Mplus VERSION 6
MUTHEN & MUTHEN
04/22/2010 6:14 PM
INPUT INSTRUCTIONS
TITLE: this is an example of a factor mixture
(IRT) analysis with binary latent class and factor indicators
DATA: FILE = ex7.27.dat;
VARIABLE: NAMES = u1-u8;
CATEGORICAL = u1-u8;
CLASSES = c (2);
ANALYSIS: TYPE = MIXTURE;
ALGORITHM = INTEGRATION;
STARTS = 50 5;
MODEL: %OVERALL%
f BY u1-u8;
[f@0];
%c#1%
f BY u1@1 u2-u8;
f;
[u1$1-u8$1];
%c#2%
f BY u1@1 u2-u8;
f;
[u1$1-u8$1];
OUTPUT: TECH1 TECH8;
INPUT READING TERMINATED NORMALLY
this is an example of a factor mixture
(IRT) analysis with binary latent class and factor indicators
SUMMARY OF ANALYSIS
Number of groups 1
Number of observations 2000
Number of dependent variables 8
Number of independent variables 0
Number of continuous latent variables 1
Number of categorical latent variables 1
Observed dependent variables
Binary and ordered categorical (ordinal)
U1 U2 U3 U4 U5 U6
U7 U8
Continuous latent variables
F
Categorical latent variables
C
Estimator MLR
Information matrix OBSERVED
Optimization Specifications for the Quasi-Newton Algorithm for
Continuous Outcomes
Maximum number of iterations 100
Convergence criterion 0.100D-05
Optimization Specifications for the EM Algorithm
Maximum number of iterations 500
Convergence criteria
Loglikelihood change 0.100D-02
Relative loglikelihood change 0.100D-05
Derivative 0.100D-02
Optimization Specifications for the M step of the EM Algorithm for
Categorical Latent variables
Number of M step iterations 1
M step convergence criterion 0.100D-02
Basis for M step termination ITERATION
Optimization Specifications for the M step of the EM Algorithm for
Censored, Binary or Ordered Categorical (Ordinal), Unordered
Categorical (Nominal) and Count Outcomes
Number of M step iterations 1
M step convergence criterion 0.100D-02
Basis for M step termination ITERATION
Maximum value for logit thresholds 15
Minimum value for logit thresholds -15
Minimum expected cell size for chi-square 0.100D-01
Optimization algorithm EMA
Integration Specifications
Type STANDARD
Number of integration points 15
Dimensions of numerical integration 1
Adaptive quadrature ON
Random Starts Specifications
Number of initial stage random starts 50
Number of final stage optimizations 5
Number of initial stage iterations 10
Initial stage convergence criterion 0.100D+01
Random starts scale 0.500D+01
Random seed for generating random starts 0
Link LOGIT
Cholesky ON
Input data file(s)
ex7.27.dat
Input data format FREE
UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES
U1
Category 1 0.495 991.000
Category 2 0.504 1009.000
U2
Category 1 0.475 950.000
Category 2 0.525 1050.000
U3
Category 1 0.464 928.000
Category 2 0.536 1072.000
U4
Category 1 0.461 922.000
Category 2 0.539 1078.000
U5
Category 1 0.489 979.000
Category 2 0.511 1021.000
U6
Category 1 0.477 955.000
Category 2 0.522 1045.000
U7
Category 1 0.477 953.000
Category 2 0.524 1047.000
U8
Category 1 0.477 953.000
Category 2 0.524 1047.000
RANDOM STARTS RESULTS RANKED FROM THE BEST TO THE WORST LOGLIKELIHOOD VALUES
Final stage loglikelihood values at local maxima, seeds, and initial stage start numbers:
-8193.991 939021 8
-8193.992 246261 38
-8194.031 127215 9
-8194.097 120506 45
-8251.140 569131 26
THE MODEL ESTIMATION TERMINATED NORMALLY
TESTS OF MODEL FIT
Loglikelihood
H0 Value -8193.991
H0 Scaling Correction Factor 1.003
for MLR
Information Criteria
Number of Free Parameters 33
Akaike (AIC) 16453.983
Bayesian (BIC) 16638.813
Sample-Size Adjusted BIC 16533.970
(n* = (n + 2) / 24)
Chi-Square Test of Model Fit for the Binary and Ordered Categorical
(Ordinal) Outcomes
Pearson Chi-Square
Value 221.713
Degrees of Freedom 222
P-Value 0.4928
Likelihood Ratio Chi-Square
Value 227.352
Degrees of Freedom 222
P-Value 0.3884
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THE ESTIMATED MODEL
Latent
Classes
1 981.11728 0.49056
2 1018.88272 0.50944
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASS PATTERNS
BASED ON ESTIMATED POSTERIOR PROBABILITIES
Latent
Classes
1 981.15799 0.49058
2 1018.84201 0.50942
CLASSIFICATION QUALITY
Entropy 0.935
CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP
Class Counts and Proportions
Latent
Classes
1 1005 0.50250
2 995 0.49750
Average Latent Class Probabilities for Most Likely Latent Class Membership (Row)
by Latent Class (Column)
1 2
1 0.967 0.033
2 0.009 0.991
MODEL RESULTS
Two-Tailed
Estimate S.E. Est./S.E. P-Value
Latent Class 1
F BY
U1 1.000 0.000 999.000 999.000
U2 1.212 0.226 5.360 0.000
U3 1.287 0.267 4.826 0.000
U4 0.930 0.169 5.517 0.000
U5 0.716 0.160 4.475 0.000
U6 0.593 0.141 4.192 0.000
U7 0.595 0.147 4.048 0.000
U8 0.727 0.167 4.366 0.000
Means
F 0.000 0.000 999.000 999.000
Thresholds
U1$1 1.961 0.152 12.878 0.000
U2$1 2.353 0.205 11.477 0.000
U3$1 2.179 0.208 10.479 0.000
U4$1 1.793 0.141 12.724 0.000
U5$1 -2.022 0.151 -13.350 0.000
U6$1 -2.087 0.139 -15.015 0.000
U7$1 -1.990 0.144 -13.817 0.000
U8$1 -2.145 0.161 -13.320 0.000
Variances
F 2.213 0.591 3.743 0.000
Latent Class 2
F BY
U1 1.000 0.000 999.000 999.000
U2 0.500 0.141 3.558 0.000
U3 0.361 0.121 2.995 0.003
U4 0.421 0.128 3.293 0.001
U5 0.864 0.208 4.149 0.000
U6 0.880 0.228 3.852 0.000
U7 0.965 0.209 4.608 0.000
U8 0.839 0.197 4.257 0.000
Means
F 0.000 0.000 999.000 999.000
Thresholds
U1$1 -2.048 0.218 -9.414 0.000
U2$1 -2.078 0.134 -15.463 0.000
U3$1 -1.939 0.115 -16.799 0.000
U4$1 -1.968 0.124 -15.848 0.000
U5$1 1.960 0.153 12.848 0.000
U6$1 1.930 0.156 12.360 0.000
U7$1 1.910 0.163 11.745 0.000
U8$1 1.827 0.141 12.933 0.000
Variances
F 2.774 0.996 2.786 0.005
Categorical Latent Variables
Means
C#1 -0.038 0.048 -0.794 0.427
IRT PARAMETERIZATION IN TWO-PARAMETER LOGISTIC METRIC
WHERE THE LOGIT IS 1.7*DISCRIMINATION*(THETA - DIFFICULTY)
Latent Class 1
Item Discriminations
F BY
U1 0.875 0.117 7.485 0.000
U2 1.061 0.150 7.052 0.000
U3 1.126 0.163 6.916 0.000
U4 0.814 0.113 7.197 0.000
U5 0.626 0.114 5.495 0.000
U6 0.519 0.101 5.127 0.000
U7 0.521 0.112 4.632 0.000
U8 0.637 0.117 5.461 0.000
Means
F 0.000 0.000 0.000 1.000
Item Difficulties
U1$1 1.318 0.135 9.783 0.000
U2$1 1.305 0.123 10.633 0.000
U3$1 1.138 0.105 10.864 0.000
U4$1 1.295 0.140 9.258 0.000
U5$1 -1.899 0.262 -7.246 0.000
U6$1 -2.366 0.378 -6.254 0.000
U7$1 -2.248 0.389 -5.786 0.000
U8$1 -1.983 0.272 -7.293 0.000
Variances
F 1.000 0.000 0.000 1.000
Latent Class 2
Item Discriminations
F BY
U1 0.980 0.176 5.571 0.000
U2 0.490 0.099 4.943 0.000
U3 0.354 0.093 3.799 0.000
U4 0.413 0.099 4.168 0.000
U5 0.846 0.125 6.760 0.000
U6 0.862 0.134 6.439 0.000
U7 0.945 0.128 7.376 0.000
U8 0.822 0.112 7.365 0.000
Means
F 0.000 0.000 0.000 1.000
Item Difficulties
U1$1 -1.230 0.128 -9.582 0.000
U2$1 -2.494 0.419 -5.946 0.000
U3$1 -3.222 0.764 -4.216 0.000
U4$1 -2.806 0.584 -4.809 0.000
U5$1 1.363 0.151 9.005 0.000
U6$1 1.317 0.152 8.691 0.000
U7$1 1.189 0.113 10.532 0.000
U8$1 1.307 0.136 9.583 0.000
Variances
F 1.000 0.000 0.000 1.000
QUALITY OF NUMERICAL RESULTS
Condition Number for the Information Matrix 0.721E-02
(ratio of smallest to largest eigenvalue)
TECHNICAL 1 OUTPUT
PARAMETER SPECIFICATION FOR LATENT CLASS 1
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
1 0 0 0 0 0
NU
U6 U7 U8
________ ________ ________
1 0 0 0
LAMBDA
F
________
U1 0
U2 1
U3 2
U4 3
U5 4
U6 5
U7 6
U8 7
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0
U2 0 0
U3 0 0 0
U4 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
U7 0 0 0 0 0
U8 0 0 0 0 0
THETA
U6 U7 U8
________ ________ ________
U6 0
U7 0 0
U8 0 0 0
ALPHA
F
________
1 0
BETA
F
________
F 0
PSI
F
________
F 8
PARAMETER SPECIFICATION FOR LATENT CLASS 2
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
1 0 0 0 0 0
NU
U6 U7 U8
________ ________ ________
1 0 0 0
LAMBDA
F
________
U1 0
U2 9
U3 10
U4 11
U5 12
U6 13
U7 14
U8 15
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0
U2 0 0
U3 0 0 0
U4 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
U7 0 0 0 0 0
U8 0 0 0 0 0
THETA
U6 U7 U8
________ ________ ________
U6 0
U7 0 0
U8 0 0 0
ALPHA
F
________
1 0
BETA
F
________
F 0
PSI
F
________
F 16
PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART
TAU(U) FOR LATENT CLASS 1
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
1 17 18 19 20 21
TAU(U) FOR LATENT CLASS 1
U6$1 U7$1 U8$1
________ ________ ________
1 22 23 24
TAU(U) FOR LATENT CLASS 2
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
1 25 26 27 28 29
TAU(U) FOR LATENT CLASS 2
U6$1 U7$1 U8$1
________ ________ ________
1 30 31 32
PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART
ALPHA(C)
C#1 C#2
________ ________
1 33 0
GAMMA(C)
F
________
C#1 0
C#2 0
STARTING VALUES FOR LATENT CLASS 1
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
1 0.000 0.000 0.000 0.000 0.000
NU
U6 U7 U8
________ ________ ________
1 0.000 0.000 0.000
LAMBDA
F
________
U1 1.000
U2 1.000
U3 1.000
U4 1.000
U5 1.000
U6 1.000
U7 1.000
U8 1.000
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 1.000
U2 0.000 1.000
U3 0.000 0.000 1.000
U4 0.000 0.000 0.000 1.000
U5 0.000 0.000 0.000 0.000 1.000
U6 0.000 0.000 0.000 0.000 0.000
U7 0.000 0.000 0.000 0.000 0.000
U8 0.000 0.000 0.000 0.000 0.000
THETA
U6 U7 U8
________ ________ ________
U6 1.000
U7 0.000 1.000
U8 0.000 0.000 1.000
ALPHA
F
________
1 0.000
BETA
F
________
F 0.000
PSI
F
________
F 0.050
STARTING VALUES FOR LATENT CLASS 2
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
1 0.000 0.000 0.000 0.000 0.000
NU
U6 U7 U8
________ ________ ________
1 0.000 0.000 0.000
LAMBDA
F
________
U1 1.000
U2 1.000
U3 1.000
U4 1.000
U5 1.000
U6 1.000
U7 1.000
U8 1.000
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 1.000
U2 0.000 1.000
U3 0.000 0.000 1.000
U4 0.000 0.000 0.000 1.000
U5 0.000 0.000 0.000 0.000 1.000
U6 0.000 0.000 0.000 0.000 0.000
U7 0.000 0.000 0.000 0.000 0.000
U8 0.000 0.000 0.000 0.000 0.000
THETA
U6 U7 U8
________ ________ ________
U6 1.000
U7 0.000 1.000
U8 0.000 0.000 1.000
ALPHA
F
________
1 0.000
BETA
F
________
F 0.000
PSI
F
________
F 0.050
STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART
TAU(U) FOR LATENT CLASS 1
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
1 -1.018 -1.100 -1.144 -1.156 -1.042
TAU(U) FOR LATENT CLASS 1
U6$1 U7$1 U8$1
________ ________ ________
1 -1.090 -1.094 -1.094
TAU(U) FOR LATENT CLASS 2
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
1 0.982 0.900 0.856 0.844 0.958
TAU(U) FOR LATENT CLASS 2
U6$1 U7$1 U8$1
________ ________ ________
1 0.910 0.906 0.906
STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART
ALPHA(C)
C#1 C#2
________ ________
1 0.000 0.000
GAMMA(C)
F
________
C#1 0.000
C#2 0.000
TECHNICAL 8 OUTPUT
INITIAL STAGE ITERATIONS
TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11569648D+05 0.0000000 0.0000000 972.319 1027.681 EM
2 -0.11089471D+05 480.1766230 0.0415031 951.981 1048.019 EM
3 -0.11062644D+05 26.8270321 0.0024191 940.689 1059.311 EM
4 -0.11022997D+05 39.6468855 0.0035839 942.868 1057.132 EM
5 -0.10706789D+05 316.2087323 0.0286863 1021.315 978.685 EM
6 -0.95209564D+04 1185.8321689 0.1107552 1165.075 834.925 EM
7 -0.88176967D+04 703.2596947 0.0738644 1249.540 750.460 EM
8 -0.85956519D+04 222.0448611 0.0251817 1282.208 717.792 EM
9 -0.84985931D+04 97.0587792 0.0112916 1293.067 706.933 EM
10 -0.84428338D+04 55.7593079 0.0065610 1291.755 708.245 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.16736717D+05 0.0000000 0.0000000 1092.547 907.453 EM
2 -0.93306415D+04 7406.0756484 0.4425047 1178.429 821.571 EM
3 -0.87258604D+04 604.7811358 0.0648167 1268.618 731.382 EM
4 -0.85791666D+04 146.6938275 0.0168114 1305.133 694.867 EM
5 -0.85104554D+04 68.7111033 0.0080091 1310.751 689.249 EM
6 -0.84662875D+04 44.1679798 0.0051898 1300.989 699.011 EM
7 -0.84298849D+04 36.4025718 0.0042997 1284.212 715.788 EM
8 -0.84023108D+04 27.5740924 0.0032710 1268.352 731.648 EM
9 -0.83817349D+04 20.5758654 0.0024488 1254.583 745.417 EM
10 -0.83656203D+04 16.1146672 0.0019226 1243.073 756.927 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.16953588D+05 0.0000000 0.0000000 216.201 1783.799 EM
2 -0.10730433D+05 6223.1551651 0.3670701 346.475 1653.525 EM
3 -0.97109313D+04 1019.5016393 0.0950103 566.809 1433.191 EM
4 -0.88445570D+04 866.3743304 0.0892164 611.138 1388.862 EM
5 -0.86198429D+04 224.7141297 0.0254071 662.910 1337.090 EM
6 -0.84792670D+04 140.5758223 0.0163084 703.063 1296.937 EM
7 -0.84224798D+04 56.7871939 0.0066972 726.349 1273.651 EM
8 -0.83971364D+04 25.3434589 0.0030090 743.029 1256.971 EM
9 -0.83815232D+04 15.6131494 0.0018593 755.842 1244.158 EM
10 -0.83692537D+04 12.2695376 0.0014639 767.260 1232.740 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.13185631D+05 0.0000000 0.0000000 1292.789 707.211 EM
2 -0.10301013D+05 2884.6183111 0.2187698 1158.561 841.439 EM
3 -0.90882788D+04 1212.7342777 0.1177296 1060.147 939.853 EM
4 -0.86796120D+04 408.6668754 0.0449664 986.925 1013.075 EM
5 -0.84216595D+04 257.9524943 0.0297194 959.636 1040.364 EM
6 -0.83548477D+04 66.8117494 0.0079333 956.852 1043.148 EM
7 -0.83276614D+04 27.1862722 0.0032540 959.894 1040.106 EM
8 -0.83073418D+04 20.3196579 0.0024400 964.279 1035.721 EM
9 -0.82932945D+04 14.0473225 0.0016910 968.898 1031.102 EM
10 -0.82832335D+04 10.0609947 0.0012131 973.596 1026.404 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.16103260D+05 0.0000000 0.0000000 1950.886 49.114 EM
2 -0.10325386D+05 5777.8743733 0.3588015 1955.198 44.802 EM
3 -0.91397733D+04 1185.6124987 0.1148250 1966.555 33.445 EM
4 -0.88581869D+04 281.5863891 0.0308089 1968.261 31.739 EM
5 -0.87877911D+04 70.3957677 0.0079470 1965.377 34.623 EM
6 -0.87551162D+04 32.6749556 0.0037182 1953.333 46.667 EM
7 -0.87265962D+04 28.5200090 0.0032575 1929.405 70.595 EM
8 -0.86947951D+04 31.8011117 0.0036442 1900.416 99.584 EM
9 -0.86718377D+04 22.9573904 0.0026404 1873.091 126.909 EM
10 -0.86578672D+04 13.9704943 0.0016110 1853.977 146.023 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.15709273D+05 0.0000000 0.0000000 748.276 1251.724 EM
2 -0.10069670D+05 5639.6030040 0.3589983 768.426 1231.574 EM
3 -0.88709002D+04 1198.7703049 0.1190476 790.512 1209.488 EM
4 -0.85459377D+04 324.9624060 0.0366324 807.430 1192.570 EM
5 -0.84328288D+04 113.1089079 0.0132354 818.472 1181.528 EM
6 -0.83767574D+04 56.0713892 0.0066492 828.646 1171.354 EM
7 -0.83427910D+04 33.9664249 0.0040548 839.497 1160.503 EM
8 -0.83150898D+04 27.7012702 0.0033204 849.512 1150.488 EM
9 -0.82987506D+04 16.3391762 0.0019650 854.751 1145.249 EM
10 -0.82850697D+04 13.6808852 0.0016485 862.062 1137.938 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.16684245D+05 0.0000000 0.0000000 1384.495 615.505 EM
2 -0.91718711D+04 7512.3740539 0.4502675 1342.654 657.346 EM
3 -0.87659126D+04 405.9585138 0.0442613 1218.301 781.699 EM
4 -0.85771692D+04 188.7434065 0.0215315 1096.552 903.448 EM
5 -0.84700628D+04 107.1064317 0.0124874 1012.554 987.446 EM
6 -0.84068485D+04 63.2142736 0.0074633 959.663 1040.337 EM
7 -0.83699309D+04 36.9175738 0.0043914 928.177 1071.823 EM
8 -0.83476457D+04 22.2852736 0.0026625 910.096 1089.904 EM
9 -0.83335150D+04 14.1306085 0.0016928 900.103 1099.897 EM
10 -0.83241285D+04 9.3865674 0.0011264 894.978 1105.022 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.24029666D+05 0.0000000 0.0000000 1644.697 355.303 EM
2 -0.10305025D+05 ************ 0.5711540 1563.458 436.542 EM
3 -0.87733216D+04 1531.7035456 0.1486366 1542.280 457.720 EM
4 -0.86220743D+04 151.2472835 0.0172395 1525.617 474.383 EM
5 -0.85608810D+04 61.1933650 0.0070973 1503.918 496.082 EM
6 -0.85315647D+04 29.3162835 0.0034244 1483.835 516.165 EM
7 -0.85166554D+04 14.9093357 0.0017475 1467.446 532.554 EM
8 -0.85067059D+04 9.9494343 0.0011682 1453.163 546.837 EM
9 -0.84994630D+04 7.2429034 0.0008514 1440.353 559.647 EM
10 -0.84939029D+04 5.5601315 0.0006542 1428.634 571.366 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.17608610D+05 0.0000000 0.0000000 752.968 1247.032 EM
2 -0.96064877D+04 8002.1222744 0.4544437 742.969 1257.031 EM
3 -0.87235087D+04 882.9789509 0.0919149 787.734 1212.266 EM
4 -0.84772996D+04 246.2090984 0.0282236 813.360 1186.640 EM
5 -0.83857134D+04 91.5862177 0.0108037 826.653 1173.347 EM
6 -0.83344680D+04 51.2453841 0.0061110 839.637 1160.363 EM
7 -0.83077560D+04 26.7119838 0.0032050 850.924 1149.076 EM
8 -0.82896403D+04 18.1156841 0.0021806 861.107 1138.893 EM
9 -0.82768879D+04 12.7524792 0.0015384 870.632 1129.368 EM
10 -0.82675229D+04 9.3649857 0.0011315 879.475 1120.525 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.19035483D+05 0.0000000 0.0000000 1071.143 928.857 EM
2 -0.10054490D+05 8980.9932185 0.4718027 1058.748 941.252 EM
3 -0.89224341D+04 1132.0560686 0.1125921 996.477 1003.523 EM
4 -0.85766316D+04 345.8025106 0.0387565 962.234 1037.766 EM
5 -0.84340342D+04 142.5974636 0.0166263 948.802 1051.198 EM
6 -0.83692043D+04 64.8299130 0.0076867 936.822 1063.178 EM
7 -0.83336691D+04 35.5351417 0.0042459 929.348 1070.652 EM
8 -0.83060761D+04 27.5930619 0.0033110 926.335 1073.665 EM
9 -0.82788283D+04 27.2477902 0.0032805 928.466 1071.534 EM
10 -0.82414561D+04 37.3721600 0.0045142 938.790 1061.210 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.17538902D+05 0.0000000 0.0000000 1219.236 780.764 EM
2 -0.95395451D+04 7999.3567389 0.4560922 1164.852 835.148 EM
3 -0.86269872D+04 912.5578527 0.0956605 1149.410 850.590 EM
4 -0.84463153D+04 180.6719625 0.0209426 1152.330 847.670 EM
5 -0.83934358D+04 52.8794460 0.0062607 1156.485 843.515 EM
6 -0.83660205D+04 27.4152966 0.0032663 1157.644 842.356 EM
7 -0.83488187D+04 17.2018036 0.0020562 1156.735 843.265 EM
8 -0.83375047D+04 11.3140443 0.0013552 1151.599 848.401 EM
9 -0.83283317D+04 9.1730150 0.0011002 1144.505 855.495 EM
10 -0.83202300D+04 8.1017205 0.0009728 1136.681 863.319 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.14315390D+05 0.0000000 0.0000000 1544.264 455.736 EM
2 -0.94728570D+04 4842.5334060 0.3382746 1607.102 392.898 EM
3 -0.90953583D+04 377.4986898 0.0398506 1597.816 402.184 EM
4 -0.89563919D+04 138.9663541 0.0152788 1553.026 446.974 EM
5 -0.88876784D+04 68.7135819 0.0076720 1488.484 511.516 EM
6 -0.88248454D+04 62.8330064 0.0070697 1411.396 588.604 EM
7 -0.87486607D+04 76.1846718 0.0086330 1332.277 667.723 EM
8 -0.86771088D+04 71.5519044 0.0081786 1265.646 734.354 EM
9 -0.86066731D+04 70.4356989 0.0081174 1218.718 781.282 EM
10 -0.85574065D+04 49.2665363 0.0057242 1191.982 808.018 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.16876219D+05 0.0000000 0.0000000 645.054 1354.946 EM
2 -0.10248925D+05 6627.2939134 0.3927002 779.300 1220.700 EM
3 -0.89576420D+04 1291.2832347 0.1259921 907.301 1092.699 EM
4 -0.86396163D+04 318.0257016 0.0355033 970.498 1029.502 EM
5 -0.85366116D+04 103.0047690 0.0119224 996.129 1003.871 EM
6 -0.84914767D+04 45.1348984 0.0052872 1004.885 995.115 EM
7 -0.84693037D+04 22.1730011 0.0026112 1008.587 991.413 EM
8 -0.84568446D+04 12.4590663 0.0014711 1010.766 989.234 EM
9 -0.84489027D+04 7.9419057 0.0009391 1013.045 986.955 EM
10 -0.84434044D+04 5.4983153 0.0006508 1015.474 984.526 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.19453737D+05 0.0000000 0.0000000 725.796 1274.204 EM
2 -0.94199800D+04 ************ 0.5157753 600.171 1399.829 EM
3 -0.89020504D+04 517.9295852 0.0549820 690.489 1309.511 EM
4 -0.86731935D+04 228.8569784 0.0257083 757.732 1242.268 EM
5 -0.85824762D+04 90.7172948 0.0104595 810.649 1189.351 EM
6 -0.85287899D+04 53.6862360 0.0062553 848.867 1151.133 EM
7 -0.84975642D+04 31.2257547 0.0036612 881.790 1118.210 EM
8 -0.84735765D+04 23.9876912 0.0028229 909.787 1090.213 EM
9 -0.84545969D+04 18.9795532 0.0022399 933.388 1066.612 EM
10 -0.84405211D+04 14.0758043 0.0016649 953.689 1046.311 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.18995409D+05 0.0000000 0.0000000 352.665 1647.335 EM
2 -0.12117581D+05 6877.8281375 0.3620784 443.942 1556.058 EM
3 -0.96095074D+04 2508.0734456 0.2069781 515.538 1484.462 EM
4 -0.90786534D+04 530.8540198 0.0552426 591.708 1408.292 EM
5 -0.89262640D+04 152.3893342 0.0167855 679.196 1320.804 EM
6 -0.88001594D+04 126.1046577 0.0141274 764.787 1235.213 EM
7 -0.87094321D+04 90.7273004 0.0103097 819.177 1180.823 EM
8 -0.85904548D+04 118.9773335 0.0136607 838.913 1161.087 EM
9 -0.85415768D+04 48.8779884 0.0056898 846.734 1153.266 EM
10 -0.85156790D+04 25.8977913 0.0030320 852.531 1147.469 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.23731019D+05 0.0000000 0.0000000 533.738 1466.262 EM
2 -0.96352627D+04 ************ 0.5939802 359.084 1640.916 EM
3 -0.88143785D+04 820.8842383 0.0851958 315.758 1684.242 EM
4 -0.86881920D+04 126.1864179 0.0143160 308.177 1691.823 EM
5 -0.86045720D+04 83.6200680 0.0096246 312.340 1687.660 EM
6 -0.85658707D+04 38.7012874 0.0044978 336.413 1663.587 EM
7 -0.85461893D+04 19.6813603 0.0022976 359.257 1640.743 EM
8 -0.85300874D+04 16.1019480 0.0018841 382.175 1617.825 EM
9 -0.85204638D+04 9.6235416 0.0011282 404.188 1595.812 EM
10 -0.85117527D+04 8.7111906 0.0010224 422.641 1577.359 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.15065699D+05 0.0000000 0.0000000 644.774 1355.226 EM
2 -0.10410509D+05 4655.1893899 0.3089926 845.296 1154.704 EM
3 -0.90845668D+04 1325.9424374 0.1273658 760.623 1239.377 EM
4 -0.87797751D+04 304.7916950 0.0335505 672.649 1327.351 EM
5 -0.87093312D+04 70.4438517 0.0080234 629.889 1370.111 EM
6 -0.86663485D+04 42.9827083 0.0049352 609.810 1390.190 EM
7 -0.86363652D+04 29.9833487 0.0034597 604.386 1395.614 EM
8 -0.86108709D+04 25.4942808 0.0029520 608.302 1391.698 EM
9 -0.85895710D+04 21.2999086 0.0024736 617.731 1382.269 EM
10 -0.85705457D+04 19.0253206 0.0022149 630.347 1369.653 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.22095816D+05 0.0000000 0.0000000 1329.123 670.877 EM
2 -0.10927883D+05 ************ 0.5054320 1140.411 859.589 EM
3 -0.88303604D+04 2097.5230590 0.1919423 1107.264 892.736 EM
4 -0.84875907D+04 342.7696966 0.0388172 1097.676 902.324 EM
5 -0.84108366D+04 76.7540632 0.0090431 1093.568 906.432 EM
6 -0.83905891D+04 20.2475661 0.0024073 1090.737 909.263 EM
7 -0.83782583D+04 12.3308080 0.0014696 1088.285 911.715 EM
8 -0.83690014D+04 9.2568519 0.0011049 1085.077 914.923 EM
9 -0.83605412D+04 8.4602084 0.0010109 1080.650 919.350 EM
10 -0.83515617D+04 8.9795296 0.0010740 1075.248 924.752 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.22783643D+05 0.0000000 0.0000000 515.064 1484.936 EM
2 -0.98023656D+04 ************ 0.5697630 447.042 1552.958 EM
3 -0.92816294D+04 520.7361894 0.0531235 415.797 1584.203 EM
4 -0.91109800D+04 170.6494307 0.0183857 417.694 1582.306 EM
5 -0.89772616D+04 133.7183829 0.0146766 414.613 1585.387 EM
6 -0.89103099D+04 66.9517234 0.0074579 416.926 1583.074 EM
7 -0.88620173D+04 48.2926168 0.0054199 433.496 1566.504 EM
8 -0.88237232D+04 38.2940499 0.0043211 458.044 1541.956 EM
9 -0.87893164D+04 34.4067989 0.0038994 489.848 1510.152 EM
10 -0.87491385D+04 40.1779617 0.0045712 522.034 1477.966 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.23228715D+05 0.0000000 0.0000000 1698.376 301.624 EM
2 -0.11888555D+05 ************ 0.4881957 1291.095 708.905 EM
3 -0.96604434D+04 2228.1119716 0.1874165 1172.485 827.515 EM
4 -0.88295977D+04 830.8457160 0.0860049 1106.881 893.119 EM
5 -0.86499222D+04 179.6754527 0.0203492 1071.525 928.475 EM
6 -0.85594765D+04 90.4457595 0.0104563 1048.447 951.553 EM
7 -0.85133071D+04 46.1693303 0.0053939 1034.474 965.526 EM
8 -0.84853319D+04 27.9752735 0.0032861 1026.432 973.568 EM
9 -0.84667815D+04 18.5503963 0.0021862 1022.510 977.490 EM
10 -0.84538229D+04 12.9585835 0.0015305 1021.759 978.241 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.15332079D+05 0.0000000 0.0000000 1732.614 267.386 EM
2 -0.10926611D+05 4405.4686105 0.2873367 1714.459 285.541 EM
3 -0.97281143D+04 1198.4965015 0.1096860 1522.555 477.445 EM
4 -0.89408675D+04 787.2468053 0.0809249 1508.708 491.292 EM
5 -0.87408400D+04 200.0275732 0.0223723 1493.009 506.991 EM
6 -0.86652626D+04 75.5773931 0.0086465 1489.072 510.928 EM
7 -0.86233150D+04 41.9475935 0.0048409 1490.938 509.062 EM
8 -0.85893300D+04 33.9849890 0.0039411 1494.279 505.721 EM
9 -0.85712817D+04 18.0483218 0.0021012 1491.811 508.189 EM
10 -0.85617934D+04 9.4882712 0.0011070 1487.772 512.228 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 21
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.15632891D+05 0.0000000 0.0000000 63.596 1936.404 EM
2 -0.10487772D+05 5145.1186775 0.3291214 135.457 1864.543 EM
3 -0.89845121D+04 1503.2601042 0.1433345 196.085 1803.915 EM
4 -0.87528903D+04 231.6218068 0.0257801 239.297 1760.703 EM
5 -0.86595222D+04 93.3681160 0.0106671 282.173 1717.827 EM
6 -0.85894371D+04 70.0850792 0.0080934 340.619 1659.381 EM
7 -0.85246139D+04 64.8231659 0.0075468 399.405 1600.595 EM
8 -0.84603331D+04 64.2808345 0.0075406 456.571 1543.429 EM
9 -0.84359557D+04 24.3773452 0.0028814 480.546 1519.454 EM
10 -0.84177344D+04 18.2213026 0.0021600 498.475 1501.525 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 22
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.14972000D+05 0.0000000 0.0000000 1487.010 512.990 EM
2 -0.91925656D+04 5779.4340678 0.3860162 1578.829 421.171 EM
3 -0.87516008D+04 440.9647667 0.0479697 1599.172 400.828 EM
4 -0.86412898D+04 110.3110441 0.0126047 1600.710 399.290 EM
5 -0.86080864D+04 33.2033421 0.0038424 1599.813 400.187 EM
6 -0.85892745D+04 18.8119056 0.0021854 1595.307 404.693 EM
7 -0.85769967D+04 12.2778204 0.0014294 1587.863 412.137 EM
8 -0.85672953D+04 9.7013903 0.0011311 1576.729 423.271 EM
9 -0.85568674D+04 10.4279728 0.0012172 1561.011 438.989 EM
10 -0.85438589D+04 13.0084108 0.0015202 1540.479 459.521 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.13629237D+05 0.0000000 0.0000000 718.288 1281.712 EM
2 -0.94322596D+04 4196.9772464 0.3079393 645.632 1354.368 EM
3 -0.88346815D+04 597.5781003 0.0633547 608.407 1391.593 EM
4 -0.86881624D+04 146.5191086 0.0165845 604.027 1395.973 EM
5 -0.86287789D+04 59.3834372 0.0068350 610.066 1389.934 EM
6 -0.85762109D+04 52.5680570 0.0060922 619.880 1380.120 EM
7 -0.85255231D+04 50.6877570 0.0059103 632.088 1367.912 EM
8 -0.84795419D+04 45.9812413 0.0053934 644.894 1355.106 EM
9 -0.84445063D+04 35.0355925 0.0041318 656.533 1343.467 EM
10 -0.84212076D+04 23.2986171 0.0027590 668.179 1331.821 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 24
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.14504768D+05 0.0000000 0.0000000 1197.001 802.999 EM
2 -0.92630885D+04 5241.6793084 0.3613763 1138.747 861.253 EM
3 -0.88626750D+04 400.4135791 0.0432268 1128.584 871.416 EM
4 -0.87544022D+04 108.2727826 0.0122167 1119.063 880.937 EM
5 -0.87220683D+04 32.3339097 0.0036934 1113.963 886.037 EM
6 -0.86933603D+04 28.7079586 0.0032914 1105.100 894.900 EM
7 -0.86499109D+04 43.4494523 0.0049980 1095.892 904.108 EM
8 -0.85989881D+04 50.9227797 0.0058871 1081.812 918.188 EM
9 -0.85357269D+04 63.2611407 0.0073568 1064.204 935.796 EM
10 -0.84807512D+04 54.9757258 0.0064407 1045.310 954.690 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 25
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.15874272D+05 0.0000000 0.0000000 1069.117 930.883 EM
2 -0.11123549D+05 4750.7229518 0.2992719 952.483 1047.517 EM
3 -0.93609343D+04 1762.6144230 0.1584579 927.388 1072.612 EM
4 -0.88250149D+04 535.9194524 0.0572506 945.689 1054.311 EM
5 -0.86804134D+04 144.6014034 0.0163854 946.509 1053.491 EM
6 -0.86323504D+04 48.0630852 0.0055370 945.311 1054.689 EM
7 -0.86074964D+04 24.8539358 0.0028792 946.177 1053.823 EM
8 -0.85971111D+04 10.3853472 0.0012065 943.993 1056.007 EM
9 -0.85544243D+04 42.6867391 0.0049652 945.761 1054.239 EM
10 -0.85202331D+04 34.1912052 0.0039969 949.693 1050.307 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 26
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.16793401D+05 0.0000000 0.0000000 999.933 1000.067 EM
2 -0.95542956D+04 7239.1053870 0.4310685 970.835 1029.165 EM
3 -0.86499750D+04 904.3205755 0.0946507 963.828 1036.172 EM
4 -0.84311742D+04 218.8008196 0.0252950 960.244 1039.756 EM
5 -0.83586136D+04 72.5605849 0.0086062 957.093 1042.907 EM
6 -0.83296502D+04 28.9633640 0.0034651 955.896 1044.104 EM
7 -0.82910837D+04 38.5665117 0.0046300 955.935 1044.065 EM
8 -0.82830489D+04 8.0348226 0.0009691 956.568 1043.432 EM
9 -0.82795272D+04 3.5217352 0.0004252 957.942 1042.058 EM
10 -0.82776486D+04 1.8785411 0.0002269 959.219 1040.781 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 27
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.13434740D+05 0.0000000 0.0000000 936.881 1063.119 EM
2 -0.10047774D+05 3386.9662729 0.2521051 699.309 1300.691 EM
3 -0.88233808D+04 1224.3931886 0.1218572 605.408 1394.592 EM
4 -0.85818859D+04 241.4948399 0.0273699 592.426 1407.574 EM
5 -0.84953520D+04 86.5339298 0.0100833 611.468 1388.532 EM
6 -0.84686634D+04 26.6886158 0.0031416 628.909 1371.091 EM
7 -0.84688271D+04 -0.1637702 -0.0000193 636.929 1363.071 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 28
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.13733832D+05 0.0000000 0.0000000 1606.971 393.029 EM
2 -0.10076600D+05 3657.2318354 0.2662936 1602.016 397.984 EM
3 -0.93022969D+04 774.3028586 0.0768417 1484.233 515.767 EM
4 -0.89418398D+04 360.4571120 0.0387493 1349.559 650.441 EM
5 -0.86581995D+04 283.6402919 0.0317206 1277.805 722.195 EM
6 -0.85384323D+04 119.7672113 0.0138328 1242.838 757.162 EM
7 -0.84946212D+04 43.8110996 0.0051310 1222.963 777.037 EM
8 -0.84750919D+04 19.5292029 0.0022990 1211.048 788.952 EM
9 -0.84640759D+04 11.0160141 0.0012998 1202.746 797.254 EM
10 -0.84567765D+04 7.2994678 0.0008624 1196.131 803.869 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 29
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.17301230D+05 0.0000000 0.0000000 998.645 1001.355 EM
2 -0.10207321D+05 7093.9090660 0.4100234 1242.977 757.023 EM
3 -0.90629372D+04 1144.3840581 0.1121140 1349.318 650.682 EM
4 -0.88006091D+04 262.3280683 0.0289451 1369.101 630.899 EM
5 -0.87501475D+04 50.4615721 0.0057339 1379.654 620.346 EM
6 -0.87224665D+04 27.6809791 0.0031635 1385.053 614.947 EM
7 -0.86955422D+04 26.9243861 0.0030868 1384.755 615.245 EM
8 -0.86728035D+04 22.7386545 0.0026150 1380.240 619.760 EM
9 -0.86503994D+04 22.4040529 0.0025833 1371.691 628.309 EM
10 -0.86198918D+04 30.5076629 0.0035267 1358.669 641.331 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 30
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.17441238D+05 0.0000000 0.0000000 1395.464 604.536 EM
2 -0.12083228D+05 5358.0102955 0.3072035 1030.517 969.483 EM
3 -0.95477277D+04 2535.5004447 0.2098363 1013.580 986.420 EM
4 -0.87426772D+04 805.0505080 0.0843185 1046.018 953.982 EM
5 -0.85556766D+04 187.0005716 0.0213894 1056.891 943.109 EM
6 -0.84959350D+04 59.7416588 0.0069827 1069.944 930.056 EM
7 -0.84677952D+04 28.1398085 0.0033121 1083.360 916.640 EM
8 -0.84483193D+04 19.4758197 0.0023000 1097.566 902.434 EM
9 -0.84345675D+04 13.7518114 0.0016278 1112.868 887.132 EM
10 -0.84216410D+04 12.9265294 0.0015326 1127.455 872.545 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 31
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.13657284D+05 0.0000000 0.0000000 906.789 1093.211 EM
2 -0.10243660D+05 3413.6235309 0.2499489 906.430 1093.570 EM
3 -0.90414792D+04 1202.1809741 0.1173585 1063.004 936.996 EM
4 -0.85428841D+04 498.5951051 0.0551453 1128.214 871.786 EM
5 -0.83994478D+04 143.4362873 0.0167901 1143.181 856.819 EM
6 -0.83645130D+04 34.9348067 0.0041592 1145.338 854.662 EM
7 -0.83454188D+04 19.0942115 0.0022828 1141.041 858.959 EM
8 -0.83239987D+04 21.4201166 0.0025667 1133.468 866.532 EM
9 -0.83020124D+04 21.9862705 0.0026413 1126.311 873.689 EM
10 -0.82814354D+04 20.5770799 0.0024786 1116.992 883.008 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 32
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.20266371D+05 0.0000000 0.0000000 855.780 1144.220 EM
2 -0.10376609D+05 9889.7626819 0.4879888 1064.860 935.140 EM
3 -0.89814546D+04 1395.1541572 0.1344518 1030.591 969.409 EM
4 -0.86353108D+04 346.1437745 0.0385398 974.902 1025.098 EM
5 -0.84964968D+04 138.8140514 0.0160752 948.862 1051.138 EM
6 -0.84362042D+04 60.2926071 0.0070962 932.992 1067.008 EM
7 -0.84009709D+04 35.2332995 0.0041764 921.757 1078.243 EM
8 -0.83754100D+04 25.5608201 0.0030426 913.372 1086.628 EM
9 -0.83521375D+04 23.2725587 0.0027787 904.743 1095.257 EM
10 -0.83313943D+04 20.7432036 0.0024836 897.517 1102.483 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.24178289D+05 0.0000000 0.0000000 708.013 1291.987 EM
2 -0.97181337D+04 ************ 0.5980636 623.357 1376.643 EM
3 -0.91976242D+04 520.5094118 0.0535606 600.373 1399.627 EM
4 -0.89812577D+04 216.3665290 0.0235242 585.213 1414.787 EM
5 -0.88601040D+04 121.1537494 0.0134896 606.600 1393.400 EM
6 -0.87837410D+04 76.3629488 0.0086187 641.953 1358.047 EM
7 -0.87304979D+04 53.2431087 0.0060616 681.046 1318.954 EM
8 -0.86803400D+04 50.1579244 0.0057451 718.067 1281.933 EM
9 -0.86401728D+04 40.1672101 0.0046274 754.324 1245.676 EM
10 -0.86055311D+04 34.6416392 0.0040094 790.791 1209.209 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 34
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.21249724D+05 0.0000000 0.0000000 1063.298 936.702 EM
2 -0.97086666D+04 ************ 0.5431156 1111.919 888.081 EM
3 -0.91501994D+04 558.4671711 0.0575225 1174.383 825.617 EM
4 -0.88243626D+04 325.8368090 0.0356098 1169.244 830.756 EM
5 -0.86525636D+04 171.7990094 0.0194687 1142.301 857.699 EM
6 -0.85611732D+04 91.3903706 0.0105622 1124.260 875.740 EM
7 -0.85114130D+04 49.7602319 0.0058123 1109.220 890.780 EM
8 -0.84818967D+04 29.5162724 0.0034678 1093.755 906.245 EM
9 -0.84625761D+04 19.3206480 0.0022779 1077.416 922.584 EM
10 -0.84477992D+04 14.7769277 0.0017462 1060.153 939.847 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 35
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.16601913D+05 0.0000000 0.0000000 139.979 1860.021 EM
2 -0.10194763D+05 6407.1496463 0.3859284 116.055 1883.945 EM
3 -0.94500850D+04 744.6783148 0.0730452 176.731 1823.269 EM
4 -0.91387989D+04 311.2861535 0.0329400 214.712 1785.288 EM
5 -0.90316909D+04 107.1079302 0.0117201 250.533 1749.467 EM
6 -0.89727135D+04 58.9774559 0.0065301 292.130 1707.870 EM
7 -0.89163805D+04 56.3329914 0.0062783 350.260 1649.740 EM
8 -0.88357991D+04 80.5813774 0.0090375 429.895 1570.105 EM
9 -0.87554734D+04 80.3256766 0.0090909 520.182 1479.818 EM
10 -0.86613393D+04 94.1341003 0.0107515 623.278 1376.722 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 36
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.19880062D+05 0.0000000 0.0000000 833.037 1166.963 EM
2 -0.10325882D+05 9554.1794684 0.4805910 854.210 1145.790 EM
3 -0.92083309D+04 1117.5515259 0.1082282 936.572 1063.428 EM
4 -0.87171968D+04 491.1340857 0.0533358 997.306 1002.694 EM
5 -0.85545946D+04 162.6021953 0.0186530 1028.387 971.613 EM
6 -0.84596130D+04 94.9815919 0.0111030 1053.286 946.714 EM
7 -0.84041578D+04 55.4551916 0.0065553 1071.072 928.928 EM
8 -0.83692196D+04 34.9382149 0.0041573 1083.631 916.369 EM
9 -0.83443042D+04 24.9153513 0.0029770 1092.436 907.564 EM
10 -0.83248622D+04 19.4420820 0.0023300 1097.640 902.360 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 37
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.14364589D+05 0.0000000 0.0000000 992.371 1007.629 EM
2 -0.97330829D+04 4631.5057975 0.3224252 818.764 1181.236 EM
3 -0.89866376D+04 746.4453433 0.0766916 814.136 1185.864 EM
4 -0.87385247D+04 248.1128501 0.0276091 899.400 1100.600 EM
5 -0.85571435D+04 181.3812165 0.0207565 976.066 1023.934 EM
6 -0.84731480D+04 83.9954867 0.0098158 1031.212 968.788 EM
7 -0.84170648D+04 56.0832467 0.0066189 1065.840 934.160 EM
8 -0.83832253D+04 33.8395025 0.0040203 1092.739 907.261 EM
9 -0.83603746D+04 22.8506450 0.0027258 1106.955 893.045 EM
10 -0.83468458D+04 13.5287903 0.0016182 1117.264 882.736 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 38
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.18157354D+05 0.0000000 0.0000000 1307.421 692.579 EM
2 -0.96579772D+04 8499.3766307 0.4680956 1084.108 915.892 EM
3 -0.86363162D+04 1021.6610352 0.1057842 1002.907 997.093 EM
4 -0.84729291D+04 163.3871521 0.0189186 977.739 1022.261 EM
5 -0.83951071D+04 77.8219467 0.0091848 963.524 1036.476 EM
6 -0.83401688D+04 54.9382959 0.0065441 954.357 1045.643 EM
7 -0.82986152D+04 41.5535847 0.0049823 949.036 1050.964 EM
8 -0.82664808D+04 32.1344657 0.0038723 947.246 1052.754 EM
9 -0.82444812D+04 21.9995383 0.0026613 946.445 1053.555 EM
10 -0.82289310D+04 15.5502331 0.0018861 948.210 1051.790 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 39
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.16664235D+05 0.0000000 0.0000000 942.643 1057.357 EM
2 -0.10854920D+05 5809.3143504 0.3486097 409.705 1590.295 EM
3 -0.94259822D+04 1428.9379788 0.1316397 314.021 1685.979 EM
4 -0.90103163D+04 415.6659039 0.0440979 440.538 1559.462 EM
5 -0.88180835D+04 192.2328254 0.0213347 586.649 1413.351 EM
6 -0.86764574D+04 141.6261019 0.0160609 689.725 1310.275 EM
7 -0.85721503D+04 104.3071266 0.0120219 757.129 1242.871 EM
8 -0.85361901D+04 35.9602257 0.0041950 796.740 1203.260 EM
9 -0.84942355D+04 41.9545030 0.0049149 832.445 1167.555 EM
10 -0.84582553D+04 35.9802732 0.0042358 862.320 1137.680 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 40
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.18762581D+05 0.0000000 0.0000000 832.898 1167.102 EM
2 -0.10152840D+05 8609.7412434 0.4588783 804.306 1195.694 EM
3 -0.89331550D+04 1219.6848899 0.1201324 941.004 1058.996 EM
4 -0.87184854D+04 214.6695692 0.0240307 1040.468 959.532 EM
5 -0.85913382D+04 127.1472717 0.0145836 1094.316 905.684 EM
6 -0.85482891D+04 43.0491096 0.0050108 1118.612 881.388 EM
7 -0.85245565D+04 23.7325538 0.0027763 1128.980 871.020 EM
8 -0.84939098D+04 30.6467542 0.0035951 1134.007 865.993 EM
9 -0.84661047D+04 27.8050950 0.0032735 1135.601 864.399 EM
10 -0.84400013D+04 26.1033618 0.0030833 1135.388 864.612 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 41
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.13826532D+05 0.0000000 0.0000000 971.161 1028.839 EM
2 -0.10002421D+05 3824.1111551 0.2765778 559.791 1440.209 EM
3 -0.90615696D+04 940.8511211 0.0940623 465.315 1534.685 EM
4 -0.87582281D+04 303.3415312 0.0334756 432.184 1567.816 EM
5 -0.86602564D+04 97.9716411 0.0111862 425.244 1574.756 EM
6 -0.85997774D+04 60.4790212 0.0069835 435.281 1564.719 EM
7 -0.85553873D+04 44.3901482 0.0051618 458.183 1541.817 EM
8 -0.85296092D+04 25.7780206 0.0030131 483.189 1516.811 EM
9 -0.85098753D+04 19.7338925 0.0023136 507.284 1492.716 EM
10 -0.84898137D+04 20.0616048 0.0023574 532.026 1467.974 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 42
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.19237858D+05 0.0000000 0.0000000 1494.243 505.757 EM
2 -0.11997597D+05 7240.2613732 0.3763549 1224.226 775.774 EM
3 -0.91784105D+04 2819.1861691 0.2349792 1142.874 857.126 EM
4 -0.85913921D+04 587.0183352 0.0639564 1146.108 853.892 EM
5 -0.84879335D+04 103.4586137 0.0120421 1152.927 847.073 EM
6 -0.84233017D+04 64.6318452 0.0076146 1159.858 840.142 EM
7 -0.83763119D+04 46.9897899 0.0055785 1162.992 837.008 EM
8 -0.83476545D+04 28.6573779 0.0034212 1160.897 839.103 EM
9 -0.83293680D+04 18.2865010 0.0021906 1155.897 844.103 EM
10 -0.83159310D+04 13.4369861 0.0016132 1147.581 852.419 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 43
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.20592008D+05 0.0000000 0.0000000 934.637 1065.363 EM
2 -0.10951959D+05 9640.0492764 0.4681452 455.793 1544.207 EM
3 -0.92829347D+04 1669.0244053 0.1523951 399.597 1600.403 EM
4 -0.88619711D+04 420.9635167 0.0453481 594.509 1405.491 EM
5 -0.86521373D+04 209.8338632 0.0236780 748.488 1251.512 EM
6 -0.85759112D+04 76.2260443 0.0088101 845.193 1154.807 EM
7 -0.84517266D+04 124.1846734 0.0144806 938.497 1061.503 EM
8 -0.84113272D+04 40.3993390 0.0047800 985.744 1014.256 EM
9 -0.83670275D+04 44.2997159 0.0052667 1016.793 983.207 EM
10 -0.83639081D+04 3.1194505 0.0003728 1024.520 975.480 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 44
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.13883602D+05 0.0000000 0.0000000 1819.637 180.363 EM
2 -0.10043699D+05 3839.9023906 0.2765783 1838.496 161.504 EM
3 -0.93887396D+04 654.9595053 0.0652110 1732.250 267.750 EM
4 -0.91578797D+04 230.8599526 0.0245890 1608.634 391.366 EM
5 -0.89688748D+04 189.0048129 0.0206385 1476.279 523.721 EM
6 -0.88290829D+04 139.7919773 0.0155863 1360.224 639.776 EM
7 -0.86935030D+04 135.5798730 0.0153561 1261.873 738.127 EM
8 -0.86082878D+04 85.2151764 0.0098022 1176.203 823.797 EM
9 -0.85491859D+04 59.1019088 0.0068657 1108.397 891.603 EM
10 -0.85152999D+04 33.8859922 0.0039637 1056.509 943.491 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 45
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.12289014D+05 0.0000000 0.0000000 1629.522 370.478 EM
2 -0.10299597D+05 1989.4170314 0.1618858 1374.897 625.103 EM
3 -0.88162114D+04 1483.3855916 0.1440237 1241.395 758.605 EM
4 -0.84783805D+04 337.8308626 0.0383193 1196.334 803.666 EM
5 -0.83630558D+04 115.3247378 0.0136022 1168.982 831.018 EM
6 -0.83164529D+04 46.6028164 0.0055725 1150.555 849.445 EM
7 -0.82900390D+04 26.4139213 0.0031761 1134.513 865.487 EM
8 -0.82720545D+04 17.9845572 0.0021694 1122.378 877.622 EM
9 -0.82544564D+04 17.5980286 0.0021274 1106.293 893.707 EM
10 -0.82424187D+04 12.0376951 0.0014583 1095.653 904.347 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 46
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.19006937D+05 0.0000000 0.0000000 243.030 1756.970 EM
2 -0.13062186D+05 5944.7510775 0.3127674 272.914 1727.086 EM
3 -0.97112380D+04 3350.9481472 0.2565381 296.225 1703.775 EM
4 -0.94182484D+04 292.9896143 0.0301702 324.615 1675.385 EM
5 -0.93489147D+04 69.3336269 0.0073616 347.940 1652.060 EM
6 -0.92972770D+04 51.6377346 0.0055234 371.694 1628.306 EM
7 -0.92386413D+04 58.6357504 0.0063068 408.403 1591.597 EM
8 -0.89992602D+04 239.3810729 0.0259109 425.113 1574.887 EM
9 -0.89523897D+04 46.8704858 0.0052083 456.159 1543.841 EM
10 -0.89126346D+04 39.7551098 0.0044407 490.928 1509.072 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 47
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.19024596D+05 0.0000000 0.0000000 430.042 1569.958 EM
2 -0.91339876D+04 9890.6085389 0.5198853 396.168 1603.832 EM
3 -0.87809076D+04 353.0800512 0.0386556 422.731 1577.269 EM
4 -0.86732612D+04 107.6463500 0.0122591 442.552 1557.448 EM
5 -0.86208059D+04 52.4552961 0.0060479 473.795 1526.205 EM
6 -0.85915613D+04 29.2446122 0.0033923 500.851 1499.149 EM
7 -0.85707635D+04 20.7977607 0.0024207 525.708 1474.292 EM
8 -0.85546798D+04 16.0837044 0.0018766 547.389 1452.611 EM
9 -0.85420031D+04 12.6767378 0.0014818 566.607 1433.393 EM
10 -0.85315719D+04 10.4312390 0.0012212 583.995 1416.005 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 48
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.18777284D+05 0.0000000 0.0000000 106.626 1893.374 EM
2 -0.10935059D+05 7842.2252088 0.4176443 92.406 1907.594 EM
3 -0.98821459D+04 1052.9132601 0.0962878 98.304 1901.696 EM
4 -0.95881312D+04 294.0147270 0.0297521 110.042 1889.958 EM
5 -0.92475817D+04 340.5494763 0.0355178 124.083 1875.917 EM
6 -0.91526135D+04 94.9681606 0.0102695 152.731 1847.269 EM
7 -0.90824681D+04 70.1454525 0.0076640 186.636 1813.364 EM
8 -0.90249027D+04 57.5653330 0.0063381 226.973 1773.027 EM
9 -0.89650951D+04 59.8076608 0.0066270 281.729 1718.271 EM
10 -0.89067807D+04 58.3144311 0.0065046 345.786 1654.214 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 49
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.20709044D+05 0.0000000 0.0000000 743.594 1256.406 EM
2 -0.92938749D+04 ************ 0.5512166 808.922 1191.078 EM
3 -0.89168049D+04 377.0700040 0.0405719 832.838 1167.162 EM
4 -0.87918981D+04 124.9067824 0.0140080 848.357 1151.643 EM
5 -0.86825472D+04 109.3509513 0.0124377 849.791 1150.209 EM
6 -0.85732417D+04 109.3055368 0.0125891 865.124 1134.876 EM
7 -0.85190499D+04 54.1917946 0.0063210 873.968 1126.032 EM
8 -0.84886220D+04 30.4278954 0.0035717 885.232 1114.768 EM
9 -0.84692210D+04 19.4009624 0.0022855 896.319 1103.681 EM
10 -0.84567265D+04 12.4944535 0.0014753 904.816 1095.184 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 50
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.21246607D+05 0.0000000 0.0000000 1250.792 749.208 EM
2 -0.94082462D+04 ************ 0.5571883 1088.612 911.388 EM
3 -0.88647343D+04 543.5118322 0.0577697 974.161 1025.839 EM
4 -0.86228168D+04 241.9175498 0.0272899 932.327 1067.673 EM
5 -0.85106941D+04 112.1226445 0.0130030 925.522 1074.478 EM
6 -0.84646823D+04 46.0118206 0.0054064 932.501 1067.499 EM
7 -0.84355373D+04 29.1450054 0.0034431 945.466 1054.534 EM
8 -0.84122885D+04 23.2487686 0.0027561 961.483 1038.517 EM
9 -0.83899215D+04 22.3669916 0.0026588 978.985 1021.015 EM
10 -0.83675696D+04 22.3519576 0.0026641 995.880 1004.120 EM
FINAL STAGE ITERATIONS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 38
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.18157354D+05 0.0000000 0.0000000 1307.421 692.579 EM
2 -0.96579772D+04 8499.3766307 0.4680956 1084.108 915.892 EM
3 -0.86363162D+04 1021.6610352 0.1057842 1002.907 997.093 EM
4 -0.84729291D+04 163.3871521 0.0189186 977.739 1022.261 EM
5 -0.83951071D+04 77.8219467 0.0091848 963.524 1036.476 EM
6 -0.83401688D+04 54.9382959 0.0065441 954.357 1045.643 EM
7 -0.82986152D+04 41.5535847 0.0049823 949.036 1050.964 EM
8 -0.82664808D+04 32.1344657 0.0038723 947.246 1052.754 EM
9 -0.82444812D+04 21.9995383 0.0026613 946.445 1053.555 EM
10 -0.82289310D+04 15.5502331 0.0018861 948.210 1051.790 EM
11 -0.82215183D+04 7.4127255 0.0009008 949.233 1050.767 EM
12 -0.82165920D+04 4.9263066 0.0005992 950.376 1049.624 EM
13 -0.82125191D+04 4.0728597 0.0004957 951.866 1048.134 EM
14 -0.82088535D+04 3.6656056 0.0004463 953.752 1046.248 EM
15 -0.82055766D+04 3.2769073 0.0003992 955.956 1044.044 EM
16 -0.82027835D+04 2.7931267 0.0003404 958.344 1041.656 EM
17 -0.82005369D+04 2.2465728 0.0002739 960.772 1039.228 EM
18 -0.81988200D+04 1.7169238 0.0002094 963.121 1036.879 EM
19 -0.81975536D+04 1.2663970 0.0001545 965.310 1034.690 EM
20 -0.81966357D+04 0.9178566 0.0001120 967.295 1032.705 EM
21 -0.81959718D+04 0.6638945 0.0000810 969.063 1030.937 EM
22 -0.81954877D+04 0.4841218 0.0000591 970.621 1029.379 EM
23 -0.81951302D+04 0.3574888 0.0000436 971.985 1028.015 EM
24 -0.81948629D+04 0.2673459 0.0000326 973.175 1026.825 EM
25 -0.81946608D+04 0.2020585 0.0000247 974.212 1025.788 EM
26 -0.81945069D+04 0.1539284 0.0000188 975.116 1024.884 EM
27 -0.81943890D+04 0.1179172 0.0000144 975.905 1024.095 EM
28 -0.81942983D+04 0.0906736 0.0000111 976.593 1023.407 EM
29 -0.81942284D+04 0.0699027 0.0000085 977.194 1022.806 EM
30 -0.81941744D+04 0.0539835 0.0000066 977.720 1022.280 EM
31 -0.81941327D+04 0.0417396 0.0000051 978.180 1021.820 EM
32 -0.81941004D+04 0.0323003 0.0000039 978.583 1021.417 EM
33 -0.81940753D+04 0.0250112 0.0000031 978.935 1021.065 EM
34 -0.81940560D+04 0.0193762 0.0000024 979.245 1020.755 EM
35 -0.81940409D+04 0.0150162 0.0000018 979.516 1020.484 EM
36 -0.81940293D+04 0.0116407 0.0000014 979.754 1020.246 EM
37 -0.81940203D+04 0.0090262 0.0000011 979.963 1020.037 EM
38 -0.81940133D+04 0.0070003 0.0000009 980.147 1019.853 EM
39 -0.81940078D+04 0.0054301 0.0000007 980.308 1019.692 EM
40 -0.81940036D+04 0.0042126 0.0000005 980.449 1019.551 EM
41 -0.81940004D+04 0.0032686 0.0000004 980.574 1019.426 EM
42 -0.81939978D+04 0.0025364 0.0000003 980.683 1019.317 EM
43 -0.81939959D+04 0.0019684 0.0000002 980.780 1019.220 EM
44 -0.81939943D+04 0.0015277 0.0000002 980.864 1019.136 EM
45 -0.81939932D+04 0.0011858 0.0000001 980.939 1019.061 EM
46 -0.81939922D+04 0.0009205 0.0000001 981.004 1018.996 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.19035483D+05 0.0000000 0.0000000 1071.143 928.857 EM
2 -0.10054490D+05 8980.9932185 0.4718027 1058.748 941.252 EM
3 -0.89224341D+04 1132.0560686 0.1125921 996.477 1003.523 EM
4 -0.85766316D+04 345.8025106 0.0387565 962.234 1037.766 EM
5 -0.84340342D+04 142.5974636 0.0166263 948.802 1051.198 EM
6 -0.83692043D+04 64.8299130 0.0076867 936.822 1063.178 EM
7 -0.83336691D+04 35.5351417 0.0042459 929.348 1070.652 EM
8 -0.83060761D+04 27.5930619 0.0033110 926.335 1073.665 EM
9 -0.82788283D+04 27.2477902 0.0032805 928.466 1071.534 EM
10 -0.82414561D+04 37.3721600 0.0045142 938.790 1061.210 EM
11 -0.82223109D+04 19.1452018 0.0023230 946.266 1053.734 EM
12 -0.82119785D+04 10.3324094 0.0012566 951.968 1048.032 EM
13 -0.82060355D+04 5.9429711 0.0007237 956.434 1043.566 EM
14 -0.82023143D+04 3.7212106 0.0004535 960.014 1039.986 EM
15 -0.81998493D+04 2.4649744 0.0003005 962.938 1037.062 EM
16 -0.81981711D+04 1.6782290 0.0002047 965.367 1034.633 EM
17 -0.81970140D+04 1.1571499 0.0001411 967.418 1032.582 EM
18 -0.81944188D+04 2.5951535 0.0003166 984.878 1015.122 FS
19 -0.81943094D+04 0.1093866 0.0000133 984.385 1015.615 FS
20 -0.81943088D+04 0.0006592 0.0000001 984.416 1015.584 FS
21 -0.81940390D+04 0.2697594 0.0000329 980.018 1019.982 FS
22 -0.81940313D+04 0.0077496 0.0000009 980.201 1019.799 FS
23 -0.81940312D+04 0.0000133 0.0000000 980.199 1019.801 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 45
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.12289014D+05 0.0000000 0.0000000 1629.522 370.478 EM
2 -0.10299597D+05 1989.4170314 0.1618858 1374.897 625.103 EM
3 -0.88162114D+04 1483.3855916 0.1440237 1241.395 758.605 EM
4 -0.84783805D+04 337.8308626 0.0383193 1196.334 803.666 EM
5 -0.83630558D+04 115.3247378 0.0136022 1168.982 831.018 EM
6 -0.83164529D+04 46.6028164 0.0055725 1150.555 849.445 EM
7 -0.82900390D+04 26.4139213 0.0031761 1134.513 865.487 EM
8 -0.82720545D+04 17.9845572 0.0021694 1122.378 877.622 EM
9 -0.82544564D+04 17.5980286 0.0021274 1106.293 893.707 EM
10 -0.82424187D+04 12.0376951 0.0014583 1095.653 904.347 EM
11 -0.82339184D+04 8.5003350 0.0010313 1085.575 914.425 EM
12 -0.82252372D+04 8.6811618 0.0010543 1077.125 922.875 EM
13 -0.82187360D+04 6.5012988 0.0007904 1070.235 929.765 EM
14 -0.82143572D+04 4.3787077 0.0005328 1064.089 935.911 EM
15 -0.82107703D+04 3.5868985 0.0004367 1058.621 941.379 EM
16 -0.82077737D+04 2.9966547 0.0003650 1053.919 946.081 EM
17 -0.82059170D+04 1.8566416 0.0002262 1049.545 950.455 EM
18 -0.82043346D+04 1.5824872 0.0001928 1045.607 954.393 EM
19 -0.82027956D+04 1.5389259 0.0001876 1042.119 957.881 EM
20 -0.82008702D+04 1.9254729 0.0002347 1038.710 961.290 EM
21 -0.81985743D+04 2.2958152 0.0002799 1035.541 964.459 EM
22 -0.81965908D+04 1.9835099 0.0002419 1033.098 966.902 EM
23 -0.81955560D+04 1.0348462 0.0001263 1031.625 968.375 EM
24 -0.81950912D+04 0.4647519 0.0000567 1030.573 969.427 EM
25 -0.81947823D+04 0.3089711 0.0000377 1029.763 970.237 EM
26 -0.81945625D+04 0.2197235 0.0000268 1029.172 970.828 EM
27 -0.81944081D+04 0.1543968 0.0000188 1028.725 971.275 EM
28 -0.81943029D+04 0.1052058 0.0000128 1028.394 971.606 EM
29 -0.81942320D+04 0.0709777 0.0000087 1028.143 971.857 EM
30 -0.81941852D+04 0.0467448 0.0000057 1027.954 972.046 EM
31 -0.81941544D+04 0.0307784 0.0000038 1027.809 972.191 EM
32 -0.81941344D+04 0.0200183 0.0000024 1027.699 972.301 EM
33 -0.81941213D+04 0.0131103 0.0000016 1027.614 972.386 EM
34 -0.81941128D+04 0.0085550 0.0000010 1027.548 972.452 EM
35 -0.81941071D+04 0.0056392 0.0000007 1027.496 972.504 EM
36 -0.81941034D+04 0.0037213 0.0000005 1027.456 972.544 EM
37 -0.81941009D+04 0.0024812 0.0000003 1027.423 972.577 EM
38 -0.81940993D+04 0.0016593 0.0000002 1027.398 972.602 EM
39 -0.81940981D+04 0.0011195 0.0000001 1027.378 972.622 EM
40 -0.81940974D+04 0.0007575 0.0000001 1027.361 972.639 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.17608610D+05 0.0000000 0.0000000 752.968 1247.032 EM
2 -0.96064877D+04 8002.1222744 0.4544437 742.969 1257.031 EM
3 -0.87235087D+04 882.9789509 0.0919149 787.734 1212.266 EM
4 -0.84772996D+04 246.2090984 0.0282236 813.360 1186.640 EM
5 -0.83857134D+04 91.5862177 0.0108037 826.653 1173.347 EM
6 -0.83344680D+04 51.2453841 0.0061110 839.637 1160.363 EM
7 -0.83077560D+04 26.7119838 0.0032050 850.924 1149.076 EM
8 -0.82896403D+04 18.1156841 0.0021806 861.107 1138.893 EM
9 -0.82768879D+04 12.7524792 0.0015384 870.632 1129.368 EM
10 -0.82675229D+04 9.3649857 0.0011315 879.475 1120.525 EM
11 -0.82603421D+04 7.1808102 0.0008686 887.639 1112.361 EM
12 -0.82546093D+04 5.7327446 0.0006940 895.193 1104.807 EM
13 -0.82498623D+04 4.7469813 0.0005751 902.226 1097.774 EM
14 -0.82458106D+04 4.0517324 0.0004911 908.810 1091.190 EM
15 -0.82422769D+04 3.5337007 0.0004285 914.981 1085.019 EM
16 -0.82391586D+04 3.1183589 0.0003783 920.752 1079.248 EM
17 -0.82363990D+04 2.7595662 0.0003349 926.117 1073.883 EM
18 -0.82339676D+04 2.4314221 0.0002952 931.067 1068.933 EM
19 -0.82318446D+04 2.1229957 0.0002578 935.599 1064.401 EM
20 -0.82300121D+04 1.8324411 0.0002226 939.718 1060.282 EM
21 -0.82284501D+04 1.5620687 0.0001898 943.438 1056.562 EM
22 -0.82271344D+04 1.3156959 0.0001599 946.781 1053.219 EM
23 -0.82260379D+04 1.0964215 0.0001333 949.776 1050.224 EM
24 -0.82251323D+04 0.9056251 0.0001101 952.453 1047.547 EM
25 -0.82243895D+04 0.7428343 0.0000903 954.844 1045.156 EM
26 -0.82237834D+04 0.6061211 0.0000737 956.977 1043.023 EM
27 -0.82232907D+04 0.4926855 0.0000599 958.881 1041.119 EM
28 -0.82228913D+04 0.3993855 0.0000486 960.581 1039.419 EM
29 -0.82225682D+04 0.3231162 0.0000393 962.098 1037.902 EM
30 -0.82223071D+04 0.2610294 0.0000317 963.453 1036.547 EM
31 -0.82220965D+04 0.2106309 0.0000256 964.663 1035.337 EM
32 -0.82219267D+04 0.1698002 0.0000207 965.744 1034.256 EM
33 -0.82217899D+04 0.1367678 0.0000166 966.710 1033.290 EM
34 -0.82216799D+04 0.1100740 0.0000134 967.573 1032.427 EM
35 -0.82214521D+04 0.2277756 0.0000277 967.863 1032.137 EM
36 -0.82213252D+04 0.1268841 0.0000154 968.536 1031.464 EM
37 -0.82212450D+04 0.0801651 0.0000098 969.197 1030.803 EM
38 -0.82210755D+04 0.1695179 0.0000206 969.438 1030.562 EM
39 -0.82209709D+04 0.1046076 0.0000127 969.974 1030.026 EM
40 -0.82209128D+04 0.0581669 0.0000071 970.497 1029.503 EM
41 -0.82207333D+04 0.1794353 0.0000218 970.590 1029.410 EM
42 -0.82206346D+04 0.0986786 0.0000120 970.991 1029.009 EM
43 -0.82204791D+04 0.1555412 0.0000189 971.038 1028.962 EM
44 -0.82203527D+04 0.1263681 0.0000154 971.366 1028.634 EM
45 -0.82203059D+04 0.0468787 0.0000057 971.029 1028.971 EM
46 -0.82202283D+04 0.0775383 0.0000094 971.440 1028.560 EM
47 -0.82200507D+04 0.1775914 0.0000216 971.452 1028.548 EM
48 -0.82199312D+04 0.1195411 0.0000145 971.736 1028.264 EM
49 -0.82197523D+04 0.1789138 0.0000218 971.687 1028.313 EM
50 -0.82196046D+04 0.1476271 0.0000180 971.917 1028.083 EM
51 -0.82195510D+04 0.0536125 0.0000065 971.548 1028.452 EM
52 -0.82194695D+04 0.0815405 0.0000099 971.909 1028.091 EM
53 -0.82192652D+04 0.2042831 0.0000249 971.877 1028.123 EM
54 -0.82191324D+04 0.1328382 0.0000162 972.103 1027.897 EM
55 -0.82190741D+04 0.0582588 0.0000071 971.718 1028.282 EM
56 -0.82189958D+04 0.0783546 0.0000095 972.071 1027.929 EM
57 -0.82187704D+04 0.2253319 0.0000274 972.034 1027.966 EM
58 -0.82186337D+04 0.1367349 0.0000166 972.245 1027.755 EM
59 -0.82185722D+04 0.0614924 0.0000075 971.849 1028.151 EM
60 -0.82184921D+04 0.0800797 0.0000097 972.196 1027.804 EM
61 -0.82182461D+04 0.2460088 0.0000299 972.156 1027.844 EM
62 -0.82182099D+04 0.0362268 0.0000044 971.839 1028.161 EM
63 -0.82180361D+04 0.1737696 0.0000211 972.087 1027.913 EM
64 -0.82179871D+04 0.0489852 0.0000060 971.737 1028.263 EM
65 -0.82178908D+04 0.0963129 0.0000117 972.107 1027.893 EM
66 -0.82124083D+04 5.4825178 0.0006671 972.925 1027.075 EM
67 -0.82072769D+04 5.1313848 0.0006248 974.261 1025.739 EM
68 -0.82025662D+04 4.7106658 0.0005740 975.013 1024.987 EM
69 -0.81994991D+04 3.0671002 0.0003739 977.939 1022.061 EM
70 -0.81976365D+04 1.8625977 0.0002272 978.507 1021.493 EM
71 -0.81963891D+04 1.2474242 0.0001522 978.947 1021.053 EM
72 -0.81955600D+04 0.8290805 0.0001012 979.267 1020.733 EM
73 -0.81950168D+04 0.5432542 0.0000663 979.512 1020.488 EM
74 -0.81946634D+04 0.3533878 0.0000431 979.709 1020.291 EM
75 -0.81944340D+04 0.2294330 0.0000280 979.876 1020.124 EM
76 -0.81942847D+04 0.1492388 0.0000182 980.024 1019.976 EM
77 -0.81941872D+04 0.0975210 0.0000119 980.157 1019.843 EM
78 -0.81941231D+04 0.0641380 0.0000078 980.279 1019.721 EM
79 -0.81940806D+04 0.0425097 0.0000052 980.392 1019.608 EM
80 -0.81940521D+04 0.0284176 0.0000035 980.496 1019.504 EM
81 -0.81940330D+04 0.0191712 0.0000023 980.592 1019.408 EM
82 -0.81940199D+04 0.0130559 0.0000016 980.681 1019.319 EM
83 -0.81940109D+04 0.0089766 0.0000011 980.762 1019.238 EM
84 -0.81940047D+04 0.0062308 0.0000008 980.837 1019.163 EM
85 -0.81940003D+04 0.0043654 0.0000005 980.904 1019.096 EM
86 -0.81939973D+04 0.0030863 0.0000004 980.966 1019.034 EM
87 -0.81939951D+04 0.0022011 0.0000003 981.022 1018.978 EM
88 -0.81939935D+04 0.0015827 0.0000002 981.072 1018.928 EM
89 -0.81939923D+04 0.0011470 0.0000001 981.117 1018.883 EM
90 -0.81939915D+04 0.0008372 0.0000001 981.158 1018.842 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 26
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.16793401D+05 0.0000000 0.0000000 999.933 1000.067 EM
2 -0.95542956D+04 7239.1053870 0.4310685 970.835 1029.165 EM
3 -0.86499750D+04 904.3205755 0.0946507 963.828 1036.172 EM
4 -0.84311742D+04 218.8008196 0.0252950 960.244 1039.756 EM
5 -0.83586136D+04 72.5605849 0.0086062 957.093 1042.907 EM
6 -0.83296502D+04 28.9633640 0.0034651 955.896 1044.104 EM
7 -0.82910837D+04 38.5665117 0.0046300 955.935 1044.065 EM
8 -0.82830489D+04 8.0348226 0.0009691 956.568 1043.432 EM
9 -0.82795272D+04 3.5217352 0.0004252 957.942 1042.058 EM
10 -0.82776486D+04 1.8785411 0.0002269 959.219 1040.781 EM
11 -0.82766134D+04 1.0351949 0.0001251 960.367 1039.633 EM
12 -0.82760289D+04 0.5845097 0.0000706 961.400 1038.600 EM
13 -0.82633726D+04 12.6563468 0.0015293 962.736 1037.264 EM
14 -0.82563354D+04 7.0371584 0.0008516 964.068 1035.932 EM
15 -0.82524148D+04 3.9206293 0.0004749 967.014 1032.986 EM
16 -0.82521116D+04 0.3032047 0.0000367 967.735 1032.265 EM
17 -0.82520203D+04 0.0912730 0.0000111 968.414 1031.586 EM
18 -0.82519949D+04 0.0253853 0.0000031 968.785 1031.215 EM
19 -0.82519701D+04 0.0248482 0.0000030 969.155 1030.845 EM
20 -0.82519490D+04 0.0210547 0.0000026 969.489 1030.511 EM
21 -0.82519293D+04 0.0196751 0.0000024 969.800 1030.200 EM
22 -0.82519112D+04 0.0181674 0.0000022 970.083 1029.917 EM
23 -0.82519073D+04 0.0039168 0.0000005 970.212 1029.788 EM
24 -0.82518945D+04 0.0127298 0.0000015 970.413 1029.587 EM
25 -0.82518925D+04 0.0020286 0.0000002 970.507 1029.493 EM
26 -0.82518913D+04 0.0012240 0.0000001 970.576 1029.424 EM
27 -0.82518894D+04 0.0018542 0.0000002 970.641 1029.359 EM
28 -0.82518541D+04 0.0352888 0.0000043 970.843 1029.157 EM
29 -0.82518507D+04 0.0034203 0.0000004 970.949 1029.051 EM
30 -0.82511646D+04 0.6861104 0.0000831 971.991 1028.009 EM
31 -0.82511528D+04 0.0117922 0.0000014 972.266 1027.734 EM
32 -0.82511499D+04 0.0029012 0.0000004 972.378 1027.622 EM
33 -0.82511418D+04 0.0081542 0.0000010 972.560 1027.440 EM
34 -0.82511404D+04 0.0013772 0.0000002 972.638 1027.362 EM
35 -0.82511396D+04 0.0008190 0.0000001 972.694 1027.306 EM
Beginning Time: 18:14:56
Ending Time: 18:15:30
Elapsed Time: 00:00:34
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