22.142 2
11 -5328.041 56.013 3.054 2
12 -5318.538 59.991 9.503 2
13 -5318.549 76.813 -0.011 2
14 -5329.657 85.721 -11.108 2
15 -5305.460 60.524 24.197 2
START VALUE SET 499 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5413.947 33.808 - 21
2 -5452.542 14.922 -38.595 21
3 -5436.531 25.196 16.011 8
4 -5501.732 2.496 -65.201 2
5 -5460.765 9.838 40.967 3
6 -5460.644 21.701 0.121 3
7 -5464.238 4.588 -3.595 2
8 -5462.994 20.248 1.245 3
9 -5464.582 14.390 -1.588 4
10 -5460.717 41.794 3.865 2
11 -5461.478 45.289 -0.761 2
12 -5459.786 37.631 1.691 2
13 -5461.280 32.639 -1.493 2
14 -5460.042 46.203 1.238 2
15 -5460.162 40.425 -0.121 2
START VALUE SET 500 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5586.585 91.356 - 10001
2 -5579.293 100.500 7.293 10001
3 -5577.812 105.496 1.480 10001
4 -5577.445 107.960 0.367 10001
5 -5577.255 109.126 0.190 10001
6 -5577.181 109.681 0.074 10001
7 -5577.118 109.934 0.063 10001
8 -5577.063 110.046 0.054 10001
9 -5577.012 110.090 0.051 10001
10 -5576.963 110.103 0.050 10001
11 -5576.914 110.099 0.049 10001
12 -5576.866 110.089 0.048 10001
13 -5576.818 110.075 0.048 10001
14 -5576.770 110.060 0.048 10001
15 -5576.722 110.044 0.048 10001
**************************************************************************
**************************************************************************
Initial stage estimation is completed.
The Best 3 Start Value Sets:
SET LL
39 -5278.881
253 -5279.737
433 -5279.847
**************************************************************************
FINAL STAGE ESTIMATION
The results from the final stage estimation are saved in the following folder:
C:/Users/cengiz/Desktop/fitPMM/docs
START VALUE SET 39 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5382.069 47.818 - 66
2 -5442.272 19.066 -60.203 66
3 -5450.246 146.735 -7.974 4
4 -5478.373 42.350 -28.127 5
5 -5487.620 45.886 -9.247 16
6 -5486.018 45.351 1.603 3934
7 -5372.692 7.227 113.325 6
8 -5319.967 70.741 52.725 3
9 -5336.581 4.583 -16.613 2
10 -5307.002 4.180 29.579 2
11 -5298.248 527.362 8.754 2
12 -5285.183 9.229 13.065 2
13 -5287.503 22.529 -2.320 2
14 -5327.124 115.696 -39.621 4
15 -5278.881 100.679 48.242 3
16 -5273.257 20.444 5.624 2
17 -5266.412 10.417 6.845 2
18 -5263.848 12.552 2.564 3
19 -5262.153 54.913 1.695 2
20 -5261.983 52.970 0.170 21
21 -5285.123 170.304 -23.139 3
22 -5260.152 43.736 24.970 2
23 -5258.871 27.152 1.282 3
24 -5258.267 6.957 0.603 2
25 -5258.479 3.672 -0.212 2
26 -5258.875 5.524 -0.396 2
27 -5259.275 3.422 -0.400 2
28 -5259.769 5.375 -0.494 2
29 -5260.267 3.842 -0.498 2
30 -5260.837 5.588 -0.570 2
31 -5261.414 4.280 -0.577 2
32 -5262.056 5.891 -0.641 2
33 -5262.711 4.697 -0.655 2
34 -5263.415 6.220 -0.705 2
35 -5264.144 5.345 -0.729 2
36 -5264.926 7.641 -0.782 2
37 -5265.750 5.888 -0.824 2
38 -5266.629 10.213 -0.879 2
39 -5267.594 6.088 -0.965 2
40 -5268.605 15.106 -1.011 2
41 -5269.718 6.099 -1.113 2
42 -5270.859 18.858 -1.141 2
43 -5272.097 8.118 -1.239 2
44 -5273.384 18.354 -1.286 2
45 -5274.827 14.589 -1.444 2
46 -5276.497 21.935 -1.670 2
47 -5278.095 11.791 -1.598 2
48 -5279.920 27.331 -1.825 2
49 -5281.598 8.927 -1.678 2
50 -5283.522 33.788 -1.925 2
51 -5285.216 5.057 -1.693 2
52 -5287.217 39.559 -2.002 2
53 -5288.873 2.742 -1.656 2
54 -5290.731 42.771 -1.857 2
55 -5292.262 5.293 -1.532 2
56 -5294.106 48.899 -1.843 2
57 -5295.337 16.098 -1.232 2
58 -5296.586 55.377 -1.248 2
59 -5296.552 41.413 0.034 2
60 -5297.070 49.306 -0.518 2
61 -5297.441 38.388 -0.371 2
62 -5297.551 36.248 -0.110 2
63 -5298.287 40.224 -0.736 2
64 -5298.239 31.331 0.048 2
65 -5298.908 35.612 -0.668 2
66 -5299.047 29.164 -0.139 2
67 -5299.730 30.021 -0.683 2
68 -5299.895 30.665 -0.165 2
69 -5300.680 25.999 -0.785 2
70 -5300.785 39.403 -0.104 2
71 -5301.639 28.532 -0.855 2
72 -5301.859 51.501 -0.220 2
73 -5302.710 42.680 -0.850 2
74 -5303.049 53.080 -0.339 2
75 -5304.021 45.768 -0.972 2
76 -5303.526 64.305 0.495 2
77 -5304.337 56.814 -0.811 2
78 -5303.287 146.593 1.050 2
79 -5301.354 95.604 1.933 2
80 -5300.978 90.409 0.376 2
81 -5300.574 86.093 0.404 2
82 -5300.103 75.121 0.471 2
83 -5301.074 62.503 -0.971 2
84 -5299.520 64.317 1.554 2
85 -5299.331 61.823 0.189 2
86 -5298.853 60.195 0.478 2
87 -5298.420 56.903 0.433 2
88 -5298.166 42.848 0.254 2
89 -5297.767 39.732 0.399 2
90 -5297.567 43.834 0.201 2
91 -5297.717 50.910 -0.150 2
92 -5297.437 48.834 0.279 2
93 -5297.394 39.353 0.044 2
94 -5297.160 35.480 0.233 2
95 -5296.791 28.453 0.369 2
96 -5296.542 25.560 0.249 2
97 -5296.507 17.347 0.036 3
98 -5295.721 23.674 0.786 2
99 -5295.362 24.699 0.359 2
100 -5308.024 157.847 -12.662 2
101 -5294.469 25.397 13.555 2
102 -5293.934 29.062 0.535 2
103 -5293.324 36.565 0.610 2
104 -5293.161 35.411 0.163 2
105 -5292.753 29.957 0.408 2
106 -5292.524 28.846 0.228 2
107 -5318.258 285.048 -25.734 3
108 -5291.397 21.789 26.861 2
109 -5290.817 18.515 0.580 2
110 -5290.372 15.240 0.446 2
111 -5290.082 14.610 0.289 2
112 -5289.864 16.256 0.218 2
113 -5289.710 18.117 0.154 2
114 -5289.481 32.213 0.229 2
115 -5289.361 23.732 0.120 2
116 -5289.285 26.387 0.076 2
117 -5289.221 31.229 0.064 2
118 -5289.202 29.631 0.019 2
119 -5289.202 30.859 -0.000 2
120 -5289.213 28.258 -0.011 2
121 -5289.213 30.507 0.000 2
122 -5289.228 28.466 -0.016 2
123 -5289.220 32.345 0.009 2
124 -5289.234 30.278 -0.014 2
125 -5289.223 35.741 0.011 2
126 -5289.234 33.478 -0.011 2
127 -5289.238 37.842 -0.004 2
128 -5289.248 35.043 -0.010 2
129 -5289.259 38.672 -0.011 2
130 -5289.269 35.230 -0.009 2
131 -5289.283 38.507 -0.015 2
132 -5289.289 34.552 -0.005 2
133 -5289.305 37.378 -0.016 2
134 -5289.303 33.038 0.002 2
135 -5289.318 35.180 -0.015 2
136 -5289.306 30.577 0.012 2
137 -5289.316 31.801 -0.010 2
138 -5289.300 27.644 0.016 2
139 -5289.302 28.285 -0.002 2
140 -5289.305 27.163 -0.003 2
141 -5289.303 28.215 0.001 2
142 -5289.306 27.237 -0.002 2
143 -5289.301 29.440 0.005 2
144 -5289.300 28.660 0.001 2
145 -5289.299 30.174 0.001 2
146 -5289.297 29.315 0.002 2
147 -5289.296 29.395 0.001 2
148 -5289.309 29.177 -0.013 2
149 -5289.293 29.125 0.016 2
150 -5289.291 28.951 0.002 2
151 -5289.313 25.080 -0.022 2
152 -5289.277 27.747 0.036 2
153 -5289.272 26.932 0.005 2
154 -5289.267 26.206 0.005 2
155 -5289.261 25.682 0.006 2
156 -5289.263 22.605 -0.002 2
157 -5289.243 25.301 0.021 2
158 -5289.233 24.243 0.010 2
159 -5289.221 22.729 0.012 2
160 -5289.208 22.703 0.014 2
161 -5289.200 23.115 0.008 2
162 -5289.183 22.352 0.017 2
163 -5289.208 14.425 -0.024 2
164 -5289.107 19.366 0.100 2
165 -5289.083 17.949 0.024 2
166 -5289.061 16.351 0.022 2
167 -5289.043 16.154 0.018 2
168 -5289.048 17.960 -0.006 2
169 -5289.011 14.388 0.037 2
170 -5288.999 13.246 0.013 2
171 -5288.990 12.613 0.009 2
172 -5288.983 11.885 0.007 2
173 -5288.978 11.498 0.005 2
174 -5288.973 10.822 0.005 2
175 -5288.970 10.561 0.003 2
176 -5288.966 9.957 0.005 2
177 -5288.963 9.760 0.002 2
178 -5288.959 9.263 0.005 2
179 -5288.957 9.106 0.002 2
180 -5288.952 8.717 0.004 2
181 -5288.950 8.589 0.002 2
182 -5288.946 8.291 0.004 2
183 -5288.944 8.191 0.002 2
184 -5288.939 7.968 0.004 2
185 -5288.937 7.892 0.002 2
186 -5288.933 7.734 0.004 2
187 -5288.931 7.681 0.002 2
188 -5288.927 7.580 0.004 2
189 -5288.925 7.547 0.002 2
190 -5288.921 7.496 0.004 2
191 -5288.918 7.482 0.002 2
192 -5288.914 7.476 0.004 2
193 -5288.912 7.479 0.002 2
194 -5288.908 7.513 0.004 2
195 -5288.906 7.531 0.002 2
196 -5288.902 7.600 0.004 2
197 -5288.900 7.630 0.002 2
198 -5288.896 7.730 0.004 2
199 -5288.894 7.771 0.002 2
200 -5288.890 7.896 0.004 2
201 -5288.887 7.944 0.002 2
202 -5288.883 8.091 0.004 2
203 -5288.881 8.143 0.002 2
204 -5288.877 8.305 0.004 2
205 -5288.875 8.358 0.002 2
206 -5288.871 8.529 0.004 2
207 -5288.868 8.581 0.002 2
208 -5288.864 8.753 0.004 2
209 -5288.862 8.801 0.002 2
210 -5288.857 8.966 0.004 2
211 -5288.855 9.007 0.002 2
212 -5288.851 9.156 0.005 2
213 -5288.849 9.187 0.002 2
214 -5288.844 9.310 0.005 2
215 -5288.842 9.329 0.002 2
216 -5288.837 9.416 0.005 2
217 -5288.835 9.421 0.002 2
218 -5288.830 9.463 0.005 2
219 -5288.828 9.452 0.002 2
220 -5288.823 9.442 0.005 2
221 -5288.821 9.415 0.002 2
222 -5288.818 9.374 0.003 3
223 -5288.818 9.367 0.001 11
224 -5288.818 9.366 0.000 147
START VALUE SET 253 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5497.163 150.209 - 5
2 -5406.967 204.202 90.196 5
3 -5389.289 147.833 17.678 10
4 -5388.668 146.290 0.621 360
5 -5388.440 145.389 0.227 10001
6 -5388.281 144.655 0.160 10001
7 -5346.759 153.276 41.522 2
8 -5337.198 138.174 9.561 6
9 -5306.021 26.319 31.177 2
10 -5303.100 22.269 2.922 10
11 -5291.185 16.650 11.915 2
12 -5282.527 6.621 8.658 2
13 -5280.477 4.650 2.050 14
14 -5279.919 4.064 0.558 1138
15 -5279.737 3.703 0.181 10001
16 -5281.803 15.640 -2.066 3
17 -5278.269 23.283 3.534 13
18 -5277.948 22.352 0.322 36
19 -5277.944 22.258 0.004 10001
20 -5277.942 22.203 0.002 10001
21 -5277.939 22.170 0.003 10001
22 -5277.937 22.150 0.002 10001
23 -5277.934 22.138 0.002 10001
24 -5277.932 22.130 0.003 10001
25 -5277.929 22.125 0.003 10001
26 -5277.925 22.121 0.003 10001
27 -5277.922 22.119 0.004 10001
28 -5277.918 22.117 0.004 10001
29 -5277.913 22.115 0.004 10001
30 -5277.908 22.114 0.005 10001
31 -5277.903 22.114 0.005 10001
32 -5277.898 22.113 0.005 10001
33 -5277.892 22.113 0.006 10001
34 -5277.887 22.114 0.006 10001
35 -5277.881 22.114 0.006 10001
36 -5277.875 22.115 0.006 10001
37 -5277.869 22.117 0.006 10001
38 -5277.863 22.119 0.006 10001
39 -5277.857 22.121 0.006 10001
40 -5277.851 22.123 0.005 10001
41 -5277.846 22.125 0.005 10001
42 -5277.842 22.128 0.004 10001
43 -5276.288 23.624 1.554 22
44 -5274.969 25.763 1.318 18
45 -5311.734 78.899 -36.764 2
46 -5289.687 28.720 22.047 2
47 -5324.401 57.081 -34.714 2
48 -5286.852 37.991 37.549 4
49 -5283.088 36.990 3.764 16
50 -5282.603 36.435 0.485 113
51 -5282.596 36.308 0.008 10001
52 -5282.591 36.241 0.005 10001
53 -5282.585 36.206 0.005 10001
54 -5281.266 35.087 1.319 34
55 -5280.490 34.670 0.776 48
56 -5279.871 34.347 0.619 60
57 -5279.462 34.181 0.409 89
58 -5278.813 33.941 0.649 55
59 -5278.372 33.826 0.441 77
60 -5277.733 33.692 0.640 51
61 -5277.185 33.632 0.548 55
62 -5276.540 33.615 0.645 43
63 -5275.844 33.655 0.696 35
64 -5275.089 33.780 0.755 27
65 -5274.110 33.973 0.979 16
66 -5272.998 36.230 1.112 9
67 -5271.224 32.391 1.774 10
68 -5272.144 25.891 -0.920 2
69 -5273.292 36.511 -1.148 2
70 -5274.465 30.669 -1.173 2
71 -5275.472 25.878 -1.007 2
72 -5276.434 33.861 -0.962 2
73 -5277.259 20.650 -0.824 2
74 -5277.976 28.129 -0.717 2
75 -5278.616 18.797 -0.641 2
76 -5279.127 22.654 -0.511 2
77 -5279.651 17.709 -0.524 2
78 -5279.996 18.923 -0.345 2
79 -5280.427 16.208 -0.432 2
80 -5280.601 16.192 -0.174 2
81 -5280.923 13.982 -0.322 2
82 -5280.903 14.452 0.020 2
83 -5281.100 11.945 -0.198 2
84 -5280.966 14.599 0.134 2
85 -5281.053 10.812 -0.087 2
86 -5281.013 17.458 0.040 2
87 -5281.028 12.735 -0.014 2
88 -5281.060 16.182 -0.033 2
89 -5281.037 11.688 0.023 2
90 -5281.060 13.562 -0.023 2
91 -5281.007 8.084 0.054 2
92 -5281.005 8.842 0.001 2
93 -5281.022 7.027 -0.017 2
94 -5281.012 8.452 0.010 2
95 -5281.040 6.946 -0.028 2
96 -5280.998 10.295 0.042 2
97 -5281.013 8.996 -0.015 2
98 -5281.012 12.155 0.001 2
99 -5281.017 10.805 -0.005 2
100 -5281.055 12.616 -0.038 2
101 -5281.042 10.220 0.014 2
102 -5281.088 11.678 -0.046 2
103 -5281.038 8.270 0.050 2
104 -5281.071 8.889 -0.033 2
105 -5281.086 7.734 -0.015 2
106 -5281.116 7.973 -0.030 2
107 -5281.186 8.076 -0.070 2
108 -5281.197 7.850 -0.011 2
109 -5281.281 8.194 -0.084 2
110 -5281.225 7.586 0.056 2
111 -5281.284 8.182 -0.059 2
112 -5281.147 6.118 0.137 2
113 -5281.100 7.022 0.047 2
114 -5281.091 8.594 0.009 2
115 -5280.992 7.039 0.098 2
116 -5280.936 7.762 0.056 2
117 -5280.864 8.930 0.072 2
118 -5280.769 8.549 0.095 2
119 -5280.706 8.603 0.063 2
120 -5280.756 8.330 -0.050 2
121 -5280.567 8.708 0.189 2
122 -5280.375 8.778 0.192 2
123 -5280.100 8.541 0.275 2
124 -5301.619 33.433 -21.520 13
125 -5280.662 7.984 20.957 2
126 -5280.133 7.605 0.529 2
127 -5279.891 7.889 0.242 2
128 -5279.974 8.276 -0.083 2
129 -5279.506 7.493 0.468 2
130 -5279.053 6.457 0.453 2
131 -5278.594 5.657 0.459 2
132 -5278.264 5.753 0.330 2
133 -5278.005 6.524 0.259 2
134 -5277.817 7.977 0.188 2
135 -5277.725 7.670 0.092 2
136 -5277.644 4.194 0.082 2
137 -5277.547 4.718 0.096 2
138 -5277.541 4.797 0.006 2
139 -5277.541 4.667 0.001 2
140 -5277.542 4.831 -0.002 2
141 -5277.545 4.622 -0.003 2
142 -5277.549 4.856 -0.004 2
143 -5277.555 4.589 -0.005 2
144 -5277.561 4.879 -0.006 2
145 -5277.568 4.566 -0.007 2
146 -5277.576 4.900 -0.008 2
147 -5277.584 4.550 -0.009 2
148 -5277.594 4.918 -0.009 2
149 -5277.604 4.539 -0.010 2
150 -5277.615 4.935 -0.011 2
151 -5277.626 4.532 -0.011 2
152 -5277.638 4.950 -0.012 2
153 -5277.651 4.527 -0.013 2
154 -5277.664 4.964 -0.013 2
155 -5277.677 4.524 -0.014 2
156 -5277.691 4.977 -0.014 2
157 -5277.706 4.522 -0.014 2
158 -5277.721 4.989 -0.015 2
159 -5277.736 4.522 -0.015 2
160 -5277.752 5.001 -0.016 2
161 -5277.768 4.522 -0.016 2
162 -5277.785 5.013 -0.017 2
163 -5277.802 4.523 -0.017 2
164 -5277.819 5.024 -0.017 2
165 -5277.837 4.524 -0.018 2
166 -5277.855 5.036 -0.018 2
167 -5277.874 4.526 -0.019 2
168 -5277.893 5.047 -0.019 2
169 -5277.912 4.528 -0.019 2
170 -5277.932 5.059 -0.020 2
171 -5277.952 4.531 -0.020 2
172 -5277.972 5.070 -0.020 2
173 -5277.993 4.534 -0.021 2
174 -5278.014 5.082 -0.021 2
175 -5278.036 4.537 -0.022 2
176 -5278.058 5.094 -0.022 2
177 -5278.080 4.540 -0.022 2
178 -5278.103 5.112 -0.023 2
179 -5278.126 4.544 -0.023 2
180 -5278.149 5.157 -0.023 2
181 -5278.173 4.548 -0.024 2
182 -5278.198 5.202 -0.024 2
183 -5278.222 4.552 -0.025 2
184 -5278.247 5.247 -0.025 2
185 -5278.273 4.556 -0.025 2
186 -5278.299 5.291 -0.026 2
187 -5278.325 4.561 -0.026 2
188 -5278.351 5.335 -0.027 2
189 -5278.378 4.565 -0.027 2
190 -5278.406 5.379 -0.027 2
191 -5278.434 4.570 -0.028 2
192 -5278.462 5.422 -0.028 2
193 -5278.490 4.575 -0.029 2
194 -5278.519 5.465 -0.029 2
195 -5278.549 4.580 -0.029 2
196 -5278.579 5.508 -0.030 2
197 -5278.609 4.585 -0.030 2
198 -5278.639 5.550 -0.031 2
199 -5278.671 4.591 -0.031 2
200 -5278.702 5.592 -0.031 2
201 -5278.734 4.596 -0.032 2
202 -5278.766 5.634 -0.032 2
203 -5278.799 4.602 -0.033 2
204 -5278.832 5.675 -0.033 2
205 -5278.866 4.608 -0.034 2
206 -5278.899 5.716 -0.034 2
207 -5278.934 4.614 -0.034 2
208 -5278.969 5.757 -0.035 2
209 -5279.004 4.620 -0.035 2
210 -5279.040 5.798 -0.036 2
211 -5279.076 4.626 -0.036 2
212 -5279.112 5.838 -0.036 2
213 -5279.149 4.632 -0.037 2
214 -5279.187 5.878 -0.037 2
215 -5279.224 4.638 -0.038 2
216 -5279.263 5.918 -0.038 2
217 -5279.301 4.645 -0.039 2
218 -5279.341 5.957 -0.039 2
219 -5279.380 4.652 -0.040 2
220 -5279.420 5.996 -0.040 2
221 -5279.461 4.658 -0.041 2
222 -5279.502 6.035 -0.041 2
223 -5279.543 4.665 -0.042 2
224 -5279.585 6.073 -0.042 2
225 -5279.627 4.672 -0.042 2
226 -5279.670 6.111 -0.043 2
227 -5279.713 4.679 -0.043 2
228 -5279.757 6.149 -0.044 2
229 -5279.801 4.686 -0.044 2
230 -5279.846 6.187 -0.044 2
231 -5279.891 4.694 -0.045 2
232 -5279.936 6.224 -0.045 2
233 -5279.982 4.701 -0.046 2
234 -5280.029 6.261 -0.046 2
235 -5280.076 4.709 -0.047 2
236 -5280.123 6.298 -0.047 2
237 -5280.171 4.716 -0.048 2
238 -5280.219 6.335 -0.048 2
239 -5280.268 4.724 -0.049 2
240 -5280.317 6.371 -0.049 2
241 -5280.367 4.732 -0.050 2
242 -5280.417 6.407 -0.050 2
243 -5280.468 4.740 -0.051 2
244 -5280.519 6.443 -0.051 2
245 -5280.571 4.748 -0.052 2
246 -5280.623 6.479 -0.052 2
247 -5280.676 4.756 -0.053 2
248 -5280.729 6.514 -0.053 2
249 -5280.783 4.764 -0.054 2
250 -5280.837 6.549 -0.054 2
251 -5280.892 4.773 -0.055 2
252 -5280.947 6.584 -0.055 2
253 -5281.003 4.781 -0.056 2
254 -5281.059 6.618 -0.056 2
255 -5281.116 4.800 -0.057 2
256 -5281.173 6.653 -0.057 2
257 -5281.231 4.828 -0.058 2
258 -5281.289 6.687 -0.058 2
259 -5281.348 4.855 -0.059 2
260 -5281.408 6.721 -0.059 2
261 -5281.468 4.883 -0.060 2
262 -5281.528 6.754 -0.060 2
263 -5281.589 4.911 -0.061 2
264 -5281.650 6.788 -0.061 2
265 -5281.712 4.938 -0.062 2
266 -5281.774 6.821 -0.062 2
267 -5281.838 4.965 -0.063 2
268 -5281.901 6.854 -0.063 2
269 -5281.965 4.992 -0.064 2
270 -5282.029 6.886 -0.064 2
271 -5282.095 5.019 -0.065 2
272 -5282.160 6.919 -0.065 2
273 -5282.227 5.046 -0.067 2
274 -5282.293 6.951 -0.066 2
275 -5282.361 5.073 -0.068 2
276 -5282.428 6.983 -0.067 2
277 -5282.497 5.099 -0.069 2
278 -5282.565 7.014 -0.069 2
279 -5282.635 5.126 -0.070 2
280 -5282.705 7.046 -0.070 2
281 -5282.776 5.152 -0.071 2
282 -5282.846 7.077 -0.071 2
283 -5282.918 5.178 -0.072 2
284 -5282.990 7.108 -0.072 2
285 -5283.063 5.204 -0.073 2
286 -5283.136 7.138 -0.073 2
287 -5283.210 5.229 -0.074 2
288 -5283.284 7.169 -0.074 2
289 -5283.360 5.255 -0.075 2
290 -5283.435 7.199 -0.075 2
291 -5283.511 5.280 -0.077 2
292 -5283.588 7.229 -0.076 2
293 -5283.665 5.305 -0.078 2
294 -5283.743 7.258 -0.077 2
295 -5283.821 5.330 -0.079 2
296 -5283.900 7.288 -0.078 2
297 -5283.980 5.354 -0.080 2
298 -5284.059 7.317 -0.080 2
299 -5284.140 5.379 -0.081 2
300 -5284.221 7.345 -0.081 2
301 -5284.303 5.403 -0.082 2
302 -5284.385 7.374 -0.082 2
303 -5284.469 5.427 -0.083 2
304 -5284.551 7.402 -0.083 2
305 -5284.636 5.450 -0.085 2
306 -5284.720 7.430 -0.084 2
307 -5284.806 5.474 -0.086 2
308 -5284.891 7.457 -0.085 2
309 -5284.978 5.497 -0.087 2
310 -5285.064 7.484 -0.086 2
311 -5285.152 5.520 -0.088 2
312 -5285.239 7.504 -0.087 2
313 -5285.328 5.550 -0.089 2
314 -5285.417 7.531 -0.089 2
315 -5285.507 5.576 -0.090 2
316 -5285.597 7.558 -0.090 2
317 -5285.688 5.598 -0.091 2
318 -5285.779 7.584 -0.091 2
319 -5285.872 5.619 -0.093 2
320 -5285.964 7.609 -0.092 2
321 -5286.057 5.640 -0.094 2
322 -5286.150 7.634 -0.093 2
323 -5286.245 5.661 -0.095 2
324 -5286.339 7.658 -0.094 2
325 -5286.435 5.675 -0.096 2
326 -5286.530 7.688 -0.095 2
327 -5286.627 5.694 -0.097 2
328 -5286.724 7.715 -0.096 2
329 -5286.822 5.715 -0.098 2
330 -5286.919 7.740 -0.097 2
331 -5287.019 5.735 -0.099 2
332 -5287.117 7.763 -0.098 2
333 -5287.218 5.755 -0.100 2
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1786 -5347.748 85.441 -0.010 2
1787 -5347.759 87.988 -0.011 2
1788 -5347.769 85.470 -0.010 2
1789 -5347.781 88.010 -0.011 2
1790 -5347.790 85.499 -0.010 2
1791 -5347.802 88.032 -0.011 2
1792 -5347.812 85.528 -0.010 2
1793 -5347.823 88.053 -0.011 2
1794 -5347.833 85.557 -0.010 2
1795 -5347.844 88.073 -0.011 2
1796 -5347.854 85.586 -0.010 2
1797 -5347.866 88.093 -0.011 2
1798 -5347.876 85.615 -0.010 2
1799 -5347.887 88.113 -0.011 2
1800 -5347.897 85.645 -0.010 2
1801 -5347.908 88.132 -0.011 2
1802 -5347.918 85.674 -0.010 2
1803 -5347.929 88.150 -0.011 2
1804 -5347.939 85.703 -0.010 2
1805 -5347.950 88.167 -0.011 2
1806 -5347.960 85.733 -0.010 2
1807 -5347.971 88.184 -0.011 2
1808 -5347.981 85.762 -0.010 2
1809 -5347.992 88.201 -0.011 2
1810 -5348.002 85.791 -0.010 2
1811 -5348.013 88.216 -0.011 2
1812 -5348.023 85.820 -0.010 2
1813 -5348.034 88.231 -0.011 2
1814 -5348.044 85.850 -0.010 2
1815 -5348.055 88.245 -0.011 2
1816 -5348.065 85.879 -0.010 2
1817 -5348.076 88.259 -0.011 2
1818 -5348.086 85.908 -0.010 2
1819 -5348.097 88.272 -0.011 2
1820 -5348.107 85.937 -0.010 2
1821 -5348.118 88.284 -0.011 2
1822 -5348.128 85.966 -0.010 2
1823 -5348.139 88.295 -0.011 2
1824 -5348.148 85.994 -0.010 2
1825 -5348.159 88.305 -0.011 2
1826 -5348.169 86.023 -0.010 2
1827 -5348.180 88.315 -0.011 2
1828 -5348.190 86.051 -0.010 2
1829 -5348.201 88.324 -0.011 2
1830 -5348.210 86.079 -0.010 2
1831 -5348.222 88.332 -0.011 2
1832 -5348.231 86.107 -0.010 2
1833 -5348.242 88.339 -0.011 2
1834 -5348.252 86.135 -0.010 2
1835 -5348.263 88.346 -0.011 2
1836 -5348.272 86.163 -0.010 2
1837 -5348.283 88.351 -0.011 2
1838 -5348.293 86.190 -0.010 2
1839 -5348.304 88.356 -0.011 2
1840 -5348.313 86.217 -0.010 2
1841 -5348.324 88.360 -0.011 2
1842 -5348.334 86.243 -0.009 2
1843 -5348.345 88.363 -0.011 2
1844 -5348.354 86.270 -0.009 2
1845 -5348.365 88.366 -0.011 2
1846 -5348.375 86.295 -0.009 2
1847 -5348.386 88.367 -0.011 2
1848 -5348.395 86.321 -0.009 2
1849 -5348.406 88.368 -0.011 2
1850 -5348.415 86.346 -0.009 2
1851 -5348.426 88.368 -0.011 2
1852 -5348.436 86.370 -0.009 2
1853 -5348.447 88.367 -0.011 2
1854 -5348.456 86.395 -0.009 2
1855 -5348.467 88.366 -0.011 2
1856 -5348.476 86.418 -0.009 2
1857 -5348.487 88.364 -0.011 2
1858 -5348.497 86.441 -0.009 2
1859 -5348.507 88.361 -0.011 2
1860 -5348.517 86.464 -0.009 2
1861 -5348.528 88.357 -0.011 2
1862 -5348.537 86.486 -0.009 2
1863 -5348.548 88.353 -0.011 2
1864 -5348.557 86.507 -0.009 2
1865 -5348.568 88.348 -0.011 2
1866 -5348.577 86.527 -0.009 2
1867 -5348.588 88.342 -0.011 2
1868 -5348.597 86.547 -0.009 2
1869 -5348.608 88.336 -0.011 2
1870 -5348.617 86.567 -0.009 2
1871 -5348.628 88.330 -0.011 2
1872 -5348.637 86.585 -0.009 2
1873 -5348.648 88.323 -0.011 2
1874 -5348.657 86.603 -0.009 2
1875 -5348.668 88.315 -0.011 2
1876 -5348.677 86.620 -0.009 2
1877 -5348.688 88.307 -0.011 2
1878 -5348.697 86.636 -0.009 2
1879 -5348.708 88.299 -0.011 2
1880 -5348.717 86.651 -0.009 2
1881 -5348.728 88.291 -0.011 2
1882 -5348.737 86.665 -0.009 2
1883 -5348.747 88.282 -0.011 2
1884 -5348.757 86.678 -0.009 2
1885 -5348.767 88.274 -0.011 2
1886 -5348.776 86.691 -0.009 2
1887 -5348.787 88.265 -0.011 2
1888 -5348.796 86.702 -0.009 2
1889 -5348.807 88.256 -0.011 2
1890 -5348.816 86.713 -0.009 2
1891 -5348.827 88.247 -0.011 2
1892 -5348.836 86.722 -0.009 2
1893 -5348.846 88.239 -0.011 2
1894 -5348.855 86.731 -0.009 2
1895 -5348.866 88.230 -0.011 2
1896 -5348.875 86.738 -0.009 2
1897 -5348.885 88.222 -0.011 2
1898 -5348.895 86.744 -0.009 2
1899 -5348.905 88.215 -0.011 2
1900 -5348.914 86.749 -0.009 2
1901 -5348.925 88.207 -0.011 2
1902 -5348.934 86.754 -0.009 2
1903 -5348.944 88.201 -0.010 2
1904 -5348.953 86.756 -0.009 2
1905 -5348.964 88.195 -0.010 2
1906 -5348.973 86.758 -0.009 2
1907 -5348.983 88.190 -0.010 2
1908 -5348.992 86.759 -0.009 2
1909 -5349.003 88.185 -0.010 2
1910 -5349.012 86.759 -0.009 2
1911 -5349.022 88.181 -0.010 2
1912 -5349.031 86.757 -0.009 2
1913 -5349.041 88.179 -0.010 2
1914 -5349.050 86.754 -0.009 2
1915 -5349.061 88.177 -0.010 2
1916 -5349.070 86.751 -0.009 2
1917 -5349.080 88.177 -0.010 2
1918 -5349.089 86.746 -0.009 2
1919 -5349.099 88.178 -0.010 2
1920 -5349.108 86.740 -0.009 2
1921 -5349.119 88.180 -0.010 2
1922 -5349.128 86.733 -0.009 2
1923 -5349.138 88.183 -0.010 2
1924 -5349.147 86.725 -0.009 2
1925 -5349.157 88.188 -0.010 2
1926 -5349.166 86.715 -0.009 2
1927 -5349.176 88.195 -0.010 2
1928 -5349.185 86.705 -0.009 2
1929 -5349.195 88.203 -0.010 2
1930 -5349.204 86.694 -0.009 2
1931 -5349.214 88.213 -0.010 2
1932 -5349.223 86.682 -0.009 2
1933 -5349.234 88.225 -0.010 2
1934 -5349.242 86.668 -0.009 2
1935 -5349.253 88.239 -0.010 2
1936 -5349.261 86.654 -0.009 2
1937 -5349.272 88.255 -0.010 2
1938 -5349.280 86.639 -0.009 2
1939 -5349.291 88.273 -0.010 2
1940 -5349.299 86.624 -0.009 2
1941 -5349.310 88.293 -0.010 2
1942 -5349.318 86.607 -0.009 2
1943 -5349.329 88.315 -0.010 2
1944 -5349.337 86.590 -0.009 2
1945 -5349.348 88.340 -0.010 2
1946 -5349.356 86.572 -0.009 2
1947 -5349.366 88.367 -0.010 2
1948 -5349.375 86.554 -0.009 2
1949 -5349.385 88.396 -0.010 2
1950 -5349.394 86.535 -0.009 2
1951 -5349.404 88.427 -0.010 2
1952 -5349.413 86.515 -0.009 2
1953 -5349.423 88.462 -0.010 2
1954 -5349.432 86.496 -0.009 2
1955 -5349.442 88.498 -0.010 2
1956 -5349.450 86.476 -0.009 2
1957 -5349.460 88.537 -0.010 2
1958 -5349.469 86.455 -0.009 2
1959 -5349.479 88.579 -0.010 2
1960 -5349.488 86.435 -0.009 2
1961 -5349.498 88.624 -0.010 2
1962 -5349.506 86.415 -0.009 2
1963 -5349.517 88.670 -0.010 2
1964 -5349.525 86.394 -0.009 2
1965 -5349.535 88.720 -0.010 2
1966 -5349.544 86.374 -0.009 2
1967 -5349.554 88.772 -0.010 2
1968 -5349.562 86.354 -0.009 2
1969 -5349.572 88.827 -0.010 2
1970 -5349.581 86.335 -0.009 2
1971 -5349.591 88.884 -0.010 2
1972 -5349.599 86.316 -0.009 2
1973 -5349.609 88.944 -0.010 2
1974 -5349.618 86.298 -0.009 2
1975 -5349.628 89.006 -0.010 2
1976 -5349.636 86.280 -0.009 2
1977 -5349.646 89.071 -0.010 2
1978 -5349.655 86.263 -0.008 2
1979 -5349.665 89.139 -0.010 2
1980 -5349.673 86.247 -0.008 2
1981 -5349.683 89.208 -0.010 2
1982 -5349.692 86.232 -0.008 2
1983 -5349.702 89.280 -0.010 2
1984 -5349.710 86.218 -0.008 2
1985 -5349.720 89.354 -0.010 2
1986 -5349.728 86.205 -0.008 2
1987 -5349.738 89.430 -0.010 2
1988 -5349.747 86.193 -0.008 2
1989 -5349.757 89.509 -0.010 2
1990 -5349.765 86.183 -0.008 2
1991 -5349.775 89.589 -0.010 2
1992 -5349.783 86.175 -0.008 2
1993 -5349.793 89.671 -0.010 2
1994 -5349.802 86.167 -0.008 2
1995 -5349.811 89.754 -0.010 2
1996 -5349.820 86.162 -0.008 2
1997 -5349.830 89.839 -0.010 2
1998 -5349.838 86.158 -0.008 2
1999 -5349.848 89.925 -0.010 2
2000 -5349.856 86.156 -0.008 2
START VALUE SET 433 :
Iteration LL Max.Gradient LL.Change Step Size
1 -5365.372 67.124 - 5
2 -5330.340 39.014 35.032 5
3 -5317.699 463.279 12.640 10
4 -5295.256 139.599 22.444 6
5 -5295.634 26.850 -0.379 3
6 -5307.670 85.073 -12.035 4
7 -5277.534 27.919 30.136 4
8 -5292.649 35.260 -15.115 2
9 -5272.524 53.388 20.125 2
10 -5268.518 84.376 4.006 4
11 -5268.111 25.123 0.406 3
12 -5270.323 49.376 -2.212 5
13 -5319.449 172.065 -49.126 31
14 -5282.503 76.824 36.946 4
15 -5279.847 71.448 2.656 28
16 -5279.767 70.983 0.080 1683
17 -5279.757 70.831 0.010 10001
18 -5279.747 70.757 0.010 10001
19 -5279.739 70.720 0.008 10001
20 -5279.731 70.696 0.008 10001
21 -5279.722 70.678 0.008 10001
22 -5279.713 70.663 0.009 10001
23 -5279.704 70.648 0.009 10001
24 -5279.694 70.634 0.010 10001
25 -5279.684 70.619 0.010 10001
26 -5279.674 70.606 0.010 10001
27 -5279.664 70.592 0.011 10001
28 -5279.653 70.580 0.011 10001
29 -5279.642 70.565 0.011 10001
30 -5279.631 70.554 0.011 10001
31 -5279.620 70.540 0.011 10001
32 -5279.609 70.530 0.011 10001
33 -5279.597 70.516 0.011 10001
34 -5279.586 70.506 0.011 10001
35 -5279.574 70.492 0.011 10001
36 -5279.563 70.483 0.011 10001
37 -5279.552 70.470 0.011 10001
38 -5279.540 70.460 0.011 10001
39 -5279.529 70.448 0.011 10001
40 -5279.517 70.438 0.011 10001
41 -5279.506 70.427 0.011 10001
42 -5279.495 70.417 0.011 10001
43 -5279.483 70.406 0.011 10001
44 -5279.472 70.396 0.011 10001
45 -5279.460 70.386 0.011 10001
46 -5279.449 70.376 0.011 10001
47 -5279.438 70.366 0.011 10001
48 -5279.426 70.356 0.011 10001
49 -5279.415 70.346 0.011 10001
50 -5279.404 70.337 0.011 10001
51 -5279.393 70.327 0.011 10001
52 -5279.382 70.317 0.011 10001
53 -5279.370 70.308 0.011 10001
54 -5279.359 70.298 0.011 10001
55 -5279.348 70.289 0.011 10001
56 -5279.337 70.280 0.011 10001
57 -5279.326 70.270 0.011 10001
58 -5279.315 70.261 0.011 10001
59 -5279.304 70.252 0.011 10001
60 -5279.293 70.243 0.011 10001
61 -5279.282 70.233 0.011 10001
62 -5279.271 70.224 0.011 10001
63 -5279.260 70.215 0.011 10001
64 -5279.250 70.206 0.011 10001
65 -5279.239 70.197 0.011 10001
66 -5279.228 70.188 0.011 10001
67 -5279.217 70.179 0.011 10001
68 -5279.206 70.170 0.011 10001
69 -5279.196 70.161 0.011 10001
70 -5279.185 70.152 0.011 10001
71 -5279.174 70.143 0.011 10001
72 -5279.164 70.134 0.011 10001
73 -5279.153 70.125 0.011 10001
74 -5279.142 70.116 0.011 10001
75 -5279.132 70.107 0.011 10001
76 -5279.121 70.099 0.011 10001
77 -5279.111 70.090 0.011 10001
78 -5279.100 70.081 0.010 10001
79 -5279.090 70.072 0.010 10001
80 -5279.079 70.063 0.010 10001
81 -5279.069 70.054 0.010 10001
82 -5279.059 70.046 0.010 10001
83 -5279.048 70.037 0.010 10001
84 -5279.038 70.028 0.010 10001
85 -5279.028 70.019 0.010 10001
86 -5279.017 70.011 0.010 10001
87 -5279.007 70.002 0.010 10001
88 -5278.997 69.993 0.010 10001
89 -5278.987 69.984 0.010 10001
90 -5278.977 69.976 0.010 10001
91 -5278.966 69.967 0.010 10001
92 -5278.956 69.958 0.010 10001
93 -5278.946 69.949 0.010 10001
94 -5278.936 69.941 0.010 10001
95 -5278.926 69.932 0.010 10001
96 -5278.916 69.923 0.010 10001
97 -5278.906 69.915 0.010 10001
98 -5278.896 69.906 0.010 10001
99 -5278.886 69.897 0.010 10001
100 -5278.876 69.889 0.010 10001
101 -5278.866 69.880 0.010 10001
102 -5278.856 69.871 0.010 10001
103 -5278.846 69.863 0.010 10001
104 -5278.836 69.854 0.010 10001
105 -5278.827 69.845 0.010 10001
106 -5278.817 69.837 0.010 10001
107 -5278.807 69.828 0.010 10001
108 -5278.797 69.819 0.010 10001
109 -5278.787 69.811 0.010 10001
110 -5278.778 69.802 0.010 10001
111 -5278.768 69.793 0.010 10001
112 -5278.758 69.785 0.010 10001
113 -5278.749 69.776 0.010 10001
114 -5278.739 69.767 0.010 10001
115 -5278.729 69.759 0.010 10001
116 -5278.720 69.750 0.010 10001
117 -5278.710 69.742 0.010 10001
118 -5278.701 69.733 0.010 10001
119 -5278.691 69.724 0.010 10001
120 -5278.682 69.716 0.010 10001
121 -5278.672 69.707 0.009 10001
122 -5278.663 69.699 0.009 10001
123 -5278.653 69.690 0.009 10001
124 -5278.644 69.681 0.009 10001
125 -5278.634 69.673 0.009 10001
126 -5278.625 69.664 0.009 10001
127 -5278.616 69.656 0.009 10001
128 -5278.606 69.647 0.009 10001
129 -5278.597 69.639 0.009 10001
130 -5278.588 69.630 0.009 10001
131 -5278.578 69.621 0.009 10001
132 -5278.569 69.613 0.009 10001
133 -5278.560 69.604 0.009 10001
134 -5278.550 69.596 0.009 10001
135 -5278.541 69.587 0.009 10001
136 -5278.532 69.579 0.009 10001
137 -5278.523 69.570 0.009 10001
138 -5278.514 69.562 0.009 10001
139 -5278.505 69.553 0.009 10001
140 -5278.495 69.545 0.009 10001
141 -5278.486 69.536 0.009 10001
142 -5278.477 69.528 0.009 10001
143 -5278.468 69.519 0.009 10001
144 -5278.459 69.510 0.009 10001
145 -5278.450 69.502 0.009 10001
146 -5278.441 69.493 0.009 10001
147 -5278.432 69.485 0.009 10001
148 -5278.423 69.476 0.009 10001
149 -5278.414 69.468 0.009 10001
150 -5278.405 69.459 0.009 10001
151 -5278.396 69.451 0.009 10001
152 -5278.387 69.442 0.009 10001
153 -5278.378 69.434 0.009 10001
154 -5278.369 69.425 0.009 10001
155 -5278.361 69.417 0.009 10001
156 -5278.352 69.408 0.009 10001
157 -5278.343 69.400 0.009 10001
158 -5278.334 69.392 0.009 10001
159 -5278.325 69.383 0.009 10001
160 -5278.317 69.375 0.009 10001
161 -5278.308 69.366 0.009 10001
162 -5278.299 69.358 0.009 10001
163 -5278.290 69.349 0.009 10001
164 -5278.282 69.341 0.009 10001
165 -5278.273 69.332 0.009 10001
166 -5278.264 69.324 0.009 10001
167 -5278.256 69.315 0.009 10001
168 -5278.247 69.307 0.009 10001
169 -5278.238 69.298 0.009 10001
170 -5278.230 69.290 0.009 10001
171 -5278.221 69.282 0.009 10001
172 -5278.213 69.273 0.009 10001
173 -5278.204 69.265 0.009 10001
174 -5278.195 69.256 0.009 10001
175 -5278.187 69.248 0.009 10001
176 -5278.178 69.239 0.009 10001
177 -5278.170 69.231 0.008 10001
178 -5278.161 69.223 0.008 10001
179 -5278.153 69.214 0.008 10001
180 -5278.145 69.206 0.008 10001
181 -5278.136 69.197 0.008 10001
182 -5278.128 69.189 0.008 10001
183 -5278.119 69.180 0.008 10001
184 -5278.111 69.172 0.008 10001
185 -5278.103 69.164 0.008 10001
186 -5278.094 69.155 0.008 10001
187 -5278.086 69.147 0.008 10001
188 -5278.077 69.138 0.008 10001
189 -5278.069 69.130 0.008 10001
190 -5278.061 69.122 0.008 10001
191 -5278.053 69.113 0.008 10001
192 -5278.044 69.105 0.008 10001
193 -5278.036 69.097 0.008 10001
194 -5278.028 69.088 0.008 10001
195 -5278.020 69.080 0.008 10001
196 -5278.011 69.071 0.008 10001
197 -5278.003 69.063 0.008 10001
198 -5277.995 69.055 0.008 10001
199 -5277.987 69.046 0.008 10001
200 -5277.979 69.038 0.008 10001
201 -5277.971 69.030 0.008 10001
202 -5277.962 69.021 0.008 10001
203 -5277.954 69.013 0.008 10001
204 -5277.946 69.005 0.008 10001
205 -5277.938 68.996 0.008 10001
206 -5277.930 68.988 0.008 10001
207 -5277.922 68.979 0.008 10001
208 -5277.914 68.971 0.008 10001
209 -5277.906 68.963 0.008 10001
210 -5277.898 68.954 0.008 10001
211 -5277.890 68.946 0.008 10001
212 -5277.882 68.938 0.008 10001
213 -5277.874 68.929 0.008 10001
214 -5277.866 68.921 0.008 10001
215 -5277.858 68.913 0.008 10001
216 -5277.850 68.904 0.008 10001
217 -5277.842 68.896 0.008 10001
218 -5277.834 68.888 0.008 10001
219 -5277.826 68.880 0.008 10001
220 -5277.818 68.871 0.008 10001
221 -5277.811 68.863 0.008 10001
222 -5277.803 68.855 0.008 10001
223 -5277.795 68.846 0.008 10001
224 -5277.787 68.838 0.008 10001
225 -5277.779 68.830 0.008 10001
226 -5277.771 68.821 0.008 10001
227 -5277.764 68.813 0.008 10001
228 -5277.756 68.805 0.008 10001
229 -5277.748 68.796 0.008 10001
230 -5277.740 68.788 0.008 10001
231 -5277.733 68.780 0.008 10001
232 -5277.725 68.772 0.008 10001
233 -5277.717 68.763 0.008 10001
234 -5277.709 68.755 0.008 10001
235 -5277.702 68.747 0.008 10001
236 -5277.694 68.738 0.008 10001
237 -5277.686 68.730 0.008 10001
238 -5277.679 68.722 0.008 10001
239 -5277.671 68.714 0.008 10001
240 -5277.663 68.705 0.008 10001
241 -5277.656 68.697 0.008 10001
242 -5277.648 68.689 0.008 10001
243 -5277.641 68.681 0.008 10001
244 -5277.633 68.672 0.008 10001
245 -5277.625 68.664 0.008 10001
246 -5277.618 68.656 0.008 10001
247 -5277.610 68.648 0.008 10001
248 -5277.603 68.639 0.008 10001
249 -5277.595 68.631 0.008 10001
250 -5277.588 68.623 0.008 10001
251 -5277.580 68.615 0.008 10001
252 -5277.573 68.606 0.007 10001
253 -5277.565 68.598 0.007 10001
254 -5277.558 68.590 0.007 10001
255 -5277.550 68.582 0.007 10001
256 -5277.543 68.573 0.007 10001
257 -5277.535 68.565 0.007 10001
258 -5277.528 68.557 0.007 10001
259 -5277.520 68.549 0.007 10001
260 -5277.513 68.541 0.007 10001
261 -5277.506 68.532 0.007 10001
262 -5277.498 68.524 0.007 10001
263 -5277.491 68.516 0.007 10001
264 -5277.484 68.508 0.007 10001
265 -5277.476 68.499 0.007 10001
266 -5277.469 68.491 0.007 10001
267 -5277.462 68.483 0.007 10001
268 -5277.454 68.475 0.007 10001
269 -5277.447 68.467 0.007 10001
270 -5277.440 68.458 0.007 10001
271 -5277.432 68.450 0.007 10001
272 -5277.425 68.442 0.007 10001
273 -5277.418 68.434 0.007 10001
274 -5277.411 68.426 0.007 10001
275 -5277.403 68.417 0.007 10001
276 -5277.396 68.409 0.007 10001
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1734 -5271.164 57.575 0.003 10001
1735 -5271.161 57.568 0.003 10001
1736 -5271.158 57.562 0.003 10001
1737 -5271.155 57.554 0.003 10001
1738 -5271.152 57.548 0.003 10001
1739 -5271.149 57.540 0.003 10001
1740 -5271.146 57.534 0.003 10001
1741 -5271.143 57.527 0.003 10001
1742 -5271.140 57.520 0.003 10001
1743 -5271.137 57.513 0.003 10001
1744 -5271.134 57.506 0.003 10001
1745 -5271.131 57.499 0.003 10001
1746 -5271.128 57.492 0.003 10001
1747 -5271.125 57.485 0.003 10001
1748 -5271.122 57.478 0.003 10001
1749 -5271.119 57.471 0.003 10001
1750 -5271.116 57.464 0.003 10001
1751 -5271.113 57.457 0.003 10001
1752 -5271.110 57.450 0.003 10001
1753 -5271.107 57.443 0.003 10001
1754 -5271.104 57.436 0.003 10001
1755 -5271.101 57.429 0.003 10001
1756 -5271.098 57.422 0.003 10001
1757 -5271.095 57.415 0.003 10001
1758 -5271.092 57.408 0.003 10001
1759 -5271.089 57.401 0.003 10001
1760 -5271.086 57.394 0.003 10001
1761 -5271.083 57.387 0.003 10001
1762 -5271.080 57.380 0.003 10001
1763 -5271.077 57.373 0.003 10001
1764 -5271.074 57.366 0.003 10001
1765 -5271.071 57.359 0.003 10001
1766 -5271.068 57.352 0.003 10001
1767 -5271.065 57.345 0.003 10001
1768 -5271.062 57.338 0.003 10001
1769 -5271.059 57.331 0.003 10001
1770 -5271.056 57.324 0.003 10001
1771 -5271.053 57.317 0.003 10001
1772 -5271.050 57.310 0.003 10001
1773 -5271.047 57.303 0.003 10001
1774 -5271.044 57.296 0.003 10001
1775 -5271.041 57.289 0.003 10001
1776 -5271.038 57.282 0.003 10001
1777 -5271.035 57.275 0.003 10001
1778 -5271.032 57.268 0.003 10001
1779 -5271.029 57.261 0.003 10001
1780 -5271.026 57.254 0.003 10001
1781 -5271.023 57.247 0.003 10001
1782 -5271.020 57.240 0.003 10001
1783 -5271.017 57.233 0.003 10001
1784 -5271.014 57.226 0.003 10001
1785 -5271.011 57.219 0.003 10001
1786 -5271.008 57.212 0.003 10001
1787 -5271.005 57.205 0.003 10001
1788 -5271.002 57.198 0.003 10001
1789 -5270.999 57.191 0.003 10001
1790 -5270.996 57.184 0.003 10001
1791 -5270.993 57.177 0.003 10001
1792 -5270.990 57.170 0.003 10001
1793 -5270.987 57.163 0.003 10001
1794 -5270.984 57.156 0.003 10001
1795 -5270.981 57.149 0.003 10001
1796 -5270.978 57.142 0.003 10001
1797 -5270.975 57.135 0.003 10001
1798 -5270.972 57.129 0.003 10001
1799 -5270.969 57.121 0.003 10001
1800 -5270.966 57.115 0.003 10001
1801 -5270.963 57.108 0.003 10001
1802 -5270.960 57.101 0.003 10001
1803 -5270.957 57.094 0.003 10001
1804 -5270.954 57.087 0.003 10001
1805 -5270.951 57.080 0.003 10001
1806 -5270.949 57.073 0.003 10001
1807 -5270.946 57.066 0.003 10001
1808 -5270.943 57.059 0.003 10001
1809 -5270.940 57.052 0.003 10001
1810 -5270.937 57.045 0.003 10001
1811 -5270.934 57.038 0.003 10001
1812 -5270.931 57.031 0.003 10001
1813 -5270.928 57.024 0.003 10001
1814 -5270.925 57.017 0.003 10001
1815 -5270.922 57.010 0.003 10001
1816 -5270.919 57.003 0.003 10001
1817 -5270.916 56.996 0.003 10001
1818 -5270.913 56.989 0.003 10001
1819 -5270.910 56.982 0.003 10001
1820 -5270.907 56.975 0.003 10001
1821 -5270.904 56.968 0.003 10001
1822 -5270.901 56.961 0.003 10001
1823 -5270.898 56.954 0.003 10001
1824 -5270.895 56.947 0.003 10001
1825 -5270.892 56.940 0.003 10001
1826 -5270.889 56.933 0.003 10001
1827 -5270.886 56.926 0.003 10001
1828 -5270.883 56.919 0.003 10001
1829 -5270.880 56.912 0.003 10001
1830 -5270.877 56.906 0.003 10001
1831 -5270.875 56.899 0.003 10001
1832 -5270.872 56.892 0.003 10001
1833 -5270.869 56.885 0.003 10001
1834 -5270.866 56.878 0.003 10001
1835 -5270.863 56.871 0.003 10001
1836 -5270.860 56.864 0.003 10001
1837 -5270.857 56.857 0.003 10001
1838 -5270.854 56.850 0.003 10001
1839 -5270.851 56.843 0.003 10001
1840 -5270.848 56.836 0.003 10001
1841 -5270.845 56.829 0.003 10001
1842 -5270.842 56.822 0.003 10001
1843 -5270.839 56.815 0.003 10001
1844 -5270.836 56.808 0.003 10001
1845 -5270.833 56.801 0.003 10001
1846 -5270.830 56.794 0.003 10001
1847 -5270.827 56.787 0.003 10001
1848 -5270.824 56.780 0.003 10001
1849 -5270.822 56.773 0.003 10001
1850 -5270.819 56.766 0.003 10001
1851 -5270.816 56.759 0.003 10001
1852 -5270.813 56.752 0.003 10001
1853 -5270.810 56.745 0.003 10001
1854 -5270.807 56.739 0.003 10001
1855 -5270.804 56.732 0.003 10001
1856 -5270.801 56.725 0.003 10001
1857 -5270.798 56.718 0.003 10001
1858 -5270.795 56.711 0.003 10001
1859 -5270.792 56.704 0.003 10001
1860 -5270.789 56.697 0.003 10001
1861 -5270.786 56.690 0.003 10001
1862 -5270.783 56.683 0.003 10001
1863 -5270.780 56.676 0.003 10001
1864 -5270.778 56.669 0.003 10001
1865 -5270.775 56.662 0.003 10001
1866 -5270.772 56.655 0.003 10001
1867 -5270.769 56.648 0.003 10001
1868 -5270.766 56.641 0.003 10001
1869 -5270.763 56.634 0.003 10001
1870 -5270.760 56.627 0.003 10001
1871 -5270.757 56.620 0.003 10001
1872 -5270.754 56.613 0.003 10001
1873 -5270.751 56.606 0.003 10001
1874 -5270.748 56.600 0.003 10001
1875 -5270.745 56.593 0.003 10001
1876 -5270.742 56.586 0.003 10001
1877 -5270.740 56.579 0.003 10001
1878 -5270.737 56.572 0.003 10001
1879 -5270.734 56.565 0.003 10001
1880 -5270.731 56.558 0.003 10001
1881 -5270.728 56.551 0.003 10001
1882 -5270.725 56.544 0.003 10001
1883 -5270.722 56.537 0.003 10001
1884 -5270.719 56.530 0.003 10001
1885 -5270.716 56.523 0.003 10001
1886 -5270.713 56.516 0.003 10001
1887 -5270.710 56.509 0.003 10001
1888 -5270.707 56.502 0.003 10001
1889 -5270.705 56.495 0.003 10001
1890 -5270.702 56.488 0.003 10001
1891 -5270.699 56.481 0.003 10001
1892 -5270.696 56.474 0.003 10001
1893 -5270.693 56.468 0.003 10001
1894 -5270.690 56.461 0.003 10001
1895 -5270.687 56.454 0.003 10001
1896 -5270.684 56.447 0.003 10001
1897 -5270.681 56.440 0.003 10001
1898 -5270.678 56.433 0.003 10001
1899 -5270.675 56.426 0.003 10001
1900 -5270.673 56.419 0.003 10001
1901 -5270.670 56.412 0.003 10001
1902 -5270.667 56.405 0.003 10001
1903 -5270.664 56.398 0.003 10001
1904 -5270.661 56.391 0.003 10001
1905 -5270.658 56.384 0.003 10001
1906 -5270.655 56.377 0.003 10001
1907 -5270.652 56.370 0.003 10001
1908 -5270.649 56.363 0.003 10001
1909 -5270.646 56.357 0.003 10001
1910 -5270.644 56.349 0.003 10001
1911 -5270.641 56.343 0.003 10001
1912 -5270.638 56.336 0.003 10001
1913 -5270.635 56.329 0.003 10001
1914 -5270.632 56.322 0.003 10001
1915 -5270.629 56.315 0.003 10001
1916 -5270.626 56.308 0.003 10001
1917 -5270.623 56.301 0.003 10001
1918 -5270.620 56.294 0.003 10001
1919 -5270.617 56.287 0.003 10001
1920 -5270.615 56.280 0.003 10001
1921 -5270.612 56.273 0.003 10001
1922 -5270.609 56.266 0.003 10001
1923 -5270.606 56.259 0.003 10001
1924 -5270.603 56.252 0.003 10001
1925 -5270.600 56.246 0.003 10001
1926 -5270.597 56.239 0.003 10001
1927 -5270.594 56.232 0.003 10001
1928 -5270.591 56.225 0.003 10001
1929 -5270.589 56.218 0.003 10001
1930 -5270.586 56.211 0.003 10001
1931 -5270.583 56.204 0.003 10001
1932 -5270.580 56.197 0.003 10001
1933 -5270.577 56.190 0.003 10001
1934 -5270.574 56.183 0.003 10001
1935 -5270.571 56.176 0.003 10001
1936 -5270.568 56.169 0.003 10001
1937 -5270.566 56.162 0.003 10001
1938 -5270.563 56.155 0.003 10001
1939 -5270.560 56.148 0.003 10001
1940 -5270.557 56.142 0.003 10001
1941 -5270.554 56.135 0.003 10001
1942 -5270.551 56.128 0.003 10001
1943 -5270.548 56.121 0.003 10001
1944 -5270.545 56.114 0.003 10001
1945 -5270.543 56.107 0.003 10001
1946 -5270.540 56.100 0.003 10001
1947 -5270.537 56.093 0.003 10001
1948 -5270.534 56.086 0.003 10001
1949 -5270.531 56.079 0.003 10001
1950 -5270.528 56.072 0.003 10001
1951 -5270.525 56.065 0.003 10001
1952 -5270.522 56.058 0.003 10001
1953 -5270.520 56.052 0.003 10001
1954 -5270.517 56.045 0.003 10001
1955 -5270.514 56.038 0.003 10001
1956 -5270.511 56.031 0.003 10001
1957 -5270.508 56.024 0.003 10001
1958 -5270.505 56.017 0.003 10001
1959 -5270.502 56.010 0.003 10001
1960 -5270.499 56.003 0.003 10001
1961 -5270.497 55.996 0.003 10001
1962 -5270.494 55.989 0.003 10001
1963 -5270.491 55.982 0.003 10001
1964 -5270.488 55.975 0.003 10001
1965 -5270.485 55.968 0.003 10001
1966 -5270.482 55.962 0.003 10001
1967 -5270.479 55.955 0.003 10001
1968 -5270.477 55.948 0.003 10001
1969 -5270.474 55.941 0.003 10001
1970 -5270.471 55.934 0.003 10001
1971 -5270.468 55.927 0.003 10001
1972 -5270.465 55.920 0.003 10001
1973 -5270.462 55.913 0.003 10001
1974 -5270.459 55.906 0.003 10001
1975 -5270.457 55.899 0.003 10001
1976 -5270.454 55.892 0.003 10001
1977 -5270.451 55.885 0.003 10001
1978 -5270.448 55.879 0.003 10001
1979 -5270.445 55.872 0.003 10001
1980 -5270.442 55.865 0.003 10001
1981 -5270.439 55.858 0.003 10001
1982 -5270.437 55.851 0.003 10001
1983 -5270.434 55.844 0.003 10001
1984 -5270.431 55.837 0.003 10001
1985 -5270.428 55.830 0.003 10001
1986 -5270.425 55.823 0.003 10001
1987 -5270.422 55.816 0.003 10001
1988 -5270.420 55.809 0.003 10001
1989 -5270.417 55.802 0.003 10001
1990 -5270.414 55.796 0.003 10001
1991 -5270.411 55.789 0.003 10001
1992 -5270.408 55.782 0.003 10001
1993 -5270.405 55.775 0.003 10001
1994 -5270.402 55.768 0.003 10001
1995 -5270.400 55.761 0.003 10001
1996 -5270.397 55.754 0.003 10001
1997 -5270.394 55.747 0.003 10001
1998 -5270.391 55.740 0.003 10001
1999 -5270.388 55.733 0.003 10001
2000 -5270.385 55.726 0.003 10001
**************************************************************************
Final stage estimation is completed.
Random Starts Results Ranked from the Best to the Worst Loglikelihood Values
START VALUE SET LL
433 -5270.385
39 -5288.818
253 -5349.856
WARNING: The best loglikelihood was not replicated. The final parameter
estimates may not be trustworthy due to local maxima. Increase the number
of start value sets.
MODEL FIT INFORMATION FOR START VALUE SET 433
Number of Parameters: 19
Loglikelihood Value : -5270.385
AIC : 10559.77
BIC : 10641.44
Final Class Proportions:
Class 1 : 0.8110258
Class 2 : 0.1889742
PARAMETER ESTIMATES
Class Parameter Estimate SE
1 B1 (Intercept) 23.688573 0.674819
1 B2 (Slope 1) 18.852256 0.086427
1 B3 (Slope 2) 5.933631 0.37895
1 K (Knot) 4.514511 0.110992
1 Residual Variance 52.298932 2.833802
1 B1 variance 23.058805 NaN
1 B2 variance 22.020641 NaN
1 B3 variance 5.979795 1.634661
1 K variance 0.27651 0.082748
1 B1B2 Covariance 17.802324 4.126175
1 B1B3 Covariance -2.874818 2.260618
1 B1K Covariance -1.234489 0.370868
1 B2B3 Covariance -2.093873 1.509699
1 B2K Covariance -0.835986 0.354698
1 B3K Covariance -0.994436 0.313185
2 B1 (Intercept) 37.265515 NaN
2 B2 (Slope 1) 30.89854 1.228654
2 B3 (Slope 2) 5.938897 0.547535
2 K (Knot) 3.041259 0.130155
WARNING: The standard errors are not available due to the negative values at the diagonal
of the inverse of the Hessian matrix at the last iteration.
6. Model output
The model will return several outputs, including parameter estimates and class memberships.
Class Parameter Est SE
1 1 B1 (Intercept) 23.688573 0.674819
2 1 B2 (Slope 1) 18.852256 0.086427
3 1 B3 (Slope 2) 5.933631 0.37895
4 1 K (Knot) 4.514511 0.110992
5 1 Residual Variance 52.298932 2.833802
6 1 B1 variance 23.058805 NaN
7 1 B2 variance 22.020641 NaN
8 1 B3 variance 5.979795 1.634661
9 1 K variance 0.27651 0.082748
10 1 B1B2 Covariance 17.802324 4.126175
11 1 B1B3 Covariance -2.874818 2.260618
12 1 B1K Covariance -1.234489 0.370868
13 1 B2B3 Covariance -2.093873 1.509699
14 1 B2K Covariance -0.835986 0.354698
15 1 B3K Covariance -0.994436 0.313185
16 2 B1 (Intercept) 37.265515 NaN
17 2 B2 (Slope 1) 30.89854 1.228654
18 2 B3 (Slope 2) 5.938897 0.547535
19 2 K (Knot) 3.041259 0.130155[1] 0.8110258 0.1889742 M1 M2 M3 M4 M5 M6 M7 P1 P2 Class
1 28.14 50.51 45.89 93.65 152.42 163.89 171.23 0.1749 0.8251 2
2 27.04 42.23 48.73 66.21 112.09 125.56 155.11 0.8646 0.1354 1
3 43.45 56.71 70.53 89.71 137.38 159.14 169.89 0.0491 0.9509 2
4 16.52 32.48 38.07 47.97 117.71 139.88 166.58 0.9970 0.0030 1
5 28.87 43.53 48.07 77.39 100.41 138.46 150.94 0.9140 0.0860 1
6 15.57 30.53 35.33 50.68 77.26 116.04 139.39 0.9989 0.0011 1
7 20.56 28.42 30.63 48.33 74.73 94.36 127.25 0.9987 0.0013 1
8 24.88 32.53 35.08 54.94 88.21 127.21 155.05 0.9960 0.0040 1
9 24.41 33.92 49.08 53.64 83.35 99.84 103.28 0.9905 0.0095 1
10 40.19 56.03 68.60 96.95 117.46 140.97 158.33 0.0037 0.9963 2
11 18.49 20.73 27.45 47.34 68.83 84.47 112.45 0.9996 0.0004 1
12 22.44 36.06 29.80 45.55 65.58 93.96 111.00 0.9994 0.0006 1
13 27.88 40.81 45.04 75.80 109.66 134.77 144.89 0.8795 0.1205 1
14 35.59 57.53 57.60 110.97 131.91 151.68 171.39 0.0053 0.9947 2
15 28.53 41.85 45.63 84.48 87.63 108.49 140.54 0.7413 0.2587 1
16 21.51 26.21 36.91 61.50 72.50 90.31 85.72 0.9982 0.0018 1
17 35.60 71.85 85.23 113.57 129.11 143.28 166.91 0.0000 1.0000 2
18 22.48 31.06 38.54 55.25 103.16 139.69 134.04 0.9960 0.0040 1
19 17.46 27.99 38.10 42.05 63.75 87.38 96.27 0.9997 0.0003 1
20 33.55 40.43 46.21 58.65 117.49 128.79 160.01 0.9263 0.0737 1
21 17.85 23.94 28.66 37.72 63.95 62.74 114.37 0.9998 0.0002 1
22 30.33 40.20 48.28 79.43 132.55 142.41 166.31 0.6381 0.3619 1
23 20.63 29.34 33.48 55.24 85.53 111.50 103.82 0.9973 0.0027 1
24 22.92 32.33 38.58 48.63 88.58 117.77 133.47 0.9973 0.0027 1
25 24.43 30.48 34.40 55.39 89.05 118.55 129.82 0.9968 0.0032 1
26 21.36 24.38 46.97 54.12 93.64 119.74 139.23 0.9943 0.0057 1
27 43.68 55.37 58.22 94.12 131.50 155.37 157.88 0.0617 0.9383 2
28 25.08 32.03 43.67 67.95 106.99 145.92 161.45 0.9940 0.0060 1
29 27.90 42.94 51.15 26.75 110.37 145.39 154.58 0.9988 0.0012 1
30 19.74 20.95 27.92 45.67 64.66 99.33 102.80 0.9998 0.0002 1
31 15.16 27.29 31.14 44.24 88.99 86.08 121.72 0.9977 0.0023 1
32 20.88 31.66 40.05 41.20 99.50 123.32 116.99 0.9958 0.0042 1
33 22.97 47.89 37.97 65.45 134.36 160.57 165.25 0.9583 0.0417 1
34 33.58 44.76 57.96 74.29 114.80 131.39 152.01 0.4978 0.5022 2
35 20.30 37.59 48.98 48.88 101.70 148.56 138.59 0.9979 0.0021 1
36 22.26 28.41 34.39 51.56 89.47 117.29 159.60 0.9939 0.0061 1
37 31.98 47.27 53.56 73.98 123.51 145.43 158.90 0.7170 0.2830 1
38 35.79 50.79 49.15 94.96 127.26 158.17 168.79 0.4673 0.5327 2
39 32.30 44.51 45.75 81.11 132.67 158.80 165.92 0.8210 0.1790 1
40 19.83 24.81 32.19 37.52 81.89 96.10 131.79 0.9989 0.0011 1
41 53.03 65.57 78.96 89.69 121.34 153.61 159.46 0.0011 0.9989 2
42 16.56 21.17 29.10 47.18 76.21 116.83 127.99 0.9998 0.0002 1
43 24.01 32.27 42.71 53.48 89.26 101.85 122.82 0.9896 0.0104 1
44 16.70 25.07 32.74 50.77 74.14 101.82 124.00 0.9992 0.0008 1
45 30.59 47.78 45.78 71.27 116.48 131.45 140.41 0.6765 0.3235 1
46 19.46 25.59 30.90 50.05 73.97 81.39 84.11 0.9993 0.0007 1
47 25.07 33.40 49.12 63.24 104.35 129.94 152.70 0.9706 0.0294 1
48 19.58 37.78 44.30 58.14 86.26 104.66 128.30 0.9878 0.0122 1
49 21.14 29.71 37.41 37.88 96.16 86.74 145.17 0.9945 0.0055 1
50 36.53 54.65 55.47 73.06 123.43 143.37 160.38 0.5280 0.4720 1
51 35.40 53.25 66.40 81.25 128.32 164.90 164.52 0.6057 0.3943 1
52 18.06 25.25 27.70 38.37 64.28 77.23 118.20 0.9997 0.0003 1
53 22.15 31.09 40.51 61.94 88.65 107.26 147.26 0.9832 0.0168 1
54 12.36 17.81 22.74 23.67 60.30 81.15 101.81 1.0000 0.0000 1
55 24.14 39.18 39.06 63.40 86.65 102.88 134.20 0.9797 0.0203 1
56 41.58 76.25 87.12 109.71 144.75 159.63 168.21 0.0000 1.0000 2
57 22.20 34.08 31.67 67.77 89.78 107.55 140.71 0.9853 0.0147 1
58 25.40 28.99 35.77 47.15 81.46 105.17 140.51 0.9968 0.0032 1
59 23.35 34.11 36.22 47.82 64.48 106.67 137.87 0.9977 0.0023 1
60 31.27 31.52 52.14 73.44 116.34 157.62 165.21 0.9877 0.0123 1
61 16.17 18.70 33.85 63.90 99.61 104.39 119.40 0.9874 0.0126 1
62 28.97 44.62 48.76 67.39 144.08 142.29 163.27 0.4541 0.5459 2
63 22.86 33.15 31.30 46.56 87.55 98.53 137.02 0.9960 0.0040 1
64 14.46 25.83 25.22 40.57 65.95 99.82 111.41 0.9998 0.0002 1
65 16.55 24.99 34.21 42.13 71.97 125.38 132.41 0.9999 0.0001 1
66 22.18 46.93 48.78 74.63 90.32 127.54 142.69 0.9301 0.0699 1
67 21.95 30.96 38.25 58.69 86.90 101.08 131.33 0.9913 0.0087 1
68 21.79 28.38 35.04 54.57 79.08 121.32 123.63 0.9992 0.0008 1
69 30.52 46.50 42.20 77.11 133.06 159.39 168.36 0.9042 0.0958 1
70 24.73 41.93 47.20 56.36 117.47 142.50 144.78 0.9585 0.0415 1
71 19.91 25.82 24.22 66.56 74.26 90.72 121.39 0.9980 0.0020 1
72 25.45 49.01 50.41 69.84 104.36 124.47 139.28 0.8149 0.1851 1
73 40.49 59.18 64.00 78.47 104.85 132.68 139.83 0.1280 0.8720 2
74 20.58 26.98 32.95 57.12 116.07 105.03 131.17 0.9338 0.0662 1
75 32.11 42.96 56.13 70.29 124.17 150.34 160.43 0.8568 0.1432 1
76 18.65 41.39 44.84 79.10 126.29 151.06 168.37 0.9270 0.0730 1
77 22.10 35.63 32.51 40.49 71.69 96.77 108.08 0.9993 0.0007 1
78 20.43 24.56 35.13 39.59 59.59 67.61 86.69 0.9998 0.0002 1
79 74.75 89.60 85.48 117.09 145.90 153.52 172.20 0.0000 1.0000 2
80 16.72 25.25 27.84 41.75 68.59 95.12 119.39 0.9997 0.0003 1
81 41.09 42.36 64.22 87.20 131.87 146.53 168.09 0.1527 0.8473 2
82 26.11 44.02 56.50 76.84 111.40 148.18 161.89 0.8869 0.1131 1
83 27.88 44.01 44.61 67.90 123.86 158.75 165.08 0.9814 0.0186 1
84 45.25 55.01 58.65 84.49 145.10 155.98 165.53 0.0997 0.9003 2
85 27.76 43.94 48.45 70.41 116.66 142.72 166.41 0.9294 0.0706 1
86 26.11 41.89 48.94 84.07 131.00 150.00 160.79 0.6057 0.3943 1
87 20.15 27.65 51.03 47.31 93.23 126.97 140.48 0.9972 0.0028 1
88 31.07 42.47 55.06 75.02 130.98 152.49 161.62 0.7165 0.2835 1
89 15.93 19.29 24.67 24.98 61.86 70.63 80.46 1.0000 0.0000 1
90 17.93 25.68 44.16 67.55 103.41 121.03 136.87 0.9710 0.0290 1
91 17.54 33.20 32.41 52.23 89.02 115.50 118.16 0.9975 0.0025 1
92 22.30 37.12 30.05 62.20 61.30 104.72 120.23 0.9989 0.0011 1
93 36.18 52.51 62.47 74.02 103.90 132.79 158.55 0.2263 0.7737 2
94 16.45 19.43 19.59 27.32 55.15 50.86 92.37 1.0000 0.0000 1
95 17.09 30.36 26.94 41.67 79.50 103.87 99.89 0.9995 0.0005 1
96 29.23 38.76 51.17 56.81 106.48 120.43 140.19 0.9259 0.0741 1
97 19.36 28.78 31.18 46.79 86.37 114.80 132.95 0.9988 0.0012 1
98 21.04 20.14 30.30 48.60 62.57 108.97 131.79 0.9996 0.0004 1
99 19.75 32.34 32.74 56.36 66.15 102.01 118.94 0.9991 0.0009 1
100 25.60 46.75 57.26 67.77 111.26 133.97 131.84 0.7256 0.2744 1
101 34.35 41.88 49.35 69.42 112.34 157.29 157.66 0.9878 0.0122 1
102 27.39 35.06 42.63 58.60 138.08 144.82 160.19 0.8602 0.1398 1
103 29.18 35.41 42.87 87.19 131.39 150.04 160.55 0.6745 0.3255 1
104 26.58 31.17 43.87 60.82 90.91 125.22 142.23 0.9923 0.0077 1
105 37.87 47.26 61.34 89.59 110.74 158.55 160.80 0.5233 0.4767 1
106 20.74 37.05 39.11 58.39 90.40 141.43 150.45 0.9992 0.0008 1
107 30.63 53.46 61.36 82.76 142.69 164.50 164.31 0.2531 0.7469 2
108 21.48 27.60 44.74 53.79 66.17 110.41 114.64 0.9993 0.0007 1
109 32.98 55.13 61.66 73.91 129.49 160.02 170.28 0.7881 0.2119 1
110 27.63 31.62 39.79 62.06 106.17 119.08 139.54 0.9609 0.0391 1
111 18.57 24.10 31.48 36.18 68.27 80.33 113.37 0.9997 0.0003 1
112 24.26 34.73 37.33 54.62 109.59 109.14 119.50 0.9370 0.0630 1
113 24.51 28.23 35.74 58.16 93.23 132.29 155.86 0.9975 0.0025 1
114 27.67 29.21 47.06 66.62 117.74 131.60 169.05 0.9520 0.0480 1
115 19.38 28.87 40.22 74.17 117.65 139.41 164.14 0.9723 0.0277 1
116 20.74 40.06 44.93 64.19 89.84 103.54 141.64 0.9600 0.0400 1
117 20.47 30.76 42.13 45.46 74.41 94.76 121.67 0.9982 0.0018 1
118 36.21 36.44 36.96 56.65 87.87 98.88 131.23 0.9810 0.0190 1
119 33.48 47.79 55.88 75.03 135.06 157.61 160.23 0.5816 0.4184 1
120 26.93 26.59 30.46 48.01 60.82 88.94 102.94 0.9996 0.0004 1
121 27.69 39.63 55.73 63.17 89.72 137.53 147.35 0.9859 0.0141 1
122 26.17 34.23 40.45 60.55 89.16 124.82 163.25 0.9708 0.0292 1
123 24.43 34.79 36.24 55.43 102.56 127.31 143.90 0.9920 0.0080 1
124 27.12 38.76 43.62 59.19 101.67 140.43 153.44 0.9943 0.0057 1
125 19.66 31.42 29.06 57.76 78.00 95.56 110.74 0.9979 0.0021 1
126 16.86 28.72 34.64 52.16 73.86 112.25 128.15 0.9992 0.0008 1
127 23.13 41.80 44.31 88.24 128.53 148.29 168.29 0.7422 0.2578 1
128 21.63 38.61 37.50 61.77 90.95 121.48 149.46 0.9880 0.0120 1
129 20.62 25.98 25.48 39.68 74.92 127.41 124.33 0.9999 0.0001 1
130 34.96 56.07 67.26 105.70 134.44 142.14 160.86 0.0020 0.9980 2
131 38.05 56.54 74.42 86.58 124.24 162.72 164.65 0.1211 0.8789 2
132 31.42 54.01 69.61 75.35 142.76 156.63 170.51 0.2663 0.7337 2
133 36.24 51.04 51.82 86.40 123.57 139.83 160.26 0.2319 0.7681 2
134 19.68 42.00 31.62 63.05 103.42 136.11 150.12 0.9940 0.0060 1
135 35.91 50.64 60.73 73.94 103.22 135.16 144.95 0.5500 0.4500 1
136 12.51 24.20 26.99 53.21 75.60 100.33 114.25 0.9994 0.0006 1
137 16.84 17.23 19.98 31.77 57.21 51.54 105.64 1.0000 0.0000 1
138 43.05 67.08 76.64 99.39 127.13 138.33 160.38 0.0002 0.9998 2
139 13.59 19.38 15.97 38.16 44.76 76.94 94.85 1.0000 0.0000 1
140 26.32 37.98 44.26 60.61 117.16 137.52 153.97 0.9621 0.0379 1
141 37.26 49.44 51.97 68.29 103.60 120.61 149.90 0.6304 0.3696 1
142 43.67 46.81 51.34 62.15 126.85 142.05 165.49 0.8442 0.1558 1
143 36.48 40.32 57.01 93.32 124.05 160.12 163.53 0.5956 0.4044 1
144 28.52 42.94 45.17 73.48 134.62 156.55 168.91 0.8962 0.1038 1
145 20.11 31.31 32.51 47.80 87.53 115.68 141.27 0.9981 0.0019 1
146 39.74 53.99 62.21 87.77 116.35 144.88 166.71 0.0566 0.9434 2
147 24.24 42.17 48.19 59.47 87.60 117.63 145.75 0.9701 0.0299 1
148 34.87 50.55 46.38 82.93 129.63 141.42 160.31 0.3834 0.6166 2
149 44.28 51.27 64.10 98.13 126.65 148.92 165.44 0.0148 0.9852 2
150 18.89 26.84 38.92 48.57 101.81 105.22 138.27 0.9896 0.0104 1
151 39.25 55.65 54.59 67.37 104.60 150.14 169.64 0.8214 0.1786 1
152 23.27 27.74 42.45 61.38 92.96 135.93 149.86 0.9977 0.0023 1
153 51.66 55.29 84.03 92.43 131.79 152.66 162.77 0.0016 0.9984 2
154 21.33 27.84 37.37 44.97 59.70 77.11 90.41 0.9997 0.0003 1
155 18.21 34.15 31.49 52.61 107.11 141.81 156.06 0.9987 0.0013 1
156 19.26 24.18 23.89 43.47 57.78 77.86 104.21 0.9998 0.0002 1
157 23.11 21.60 33.22 47.93 86.19 140.85 139.38 0.9999 0.0001 1
158 25.00 35.64 37.90 56.83 92.15 133.29 141.74 0.9977 0.0023 1
159 44.92 54.16 65.02 76.43 96.04 140.96 160.62 0.0628 0.9372 2
160 15.82 19.74 24.82 38.61 58.06 60.41 109.08 0.9999 0.0001 1
161 28.05 32.09 43.18 73.63 110.58 118.26 113.88 0.7146 0.2854 1
162 30.61 25.07 51.57 54.11 103.02 129.15 129.53 0.9820 0.0180 1
163 33.35 40.45 54.65 78.00 138.92 159.53 163.12 0.5791 0.4209 1
164 25.68 31.86 37.66 52.24 75.52 107.31 120.86 0.9981 0.0019 1
165 24.49 37.28 42.19 60.86 107.56 133.46 155.54 0.9835 0.0165 1
166 22.21 35.37 38.63 48.11 74.90 107.04 119.48 0.9985 0.0015 1
167 26.85 27.10 37.89 72.47 75.02 113.32 93.18 0.9958 0.0042 1
168 18.32 27.33 26.68 33.25 45.96 66.27 75.27 1.0000 0.0000 1
169 29.21 37.49 54.08 77.35 114.29 142.24 161.65 0.8448 0.1552 1
170 20.97 31.28 33.70 54.80 89.10 120.86 147.91 0.9969 0.0031 1
171 18.59 28.30 39.10 48.83 91.11 106.07 132.19 0.9956 0.0044 1
172 19.82 27.49 33.54 49.74 115.79 137.93 158.89 0.9968 0.0032 1
173 28.35 43.56 47.10 65.64 102.42 146.54 135.13 0.9840 0.0160 1
174 25.64 31.61 38.15 61.53 111.20 136.59 131.88 0.9737 0.0263 1
175 22.84 45.16 55.20 57.68 104.51 141.56 159.64 0.9826 0.0174 1
176 18.17 33.38 48.49 85.87 109.94 134.35 135.33 0.7881 0.2119 1
177 20.43 33.18 38.53 49.07 81.60 116.11 96.53 0.9983 0.0017 1
178 26.09 33.41 40.71 39.59 81.18 112.84 147.93 0.9961 0.0039 1
179 29.99 41.03 47.39 77.77 129.68 146.38 170.88 0.8309 0.1691 1
180 39.77 43.44 71.36 80.08 148.16 159.03 166.05 0.1047 0.8953 2
181 27.99 42.47 47.10 67.53 114.05 142.15 148.90 0.9384 0.0616 1
182 18.17 31.15 49.26 62.75 83.27 132.94 159.97 0.9862 0.0138 1
183 23.97 40.43 45.75 53.53 89.12 117.03 136.33 0.9894 0.0106 1
184 29.39 50.12 55.90 64.54 104.26 121.60 134.91 0.7569 0.2431 1
185 28.36 45.38 52.12 76.54 98.72 139.03 154.10 0.8611 0.1389 1
186 30.46 37.56 56.07 82.01 123.85 146.25 155.52 0.5999 0.4001 1
187 29.65 83.62 76.56 87.60 134.59 167.66 171.19 0.0161 0.9839 2
188 25.86 32.94 40.27 43.31 69.70 89.58 133.29 0.9973 0.0027 1
189 38.05 51.58 56.61 47.14 112.56 128.62 136.86 0.8495 0.1505 1
190 22.42 26.37 25.14 41.52 61.13 69.66 87.27 0.9999 0.0001 1
191 27.60 30.27 41.98 51.02 91.36 124.45 130.57 0.9966 0.0034 1
192 17.53 21.39 27.65 55.08 74.76 95.60 116.59 0.9992 0.0008 1
193 27.93 50.02 50.05 73.51 109.88 131.63 154.55 0.7241 0.2759 1
194 34.41 40.66 47.74 61.94 96.22 124.23 137.90 0.9595 0.0405 1
195 18.62 37.32 27.24 56.80 91.66 138.85 151.76 0.9995 0.0005 1
196 19.65 23.00 26.23 38.29 62.13 75.43 112.37 0.9998 0.0002 1
197 26.96 29.89 30.49 42.25 75.73 115.59 136.08 0.9993 0.0007 1
198 39.31 61.76 64.27 71.85 129.86 145.76 166.92 0.2566 0.7434 2
199 24.11 28.94 30.74 55.61 72.96 122.36 107.32 0.9995 0.0005 1
200 29.27 48.26 48.96 73.45 116.09 125.87 165.62 0.6314 0.3686 1