Mplus VERSION 8.8
MUTHEN & MUTHEN
04/19/2022 11:13 PM
INPUT INSTRUCTIONS
TITLE: this is an example of a factor (IRT)
mixture 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 (IRT)
mixture 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 0.510 1021.000
U6
Category 1 0.477 955.000
Category 2 0.522 1045.000
U7
Category 1 0.476 953.000
Category 2 0.523 1047.000
U8
Category 1 0.476 953.000
Category 2 0.523 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:
-8193.989 127215 9
-8193.991 939021 8
-8193.992 246261 38
-8194.097 120506 45
-8194.098 153942 31
THE BEST LOGLIKELIHOOD VALUE HAS BEEN REPLICATED. RERUN WITH AT LEAST TWICE THE
RANDOM STARTS TO CHECK THAT THE BEST LOGLIKELIHOOD IS STILL OBTAINED AND REPLICATED.
THE MODEL ESTIMATION TERMINATED NORMALLY
MODEL FIT INFORMATION
Number of Free Parameters 33
Loglikelihood
H0 Value -8193.989
H0 Scaling Correction Factor 1.0034
for MLR
Information Criteria
Akaike (AIC) 16453.979
Bayesian (BIC) 16638.808
Sample-Size Adjusted BIC 16533.966
(n* = (n + 2) / 24)
Chi-Square Test of Model Fit for the Binary and Ordered Categorical
(Ordinal) Outcomes
Pearson Chi-Square
Value 221.738
Degrees of Freedom 222
P-Value 0.4923
Likelihood Ratio Chi-Square
Value 227.347
Degrees of Freedom 222
P-Value 0.3885
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THE ESTIMATED MODEL
Latent
Classes
1 981.41069 0.49071
2 1018.58931 0.50929
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON ESTIMATED POSTERIOR PROBABILITIES
Latent
Classes
1 981.41069 0.49071
2 1018.58931 0.50929
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP
Class Counts and Proportions
Latent
Classes
1 1005 0.50250
2 995 0.49750
CLASSIFICATION QUALITY
Entropy 0.935
Average Latent Class Probabilities for Most Likely Latent Class Membership (Row)
by Latent Class (Column)
1 2
1 0.967 0.033
2 0.010 0.990
Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2
1 0.990 0.010
2 0.032 0.968
Logits for the Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2
1 4.627 0.000
2 -3.394 0.000
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 1.213 0.227 5.348 0.000
U3 1.288 0.268 4.812 0.000
U4 0.931 0.169 5.510 0.000
U5 0.713 0.159 4.474 0.000
U6 0.592 0.141 4.189 0.000
U7 0.592 0.146 4.047 0.000
U8 0.726 0.166 4.361 0.000
Means
F 0.000 0.000 999.000 999.000
Thresholds
U1$1 1.960 0.153 12.849 0.000
U2$1 2.353 0.205 11.468 0.000
U3$1 2.178 0.208 10.464 0.000
U4$1 1.792 0.141 12.717 0.000
U5$1 -2.022 0.151 -13.361 0.000
U6$1 -2.087 0.139 -15.019 0.000
U7$1 -1.989 0.144 -13.848 0.000
U8$1 -2.145 0.161 -13.320 0.000
Variances
F 2.219 0.594 3.734 0.000
Latent Class 2
F BY
U1 1.000 0.000 999.000 999.000
U2 0.496 0.140 3.552 0.000
U3 0.358 0.120 2.990 0.003
U4 0.418 0.127 3.286 0.001
U5 0.855 0.206 4.148 0.000
U6 0.867 0.224 3.874 0.000
U7 0.957 0.208 4.591 0.000
U8 0.830 0.195 4.262 0.000
Means
F 0.000 0.000 999.000 999.000
Thresholds
U1$1 -2.057 0.220 -9.352 0.000
U2$1 -2.078 0.134 -15.480 0.000
U3$1 -1.938 0.115 -16.809 0.000
U4$1 -1.968 0.124 -15.853 0.000
U5$1 1.961 0.153 12.841 0.000
U6$1 1.928 0.155 12.414 0.000
U7$1 1.912 0.163 11.723 0.000
U8$1 1.828 0.141 12.945 0.000
Variances
F 2.824 1.013 2.787 0.005
Categorical Latent Variables
Means
C#1 -0.037 0.048 -0.782 0.434
QUALITY OF NUMERICAL RESULTS
Condition Number for the Information Matrix 0.720E-02
(ratio of smallest to largest eigenvalue)
RESULTS IN PROBABILITY SCALE
Estimate
Latent Class 1
U1
Category 1 0.806
Category 2 0.194
U2
Category 1 0.826
Category 2 0.174
U3
Category 1 0.800
Category 2 0.200
U4
Category 1 0.792
Category 2 0.208
U5
Category 1 0.157
Category 2 0.843
U6
Category 1 0.138
Category 2 0.862
U7
Category 1 0.149
Category 2 0.851
U8
Category 1 0.144
Category 2 0.856
Latent Class 2
U1
Category 1 0.196
Category 2 0.804
U2
Category 1 0.137
Category 2 0.863
U3
Category 1 0.140
Category 2 0.860
U4
Category 1 0.142
Category 2 0.858
U5
Category 1 0.810
Category 2 0.190
U6
Category 1 0.804
Category 2 0.196
U7
Category 1 0.792
Category 2 0.208
U8
Category 1 0.797
Category 2 0.203
IRT PARAMETERIZATION
Two-Tailed
Estimate S.E. Est./S.E. P-Value
Latent Class 1
Item Discriminations
F BY
U1 1.490 0.199 7.467 0.000
U2 1.807 0.256 7.059 0.000
U3 1.919 0.277 6.915 0.000
U4 1.387 0.192 7.207 0.000
U5 1.063 0.194 5.489 0.000
U6 0.881 0.172 5.123 0.000
U7 0.882 0.191 4.623 0.000
U8 1.081 0.198 5.454 0.000
Means
F 0.000 0.000 0.000 1.000
Item Difficulties
U1 1.316 0.135 9.775 0.000
U2 1.302 0.122 10.651 0.000
U3 1.135 0.104 10.876 0.000
U4 1.292 0.139 9.273 0.000
U5 -1.902 0.263 -7.234 0.000
U6 -2.368 0.379 -6.248 0.000
U7 -2.256 0.391 -5.765 0.000
U8 -1.985 0.273 -7.282 0.000
Variances
F 1.000 0.000 0.000 1.000
Latent Class 2
Item Discriminations
F BY
U1 1.680 0.301 5.574 0.000
U2 0.833 0.168 4.947 0.000
U3 0.602 0.158 3.803 0.000
U4 0.702 0.168 4.175 0.000
U5 1.437 0.213 6.745 0.000
U6 1.458 0.226 6.454 0.000
U7 1.608 0.219 7.357 0.000
U8 1.395 0.189 7.362 0.000
Means
F 0.000 0.000 0.000 1.000
Item Difficulties
U1 -1.224 0.127 -9.653 0.000
U2 -2.494 0.419 -5.947 0.000
U3 -3.220 0.763 -4.219 0.000
U4 -2.804 0.582 -4.816 0.000
U5 1.365 0.152 8.992 0.000
U6 1.323 0.152 8.685 0.000
U7 1.189 0.113 10.528 0.000
U8 1.310 0.137 9.579 0.000
Variances
F 1.000 0.000 0.000 1.000
TECHNICAL 1 OUTPUT
PARAMETER SPECIFICATION FOR LATENT CLASS 1
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 U7 U8
________ ________ ________
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
________
0
BETA
F
________
F 0
PSI
F
________
F 8
PARAMETER SPECIFICATION FOR LATENT CLASS 2
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 U7 U8
________ ________ ________
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
________
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
________ ________ ________ ________ ________
17 18 19 20 21
TAU(U) FOR LATENT CLASS 1
U6$1 U7$1 U8$1
________ ________ ________
22 23 24
TAU(U) FOR LATENT CLASS 2
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
25 26 27 28 29
TAU(U) FOR LATENT CLASS 2
U6$1 U7$1 U8$1
________ ________ ________
30 31 32
PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART
ALPHA(C)
C#1 C#2
________ ________
33 0
GAMMA(C)
F
________
C#1 0
C#2 0
STARTING VALUES FOR LATENT CLASS 1
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U6 U7 U8
________ ________ ________
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
________
0.000
BETA
F
________
F 0.000
PSI
F
________
F 0.050
STARTING VALUES FOR LATENT CLASS 2
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U6 U7 U8
________ ________ ________
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
________
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
________ ________ ________ ________ ________
-1.018 -1.100 -1.144 -1.156 -1.042
TAU(U) FOR LATENT CLASS 1
U6$1 U7$1 U8$1
________ ________ ________
-1.090 -1.094 -1.094
TAU(U) FOR LATENT CLASS 2
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0.982 0.900 0.856 0.844 0.958
TAU(U) FOR LATENT CLASS 2
U6$1 U7$1 U8$1
________ ________ ________
0.910 0.906 0.906
STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART
ALPHA(C)
C#1 C#2
________ ________
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
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11569648D+05 0.0000000 0.0000000 EM
2 -0.11089471D+05 480.1766230 0.0415031 EM
3 -0.11062644D+05 26.8270321 0.0024191 EM
4 -0.11022997D+05 39.6468874 0.0035839 EM
5 -0.10706789D+05 316.2087438 0.0286863 EM
6 -0.95209564D+04 1185.8321687 0.1107552 EM
7 -0.88176967D+04 703.2596810 0.0738644 EM
8 -0.85956519D+04 222.0448667 0.0251817 EM
9 -0.84985931D+04 97.0587884 0.0112916 EM
10 -0.84428338D+04 55.7593137 0.0065610 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.16736717D+05 0.0000000 0.0000000 EM
2 -0.93306415D+04 7406.0756484 0.4425047 EM
3 -0.87258604D+04 604.7811359 0.0648167 EM
4 -0.85791666D+04 146.6938275 0.0168114 EM
5 -0.85104554D+04 68.7111033 0.0080091 EM
6 -0.84662875D+04 44.1679798 0.0051898 EM
7 -0.84298849D+04 36.4025718 0.0042997 EM
8 -0.84023108D+04 27.5740924 0.0032710 EM
9 -0.83817349D+04 20.5758654 0.0024488 EM
10 -0.83656203D+04 16.1146672 0.0019226 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.16953588D+05 0.0000000 0.0000000 EM
2 -0.10730433D+05 6223.1551609 0.3670701 EM
3 -0.97109313D+04 1019.5016413 0.0950103 EM
4 -0.88445570D+04 866.3743319 0.0892164 EM
5 -0.86198429D+04 224.7141286 0.0254071 EM
6 -0.84792670D+04 140.5758218 0.0163084 EM
7 -0.84224798D+04 56.7871944 0.0066972 EM
8 -0.83971364D+04 25.3434593 0.0030090 EM
9 -0.83815232D+04 15.6131496 0.0018593 EM
10 -0.83692537D+04 12.2695377 0.0014639 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.13185631D+05 0.0000000 0.0000000 EM
2 -0.10301013D+05 2884.6183111 0.2187698 EM
3 -0.90882788D+04 1212.7342777 0.1177296 EM
4 -0.86796120D+04 408.6668754 0.0449664 EM
5 -0.84216595D+04 257.9524943 0.0297194 EM
6 -0.83548477D+04 66.8117494 0.0079333 EM
7 -0.83276614D+04 27.1862722 0.0032540 EM
8 -0.83073418D+04 20.3196579 0.0024400 EM
9 -0.82932945D+04 14.0473225 0.0016910 EM
10 -0.82832335D+04 10.0609947 0.0012131 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.16103260D+05 0.0000000 0.0000000 EM
2 -0.10325386D+05 5777.8743732 0.3588015 EM
3 -0.91397733D+04 1185.6124998 0.1148250 EM
4 -0.88581869D+04 281.5863878 0.0308089 EM
5 -0.87877911D+04 70.3957664 0.0079470 EM
6 -0.87551162D+04 32.6749547 0.0037182 EM
7 -0.87265962D+04 28.5200070 0.0032575 EM
8 -0.86947951D+04 31.8011195 0.0036442 EM
9 -0.86718377D+04 22.9574052 0.0026404 EM
10 -0.86578672D+04 13.9704989 0.0016110 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.15709273D+05 0.0000000 0.0000000 EM
2 -0.10069670D+05 5639.6030040 0.3589983 EM
3 -0.88709002D+04 1198.7703048 0.1190476 EM
4 -0.85459377D+04 324.9624061 0.0366324 EM
5 -0.84328288D+04 113.1089079 0.0132354 EM
6 -0.83767574D+04 56.0713892 0.0066492 EM
7 -0.83427910D+04 33.9664249 0.0040548 EM
8 -0.83150898D+04 27.7012701 0.0033204 EM
9 -0.82987506D+04 16.3391762 0.0019650 EM
10 -0.82850697D+04 13.6808830 0.0016485 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.16684245D+05 0.0000000 0.0000000 EM
2 -0.91469550D+04 7537.2901436 0.4517609 EM
3 -0.87613127D+04 385.6423579 0.0421607 EM
4 -0.85759210D+04 185.3916515 0.0211603 EM
5 -0.84704396D+04 105.4814546 0.0122997 EM
6 -0.84072645D+04 63.1751123 0.0074583 EM
7 -0.83696026D+04 37.6618888 0.0044797 EM
8 -0.83465044D+04 23.0981548 0.0027598 EM
9 -0.83317582D+04 14.7462534 0.0017668 EM
10 -0.83219468D+04 9.8113833 0.0011776 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.24029666D+05 0.0000000 0.0000000 EM
2 -0.10305025D+05 ************ 0.5711540 EM
3 -0.87733216D+04 1531.7035464 0.1486366 EM
4 -0.86220743D+04 151.2472836 0.0172395 EM
5 -0.85608810D+04 61.1933650 0.0070973 EM
6 -0.85315647D+04 29.3162835 0.0034244 EM
7 -0.85166554D+04 14.9093357 0.0017475 EM
8 -0.85067059D+04 9.9494343 0.0011682 EM
9 -0.84994630D+04 7.2429034 0.0008514 EM
10 -0.84939029D+04 5.5601315 0.0006542 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.17608610D+05 0.0000000 0.0000000 EM
2 -0.96064877D+04 8002.1222760 0.4544437 EM
3 -0.87235087D+04 882.9789500 0.0919149 EM
4 -0.84772996D+04 246.2090983 0.0282236 EM
5 -0.83857134D+04 91.5862174 0.0108037 EM
6 -0.83344680D+04 51.2453838 0.0061110 EM
7 -0.83077560D+04 26.7119839 0.0032050 EM
8 -0.82896403D+04 18.1156841 0.0021806 EM
9 -0.82768879D+04 12.7524792 0.0015384 EM
10 -0.82675229D+04 9.3649857 0.0011315 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.19035483D+05 0.0000000 0.0000000 EM
2 -0.10054466D+05 8981.0176140 0.4718040 EM
3 -0.89224205D+04 1132.0453635 0.1125913 EM
4 -0.85766216D+04 345.7988396 0.0387562 EM
5 -0.84340274D+04 142.5942671 0.0166259 EM
6 -0.83691991D+04 64.8282873 0.0076865 EM
7 -0.83336633D+04 35.5357783 0.0042460 EM
8 -0.83060681D+04 27.5951794 0.0033113 EM
9 -0.82788185D+04 27.2496524 0.0032807 EM
10 -0.82414504D+04 37.3681032 0.0045137 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.17538902D+05 0.0000000 0.0000000 EM
2 -0.95395451D+04 7999.3567389 0.4560922 EM
3 -0.86269872D+04 912.5578524 0.0956605 EM
4 -0.84463153D+04 180.6719626 0.0209426 EM
5 -0.83934358D+04 52.8794460 0.0062607 EM
6 -0.83660205D+04 27.4152966 0.0032663 EM
7 -0.83488187D+04 17.2018036 0.0020562 EM
8 -0.83375047D+04 11.3140443 0.0013552 EM
9 -0.83283317D+04 9.1730150 0.0011002 EM
10 -0.83202300D+04 8.1017205 0.0009728 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.14315390D+05 0.0000000 0.0000000 EM
2 -0.94728570D+04 4842.5334128 0.3382746 EM
3 -0.90953583D+04 377.4986916 0.0398506 EM
4 -0.89563919D+04 138.9663488 0.0152788 EM
5 -0.88876784D+04 68.7135806 0.0076720 EM
6 -0.88248454D+04 62.8330043 0.0070697 EM
7 -0.87486607D+04 76.1846698 0.0086330 EM
8 -0.86771088D+04 71.5519035 0.0081786 EM
9 -0.86066731D+04 70.4356990 0.0081174 EM
10 -0.85574065D+04 49.2665364 0.0057242 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.16876219D+05 0.0000000 0.0000000 EM
2 -0.10248925D+05 6627.2939134 0.3927002 EM
3 -0.89576420D+04 1291.2832349 0.1259921 EM
4 -0.86396163D+04 318.0257015 0.0355033 EM
5 -0.85366116D+04 103.0047690 0.0119224 EM
6 -0.84914767D+04 45.1348984 0.0052872 EM
7 -0.84693037D+04 22.1730011 0.0026112 EM
8 -0.84568446D+04 12.4590663 0.0014711 EM
9 -0.84489027D+04 7.9419057 0.0009391 EM
10 -0.84434044D+04 5.4983153 0.0006508 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.19453737D+05 0.0000000 0.0000000 EM
2 -0.94206961D+04 ************ 0.5157385 EM
3 -0.89032359D+04 517.4602385 0.0549280 EM
4 -0.86740250D+04 229.2108618 0.0257447 EM
5 -0.85843800D+04 89.6449724 0.0103349 EM
6 -0.85285721D+04 55.8079798 0.0065011 EM
7 -0.84973521D+04 31.2199372 0.0036606 EM
8 -0.84737464D+04 23.6057052 0.0027780 EM
9 -0.84548057D+04 18.9407092 0.0022352 EM
10 -0.84406763D+04 14.1293809 0.0016712 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.18995409D+05 0.0000000 0.0000000 EM
2 -0.12117581D+05 6877.8281364 0.3620784 EM
3 -0.96095074D+04 2508.0734464 0.2069781 EM
4 -0.90786534D+04 530.8540203 0.0552426 EM
5 -0.89262640D+04 152.3893343 0.0167855 EM
6 -0.88001594D+04 126.1046578 0.0141274 EM
7 -0.87094321D+04 90.7273004 0.0103097 EM
8 -0.85904548D+04 118.9773331 0.0136607 EM
9 -0.85415768D+04 48.8779883 0.0056898 EM
10 -0.85156790D+04 25.8977892 0.0030320 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.23731019D+05 0.0000000 0.0000000 EM
2 -0.96352623D+04 ************ 0.5939803 EM
3 -0.88143785D+04 820.8838150 0.0851958 EM
4 -0.86881921D+04 126.1864005 0.0143160 EM
5 -0.86045721D+04 83.6200185 0.0096246 EM
6 -0.85658707D+04 38.7013898 0.0044978 EM
7 -0.85461893D+04 19.6814064 0.0022977 EM
8 -0.85300873D+04 16.1019702 0.0018841 EM
9 -0.85204638D+04 9.6235201 0.0011282 EM
10 -0.85117526D+04 8.7111685 0.0010224 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.15065699D+05 0.0000000 0.0000000 EM
2 -0.10410509D+05 4655.1893899 0.3089926 EM
3 -0.90845668D+04 1325.9424374 0.1273658 EM
4 -0.87797751D+04 304.7916950 0.0335505 EM
5 -0.87093312D+04 70.4438514 0.0080234 EM
6 -0.86663485D+04 42.9827082 0.0049352 EM
7 -0.86363652D+04 29.9833485 0.0034597 EM
8 -0.86108709D+04 25.4942807 0.0029520 EM
9 -0.85895710D+04 21.2999086 0.0024736 EM
10 -0.85705457D+04 19.0253206 0.0022149 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.22095816D+05 0.0000000 0.0000000 EM
2 -0.10927883D+05 ************ 0.5054320 EM
3 -0.88303604D+04 2097.5230590 0.1919423 EM
4 -0.84875907D+04 342.7696966 0.0388172 EM
5 -0.84108366D+04 76.7540632 0.0090431 EM
6 -0.83905891D+04 20.2475661 0.0024073 EM
7 -0.83782583D+04 12.3308080 0.0014696 EM
8 -0.83690014D+04 9.2568519 0.0011049 EM
9 -0.83605412D+04 8.4602084 0.0010109 EM
10 -0.83515617D+04 8.9795296 0.0010740 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.22783643D+05 0.0000000 0.0000000 EM
2 -0.97970256D+04 ************ 0.5699974 EM
3 -0.92721778D+04 524.8477916 0.0535722 EM
4 -0.91066699D+04 165.5078364 0.0178499 EM
5 -0.89676182D+04 139.0517323 0.0152692 EM
6 -0.88956253D+04 71.9928497 0.0080281 EM
7 -0.88406197D+04 55.0056601 0.0061835 EM
8 -0.87914604D+04 49.1592773 0.0055606 EM
9 -0.87553565D+04 36.1039562 0.0041067 EM
10 -0.87208813D+04 34.4751475 0.0039376 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.23228715D+05 0.0000000 0.0000000 EM
2 -0.11888555D+05 ************ 0.4881957 EM
3 -0.96604434D+04 2228.1119716 0.1874165 EM
4 -0.88295977D+04 830.8457160 0.0860049 EM
5 -0.86499222D+04 179.6754524 0.0203492 EM
6 -0.85594765D+04 90.4457598 0.0104563 EM
7 -0.85133071D+04 46.1693304 0.0053939 EM
8 -0.84853319D+04 27.9752735 0.0032861 EM
9 -0.84667815D+04 18.5503963 0.0021862 EM
10 -0.84538229D+04 12.9585836 0.0015305 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.15332079D+05 0.0000000 0.0000000 EM
2 -0.10926611D+05 4405.4686058 0.2873367 EM
3 -0.97281143D+04 1198.4964909 0.1096860 EM
4 -0.89408675D+04 787.2468172 0.0809249 EM
5 -0.87408400D+04 200.0275748 0.0223723 EM
6 -0.86652626D+04 75.5773953 0.0086465 EM
7 -0.86233150D+04 41.9475939 0.0048409 EM
8 -0.85893300D+04 33.9849885 0.0039411 EM
9 -0.85712817D+04 18.0483230 0.0021012 EM
10 -0.85617934D+04 9.4882703 0.0011070 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 21
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.15632891D+05 0.0000000 0.0000000 EM
2 -0.10487772D+05 5145.1186719 0.3291214 EM
3 -0.89845121D+04 1503.2601086 0.1433346 EM
4 -0.87528903D+04 231.6218071 0.0257801 EM
5 -0.86595222D+04 93.3681158 0.0106671 EM
6 -0.85894371D+04 70.0850783 0.0080934 EM
7 -0.85246139D+04 64.8231675 0.0075468 EM
8 -0.84603331D+04 64.2808328 0.0075406 EM
9 -0.84359557D+04 24.3773472 0.0028814 EM
10 -0.84177344D+04 18.2213043 0.0021600 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 22
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.14972000D+05 0.0000000 0.0000000 EM
2 -0.91925656D+04 5779.4340678 0.3860162 EM
3 -0.87516008D+04 440.9647667 0.0479697 EM
4 -0.86412898D+04 110.3110441 0.0126047 EM
5 -0.86080864D+04 33.2033421 0.0038424 EM
6 -0.85892745D+04 18.8119056 0.0021854 EM
7 -0.85769967D+04 12.2778204 0.0014294 EM
8 -0.85672953D+04 9.7013903 0.0011311 EM
9 -0.85568674D+04 10.4279728 0.0012172 EM
10 -0.85438589D+04 13.0084108 0.0015202 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.13629237D+05 0.0000000 0.0000000 EM
2 -0.94322596D+04 4196.9772466 0.3079393 EM
3 -0.88346815D+04 597.5781003 0.0633547 EM
4 -0.86881624D+04 146.5191085 0.0165845 EM
5 -0.86287789D+04 59.3834372 0.0068350 EM
6 -0.85762109D+04 52.5680571 0.0060922 EM
7 -0.85255231D+04 50.6877571 0.0059103 EM
8 -0.84795419D+04 45.9812413 0.0053934 EM
9 -0.84445063D+04 35.0355925 0.0041318 EM
10 -0.84212076D+04 23.2986171 0.0027590 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 24
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.14504768D+05 0.0000000 0.0000000 EM
2 -0.92630924D+04 5241.6754537 0.3613760 EM
3 -0.88626776D+04 400.4148096 0.0432269 EM
4 -0.87544009D+04 108.2767183 0.0122172 EM
5 -0.87220659D+04 32.3350118 0.0036936 EM
6 -0.86933546D+04 28.7112382 0.0032918 EM
7 -0.86499017D+04 43.4528943 0.0049984 EM
8 -0.85989765D+04 50.9251745 0.0058874 EM
9 -0.85357155D+04 63.2610602 0.0073568 EM
10 -0.84807419D+04 54.9735568 0.0064404 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 25
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.15874272D+05 0.0000000 0.0000000 EM
2 -0.11123549D+05 4750.7229519 0.2992719 EM
3 -0.93609343D+04 1762.6144230 0.1584579 EM
4 -0.88250149D+04 535.9194525 0.0572506 EM
5 -0.86804134D+04 144.6014033 0.0163854 EM
6 -0.86323504D+04 48.0630852 0.0055370 EM
7 -0.86074964D+04 24.8539358 0.0028792 EM
8 -0.85971111D+04 10.3853472 0.0012065 EM
9 -0.85544243D+04 42.6867468 0.0049652 EM
10 -0.85202331D+04 34.1912023 0.0039969 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 26
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.16793401D+05 0.0000000 0.0000000 EM
2 -0.95541605D+04 7239.2405025 0.4310765 EM
3 -0.86500014D+04 904.1590433 0.0946351 EM
4 -0.84311898D+04 218.8116692 0.0252961 EM
5 -0.83586108D+04 72.5789094 0.0086084 EM
6 -0.83296404D+04 28.9704190 0.0034659 EM
7 -0.82911189D+04 38.5215005 0.0046246 EM
8 -0.82830369D+04 8.0820762 0.0009748 EM
9 -0.82794962D+04 3.5406525 0.0004275 EM
10 -0.82776085D+04 1.8877386 0.0002280 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 27
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.13434740D+05 0.0000000 0.0000000 EM
2 -0.10047774D+05 3386.9662728 0.2521051 EM
3 -0.88233808D+04 1224.3931886 0.1218572 EM
4 -0.85818859D+04 241.4948399 0.0273699 EM
5 -0.84953520D+04 86.5339298 0.0100833 EM
6 -0.84686634D+04 26.6886158 0.0031416 EM
7 -0.84688271D+04 -0.1637701 -0.0000193 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 28
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.13733832D+05 0.0000000 0.0000000 EM
2 -0.10076600D+05 3657.2318354 0.2662936 EM
3 -0.93022969D+04 774.3028586 0.0768417 EM
4 -0.89418398D+04 360.4571121 0.0387493 EM
5 -0.86581995D+04 283.6402918 0.0317206 EM
6 -0.85384323D+04 119.7672113 0.0138328 EM
7 -0.84946212D+04 43.8110996 0.0051310 EM
8 -0.84750919D+04 19.5292029 0.0022990 EM
9 -0.84640759D+04 11.0160141 0.0012998 EM
10 -0.84567765D+04 7.2994678 0.0008624 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 29
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.17301230D+05 0.0000000 0.0000000 EM
2 -0.10207321D+05 7093.9090660 0.4100234 EM
3 -0.90629372D+04 1144.3840581 0.1121140 EM
4 -0.88006091D+04 262.3280683 0.0289451 EM
5 -0.87501475D+04 50.4615721 0.0057339 EM
6 -0.87224665D+04 27.6809791 0.0031635 EM
7 -0.86955422D+04 26.9243861 0.0030868 EM
8 -0.86728035D+04 22.7386545 0.0026150 EM
9 -0.86503994D+04 22.4040529 0.0025833 EM
10 -0.86198918D+04 30.5076629 0.0035267 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 30
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.17441238D+05 0.0000000 0.0000000 EM
2 -0.12083228D+05 5358.0102953 0.3072035 EM
3 -0.95477277D+04 2535.5004447 0.2098363 EM
4 -0.87426772D+04 805.0505081 0.0843185 EM
5 -0.85556766D+04 187.0005717 0.0213894 EM
6 -0.84959350D+04 59.7416588 0.0069827 EM
7 -0.84677952D+04 28.1398085 0.0033121 EM
8 -0.84483193D+04 19.4758197 0.0023000 EM
9 -0.84345675D+04 13.7518114 0.0016278 EM
10 -0.84216410D+04 12.9265294 0.0015326 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 31
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.13657284D+05 0.0000000 0.0000000 EM
2 -0.10251866D+05 3405.4174692 0.2493481 EM
3 -0.90506467D+04 1201.2195396 0.1171708 EM
4 -0.85469738D+04 503.6729614 0.0556505 EM
5 -0.84001734D+04 146.8003905 0.0171757 EM
6 -0.83643865D+04 35.7869098 0.0042603 EM
7 -0.83442427D+04 20.1437283 0.0024083 EM
8 -0.83216115D+04 22.6312303 0.0027122 EM
9 -0.82906638D+04 30.9476755 0.0037190 EM
10 -0.82654795D+04 25.1843768 0.0030377 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 32
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.20266371D+05 0.0000000 0.0000000 EM
2 -0.10376609D+05 9889.7626819 0.4879888 EM
3 -0.89814546D+04 1395.1541571 0.1344518 EM
4 -0.86353108D+04 346.1437745 0.0385398 EM
5 -0.84964968D+04 138.8140514 0.0160752 EM
6 -0.84362042D+04 60.2926071 0.0070962 EM
7 -0.84009709D+04 35.2332996 0.0041764 EM
8 -0.83754100D+04 25.5608201 0.0030426 EM
9 -0.83521375D+04 23.2725587 0.0027787 EM
10 -0.83313942D+04 20.7432349 0.0024836 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.24178289D+05 0.0000000 0.0000000 EM
2 -0.97183808D+04 ************ 0.5980534 EM
3 -0.91977520D+04 520.6287936 0.0535716 EM
4 -0.89801235D+04 217.6285896 0.0236611 EM
5 -0.88596676D+04 120.4559012 0.0134136 EM
6 -0.87833818D+04 76.2857498 0.0086105 EM
7 -0.87306041D+04 52.7777174 0.0060088 EM
8 -0.86807407D+04 49.8633640 0.0057113 EM
9 -0.86408051D+04 39.9356148 0.0046005 EM
10 -0.86061525D+04 34.6526402 0.0040103 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 34
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.21249724D+05 0.0000000 0.0000000 EM
2 -0.97086666D+04 ************ 0.5431156 EM
3 -0.91501994D+04 558.4671705 0.0575225 EM
4 -0.88243626D+04 325.8368089 0.0356098 EM
5 -0.86525636D+04 171.7990091 0.0194687 EM
6 -0.85611732D+04 91.3903708 0.0105622 EM
7 -0.85114130D+04 49.7602322 0.0058123 EM
8 -0.84818967D+04 29.5162727 0.0034678 EM
9 -0.84625761D+04 19.3206483 0.0022779 EM
10 -0.84477992D+04 14.7769279 0.0017462 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 35
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.16601913D+05 0.0000000 0.0000000 EM
2 -0.10194763D+05 6407.1496586 0.3859284 EM
3 -0.94500850D+04 744.6782923 0.0730452 EM
4 -0.91387989D+04 311.2860929 0.0329400 EM
5 -0.90316910D+04 107.1079435 0.0117201 EM
6 -0.89727136D+04 58.9773449 0.0065300 EM
7 -0.89163808D+04 56.3328103 0.0062782 EM
8 -0.88357997D+04 80.5810913 0.0090374 EM
9 -0.87554744D+04 80.3253142 0.0090909 EM
10 -0.86613395D+04 94.1349121 0.0107515 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 36
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.19880062D+05 0.0000000 0.0000000 EM
2 -0.10325882D+05 9554.1794684 0.4805910 EM
3 -0.92083309D+04 1117.5515258 0.1082282 EM
4 -0.87171968D+04 491.1340857 0.0533358 EM
5 -0.85545946D+04 162.6021954 0.0186530 EM
6 -0.84596130D+04 94.9815919 0.0111030 EM
7 -0.84041578D+04 55.4551916 0.0065553 EM
8 -0.83692196D+04 34.9382149 0.0041573 EM
9 -0.83443042D+04 24.9153513 0.0029770 EM
10 -0.83248622D+04 19.4420820 0.0023300 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 37
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.14364589D+05 0.0000000 0.0000000 EM
2 -0.97330833D+04 4631.5054362 0.3224252 EM
3 -0.89866373D+04 746.4459277 0.0766916 EM
4 -0.87385247D+04 248.1126666 0.0276091 EM
5 -0.85571434D+04 181.3812762 0.0207565 EM
6 -0.84731479D+04 83.9954815 0.0098158 EM
7 -0.84170647D+04 56.0832165 0.0066189 EM
8 -0.83832252D+04 33.8394668 0.0040203 EM
9 -0.83603745D+04 22.8507372 0.0027258 EM
10 -0.83468458D+04 13.5287103 0.0016182 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 38
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.18157354D+05 0.0000000 0.0000000 EM
2 -0.96579772D+04 8499.3766307 0.4680956 EM
3 -0.86363162D+04 1021.6610358 0.1057842 EM
4 -0.84729291D+04 163.3871517 0.0189186 EM
5 -0.83951071D+04 77.8219465 0.0091848 EM
6 -0.83401688D+04 54.9382958 0.0065441 EM
7 -0.82986152D+04 41.5535847 0.0049823 EM
8 -0.82664808D+04 32.1344666 0.0038723 EM
9 -0.82444812D+04 21.9995403 0.0026613 EM
10 -0.82289310D+04 15.5502317 0.0018861 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 39
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.16664235D+05 0.0000000 0.0000000 EM
2 -0.10854920D+05 5809.3143504 0.3486097 EM
3 -0.94259822D+04 1428.9379791 0.1316397 EM
4 -0.90103163D+04 415.6659034 0.0440979 EM
5 -0.88180835D+04 192.2328254 0.0213347 EM
6 -0.86764574D+04 141.6261002 0.0160609 EM
7 -0.85721503D+04 104.3071277 0.0120219 EM
8 -0.85361901D+04 35.9602264 0.0041950 EM
9 -0.84942355D+04 41.9545023 0.0049149 EM
10 -0.84582553D+04 35.9802733 0.0042358 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 40
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.18762581D+05 0.0000000 0.0000000 EM
2 -0.10152840D+05 8609.7412434 0.4588783 EM
3 -0.89331550D+04 1219.6848898 0.1201324 EM
4 -0.87184854D+04 214.6695691 0.0240307 EM
5 -0.85913382D+04 127.1472717 0.0145836 EM
6 -0.85482891D+04 43.0491096 0.0050108 EM
7 -0.85245565D+04 23.7325538 0.0027763 EM
8 -0.84939098D+04 30.6467542 0.0035951 EM
9 -0.84661047D+04 27.8050950 0.0032735 EM
10 -0.84400013D+04 26.1033618 0.0030833 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 41
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.13826532D+05 0.0000000 0.0000000 EM
2 -0.10002421D+05 3824.1111550 0.2765778 EM
3 -0.90615696D+04 940.8511211 0.0940623 EM
4 -0.87582281D+04 303.3415313 0.0334756 EM
5 -0.86602564D+04 97.9716412 0.0111862 EM
6 -0.85997774D+04 60.4790212 0.0069835 EM
7 -0.85553873D+04 44.3901482 0.0051618 EM
8 -0.85296092D+04 25.7780206 0.0030131 EM
9 -0.85098753D+04 19.7338925 0.0023136 EM
10 -0.84898137D+04 20.0616049 0.0023574 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 42
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.19237858D+05 0.0000000 0.0000000 EM
2 -0.11997597D+05 7240.2613735 0.3763549 EM
3 -0.91784105D+04 2819.1861692 0.2349792 EM
4 -0.85913921D+04 587.0183350 0.0639564 EM
5 -0.84879335D+04 103.4586136 0.0120421 EM
6 -0.84233017D+04 64.6318452 0.0076146 EM
7 -0.83763119D+04 46.9897899 0.0055785 EM
8 -0.83476545D+04 28.6573778 0.0034212 EM
9 -0.83293680D+04 18.2865010 0.0021906 EM
10 -0.83159310D+04 13.4369861 0.0016132 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 43
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.20592008D+05 0.0000000 0.0000000 EM
2 -0.10951959D+05 9640.0492986 0.4681452 EM
3 -0.92829346D+04 1669.0244388 0.1523951 EM
4 -0.88619711D+04 420.9634999 0.0453481 EM
5 -0.86521373D+04 209.8338180 0.0236780 EM
6 -0.85759112D+04 76.2260589 0.0088101 EM
7 -0.84517266D+04 124.1846588 0.0144806 EM
8 -0.84113272D+04 40.3993641 0.0047800 EM
9 -0.83670275D+04 44.2996797 0.0052667 EM
10 -0.83639080D+04 3.1195305 0.0003728 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 44
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.13883602D+05 0.0000000 0.0000000 EM
2 -0.10043699D+05 3839.9023906 0.2765783 EM
3 -0.93887396D+04 654.9595053 0.0652110 EM
4 -0.91578797D+04 230.8599526 0.0245890 EM
5 -0.89688748D+04 189.0048129 0.0206385 EM
6 -0.88290829D+04 139.7919773 0.0155863 EM
7 -0.86935030D+04 135.5798719 0.0153561 EM
8 -0.86082878D+04 85.2151769 0.0098022 EM
9 -0.85491859D+04 59.1019087 0.0068657 EM
10 -0.85152999D+04 33.8859919 0.0039637 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 45
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.12289014D+05 0.0000000 0.0000000 EM
2 -0.10299597D+05 1989.4170314 0.1618858 EM
3 -0.88162114D+04 1483.3855916 0.1440237 EM
4 -0.84783805D+04 337.8308626 0.0383193 EM
5 -0.83630558D+04 115.3247378 0.0136022 EM
6 -0.83164529D+04 46.6028164 0.0055725 EM
7 -0.82900390D+04 26.4139213 0.0031761 EM
8 -0.82720545D+04 17.9845572 0.0021694 EM
9 -0.82544564D+04 17.5980286 0.0021274 EM
10 -0.82424187D+04 12.0376951 0.0014583 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 46
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.19006937D+05 0.0000000 0.0000000 EM
2 -0.13062186D+05 5944.7510716 0.3127674 EM
3 -0.97112380D+04 3350.9481498 0.2565381 EM
4 -0.94182484D+04 292.9896160 0.0301702 EM
5 -0.93489147D+04 69.3336273 0.0073616 EM
6 -0.92972770D+04 51.6377334 0.0055234 EM
7 -0.92386413D+04 58.6357510 0.0063068 EM
8 -0.89992602D+04 239.3810724 0.0259109 EM
9 -0.89523897D+04 46.8704847 0.0052083 EM
10 -0.89126346D+04 39.7551124 0.0044407 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 47
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.19024596D+05 0.0000000 0.0000000 EM
2 -0.91339876D+04 9890.6085395 0.5198853 EM
3 -0.87809076D+04 353.0800507 0.0386556 EM
4 -0.86732612D+04 107.6463499 0.0122591 EM
5 -0.86208059D+04 52.4552961 0.0060479 EM
6 -0.85915613D+04 29.2446122 0.0033923 EM
7 -0.85707635D+04 20.7977607 0.0024207 EM
8 -0.85546798D+04 16.0837044 0.0018766 EM
9 -0.85420031D+04 12.6767378 0.0014818 EM
10 -0.85315719D+04 10.4312390 0.0012212 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 48
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.18777284D+05 0.0000000 0.0000000 EM
2 -0.10935059D+05 7842.2252093 0.4176443 EM
3 -0.98821459D+04 1052.9132597 0.0962878 EM
4 -0.95881312D+04 294.0147270 0.0297521 EM
5 -0.92475817D+04 340.5494763 0.0355178 EM
6 -0.91526135D+04 94.9681608 0.0102695 EM
7 -0.90824681D+04 70.1454524 0.0076640 EM
8 -0.90249027D+04 57.5653328 0.0063381 EM
9 -0.89650951D+04 59.8076604 0.0066270 EM
10 -0.89067807D+04 58.3144306 0.0065046 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 49
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.20709044D+05 0.0000000 0.0000000 EM
2 -0.92938749D+04 ************ 0.5512166 EM
3 -0.89168049D+04 377.0700040 0.0405719 EM
4 -0.87918981D+04 124.9067824 0.0140080 EM
5 -0.86825472D+04 109.3509512 0.0124377 EM
6 -0.85732417D+04 109.3055369 0.0125891 EM
7 -0.85190499D+04 54.1917946 0.0063210 EM
8 -0.84886220D+04 30.4278954 0.0035717 EM
9 -0.84692210D+04 19.4009624 0.0022855 EM
10 -0.84567265D+04 12.4944537 0.0014753 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 50
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.21246607D+05 0.0000000 0.0000000 EM
2 -0.94060023D+04 ************ 0.5572939 EM
3 -0.88689845D+04 537.0178013 0.0570931 EM
4 -0.86184310D+04 250.5535430 0.0282505 EM
5 -0.85058517D+04 112.5792557 0.0130626 EM
6 -0.84576594D+04 48.1922858 0.0056658 EM
7 -0.84265510D+04 31.1084360 0.0036781 EM
8 -0.84006117D+04 25.9393133 0.0030783 EM
9 -0.83743826D+04 26.2291035 0.0031223 EM
10 -0.83507441D+04 23.6384414 0.0028227 EM
FINAL STAGE ITERATIONS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 38
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.18157354D+05 0.0000000 0.0000000 EM
2 -0.96579772D+04 8499.3766307 0.4680956 EM
3 -0.86363162D+04 1021.6610358 0.1057842 EM
4 -0.84729291D+04 163.3871517 0.0189186 EM
5 -0.83951071D+04 77.8219465 0.0091848 EM
6 -0.83401688D+04 54.9382958 0.0065441 EM
7 -0.82986152D+04 41.5535847 0.0049823 EM
8 -0.82664808D+04 32.1344666 0.0038723 EM
9 -0.82444812D+04 21.9995403 0.0026613 EM
10 -0.82289310D+04 15.5502317 0.0018861 EM
11 -0.82215183D+04 7.4127250 0.0009008 EM
12 -0.82165920D+04 4.9263065 0.0005992 EM
13 -0.82125191D+04 4.0728596 0.0004957 EM
14 -0.82088535D+04 3.6656055 0.0004463 EM
15 -0.82055766D+04 3.2769073 0.0003992 EM
16 -0.82027835D+04 2.7931266 0.0003404 EM
17 -0.82005369D+04 2.2465727 0.0002739 EM
18 -0.81988200D+04 1.7169237 0.0002094 EM
19 -0.81975536D+04 1.2663969 0.0001545 EM
20 -0.81966357D+04 0.9178565 0.0001120 EM
21 -0.81959718D+04 0.6638945 0.0000810 EM
22 -0.81954877D+04 0.4841218 0.0000591 EM
23 -0.81951302D+04 0.3574888 0.0000436 EM
24 -0.81948629D+04 0.2673458 0.0000326 EM
25 -0.81946608D+04 0.2020585 0.0000247 EM
26 -0.81945069D+04 0.1539284 0.0000188 EM
27 -0.81943890D+04 0.1179172 0.0000144 EM
28 -0.81942983D+04 0.0906736 0.0000111 EM
29 -0.81942284D+04 0.0699027 0.0000085 EM
30 -0.81941744D+04 0.0539835 0.0000066 EM
31 -0.81941327D+04 0.0417396 0.0000051 EM
32 -0.81941004D+04 0.0323003 0.0000039 EM
33 -0.81940753D+04 0.0250112 0.0000031 EM
34 -0.81940560D+04 0.0193762 0.0000024 EM
35 -0.81940409D+04 0.0150162 0.0000018 EM
36 -0.81940293D+04 0.0116407 0.0000014 EM
37 -0.81940203D+04 0.0090262 0.0000011 EM
38 -0.81940133D+04 0.0070003 0.0000009 EM
39 -0.81940078D+04 0.0054301 0.0000007 EM
40 -0.81940036D+04 0.0042126 0.0000005 EM
41 -0.81940004D+04 0.0032686 0.0000004 EM
42 -0.81939978D+04 0.0025364 0.0000003 EM
43 -0.81939959D+04 0.0019684 0.0000002 EM
44 -0.81939943D+04 0.0015277 0.0000002 EM
45 -0.81939932D+04 0.0011858 0.0000001 EM
46 -0.81939922D+04 0.0009205 0.0000001 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.19035483D+05 0.0000000 0.0000000 EM
2 -0.10054466D+05 8981.0176140 0.4718040 EM
3 -0.89224205D+04 1132.0453635 0.1125913 EM
4 -0.85766216D+04 345.7988396 0.0387562 EM
5 -0.84340274D+04 142.5942671 0.0166259 EM
6 -0.83691991D+04 64.8282873 0.0076865 EM
7 -0.83336633D+04 35.5357783 0.0042460 EM
8 -0.83060681D+04 27.5951794 0.0033113 EM
9 -0.82788185D+04 27.2496524 0.0032807 EM
10 -0.82414504D+04 37.3681032 0.0045137 EM
11 -0.82223078D+04 19.1425597 0.0023227 EM
12 -0.82119768D+04 10.3309751 0.0012565 EM
13 -0.82060346D+04 5.9422608 0.0007236 EM
14 -0.82023137D+04 3.7208332 0.0004534 EM
15 -0.81998490D+04 2.4647532 0.0003005 EM
16 -0.81981709D+04 1.6780907 0.0002046 EM
17 -0.81970138D+04 1.1570621 0.0001411 EM
18 -0.81944188D+04 2.5950108 0.0003166 FS
19 -0.81940457D+04 0.3731211 0.0000455 FS
20 -0.81940035D+04 0.0422059 0.0000052 FS
21 -0.81939925D+04 0.0109334 0.0000013 FS
22 -0.81939900D+04 0.0025341 0.0000003 FS
23 -0.81939893D+04 0.0007074 0.0000001 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 45
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.12289014D+05 0.0000000 0.0000000 EM
2 -0.10299597D+05 1989.4170314 0.1618858 EM
3 -0.88162114D+04 1483.3855916 0.1440237 EM
4 -0.84783805D+04 337.8308626 0.0383193 EM
5 -0.83630558D+04 115.3247378 0.0136022 EM
6 -0.83164529D+04 46.6028164 0.0055725 EM
7 -0.82900390D+04 26.4139213 0.0031761 EM
8 -0.82720545D+04 17.9845572 0.0021694 EM
9 -0.82544564D+04 17.5980286 0.0021274 EM
10 -0.82424187D+04 12.0376951 0.0014583 EM
11 -0.82339184D+04 8.5003350 0.0010313 EM
12 -0.82252372D+04 8.6811618 0.0010543 EM
13 -0.82187360D+04 6.5012988 0.0007904 EM
14 -0.82143572D+04 4.3787077 0.0005328 EM
15 -0.82107703D+04 3.5868985 0.0004367 EM
16 -0.82077737D+04 2.9966547 0.0003650 EM
17 -0.82059170D+04 1.8566416 0.0002262 EM
18 -0.82043346D+04 1.5824872 0.0001928 EM
19 -0.82027956D+04 1.5389259 0.0001876 EM
20 -0.82008702D+04 1.9254729 0.0002347 EM
21 -0.81985743D+04 2.2958152 0.0002799 EM
22 -0.81965908D+04 1.9835099 0.0002419 EM
23 -0.81955560D+04 1.0348462 0.0001263 EM
24 -0.81950912D+04 0.4647519 0.0000567 EM
25 -0.81947823D+04 0.3089711 0.0000377 EM
26 -0.81945625D+04 0.2197235 0.0000268 EM
27 -0.81944081D+04 0.1543968 0.0000188 EM
28 -0.81943029D+04 0.1052058 0.0000128 EM
29 -0.81942320D+04 0.0709777 0.0000087 EM
30 -0.81941852D+04 0.0467448 0.0000057 EM
31 -0.81941544D+04 0.0307784 0.0000038 EM
32 -0.81941344D+04 0.0200183 0.0000024 EM
33 -0.81941213D+04 0.0131103 0.0000016 EM
34 -0.81941128D+04 0.0085550 0.0000010 EM
35 -0.81941071D+04 0.0056392 0.0000007 EM
36 -0.81941034D+04 0.0037213 0.0000005 EM
37 -0.81941009D+04 0.0024812 0.0000003 EM
38 -0.81940993D+04 0.0016593 0.0000002 EM
39 -0.81940981D+04 0.0011195 0.0000001 EM
40 -0.81940974D+04 0.0007575 0.0000001 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 31
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.13657284D+05 0.0000000 0.0000000 EM
2 -0.10251866D+05 3405.4174692 0.2493481 EM
3 -0.90506467D+04 1201.2195396 0.1171708 EM
4 -0.85469738D+04 503.6729614 0.0556505 EM
5 -0.84001734D+04 146.8003905 0.0171757 EM
6 -0.83643865D+04 35.7869098 0.0042603 EM
7 -0.83442427D+04 20.1437283 0.0024083 EM
8 -0.83216115D+04 22.6312303 0.0027122 EM
9 -0.82906638D+04 30.9476755 0.0037190 EM
10 -0.82654795D+04 25.1843768 0.0030377 EM
11 -0.82495157D+04 15.9637771 0.0019314 EM
12 -0.82418869D+04 7.6288343 0.0009248 EM
13 -0.82374816D+04 4.4053024 0.0005345 EM
14 -0.82342190D+04 3.2625037 0.0003961 EM
15 -0.82312898D+04 2.9292972 0.0003557 EM
16 -0.82285372D+04 2.7525649 0.0003344 EM
17 -0.82259927D+04 2.5444480 0.0003092 EM
18 -0.82237654D+04 2.2273489 0.0002708 EM
19 -0.82214474D+04 2.3180196 0.0002819 EM
20 -0.82189272D+04 2.5201454 0.0003065 EM
21 -0.82160401D+04 2.8871267 0.0003513 EM
22 -0.82130049D+04 3.0351507 0.0003694 EM
23 -0.82100690D+04 2.9359795 0.0003575 EM
24 -0.82076007D+04 2.4682851 0.0003006 EM
25 -0.82056064D+04 1.9943049 0.0002430 EM
26 -0.82040507D+04 1.5556927 0.0001896 EM
27 -0.82025406D+04 1.5100365 0.0001841 EM
28 -0.82006331D+04 1.9075299 0.0002326 EM
29 -0.81983945D+04 2.2385730 0.0002730 EM
30 -0.81964347D+04 1.9598235 0.0002390 EM
31 -0.81954316D+04 1.0031578 0.0001224 EM
32 -0.81950026D+04 0.4289599 0.0000523 EM
33 -0.81947203D+04 0.2822618 0.0000344 EM
34 -0.81945192D+04 0.2011109 0.0000245 EM
35 -0.81943776D+04 0.1416620 0.0000173 EM
36 -0.81942815D+04 0.0960877 0.0000117 EM
37 -0.81942170D+04 0.0644518 0.0000079 EM
38 -0.81941750D+04 0.0420488 0.0000051 EM
39 -0.81941475D+04 0.0274824 0.0000034 EM
40 -0.81941298D+04 0.0177286 0.0000022 EM
41 -0.81941182D+04 0.0115533 0.0000014 EM
42 -0.81941107D+04 0.0075037 0.0000009 EM
43 -0.81941058D+04 0.0049384 0.0000006 EM
44 -0.81941025D+04 0.0032554 0.0000004 EM
45 -0.81941003D+04 0.0021737 0.0000003 EM
46 -0.81940989D+04 0.0014566 0.0000002 EM
47 -0.81940979D+04 0.0009865 0.0000001 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.17608610D+05 0.0000000 0.0000000 EM
2 -0.96064877D+04 8002.1222760 0.4544437 EM
3 -0.87235087D+04 882.9789500 0.0919149 EM
4 -0.84772996D+04 246.2090983 0.0282236 EM
5 -0.83857134D+04 91.5862174 0.0108037 EM
6 -0.83344680D+04 51.2453838 0.0061110 EM
7 -0.83077560D+04 26.7119839 0.0032050 EM
8 -0.82896403D+04 18.1156841 0.0021806 EM
9 -0.82768879D+04 12.7524792 0.0015384 EM
10 -0.82675229D+04 9.3649857 0.0011315 EM
11 -0.82603421D+04 7.1808102 0.0008686 EM
12 -0.82546093D+04 5.7327446 0.0006940 EM
13 -0.82498623D+04 4.7469813 0.0005751 EM
14 -0.82458106D+04 4.0517325 0.0004911 EM
15 -0.82422769D+04 3.5337007 0.0004285 EM
16 -0.82391586D+04 3.1183589 0.0003783 EM
17 -0.82363990D+04 2.7595662 0.0003349 EM
18 -0.82339676D+04 2.4314221 0.0002952 EM
19 -0.82318446D+04 2.1229957 0.0002578 EM
20 -0.82300121D+04 1.8324411 0.0002226 EM
21 -0.82284501D+04 1.5620687 0.0001898 EM
22 -0.82271344D+04 1.3156959 0.0001599 EM
23 -0.82260379D+04 1.0964215 0.0001333 EM
24 -0.82251323D+04 0.9056251 0.0001101 EM
25 -0.82243895D+04 0.7428343 0.0000903 EM
26 -0.82237834D+04 0.6061211 0.0000737 EM
27 -0.82232907D+04 0.4926855 0.0000599 EM
28 -0.82228913D+04 0.3993855 0.0000486 EM
29 -0.82225682D+04 0.3231162 0.0000393 EM
30 -0.82223071D+04 0.2610294 0.0000317 EM
31 -0.82220965D+04 0.2106309 0.0000256 EM
32 -0.82219267D+04 0.1698002 0.0000207 EM
33 -0.82217899D+04 0.1367678 0.0000166 EM
34 -0.82216799D+04 0.1100740 0.0000134 EM
35 -0.82214521D+04 0.2277756 0.0000277 EM
36 -0.82213252D+04 0.1268841 0.0000154 EM
37 -0.82212450D+04 0.0801651 0.0000098 EM
38 -0.82210755D+04 0.1695172 0.0000206 EM
39 -0.82209709D+04 0.1046072 0.0000127 EM
40 -0.82209128D+04 0.0581668 0.0000071 EM
41 -0.82207333D+04 0.1794355 0.0000218 EM
42 -0.82206346D+04 0.0986784 0.0000120 EM
43 -0.82204791D+04 0.1555412 0.0000189 EM
44 -0.82203527D+04 0.1263680 0.0000154 EM
45 -0.82203059D+04 0.0468787 0.0000057 EM
46 -0.82202283D+04 0.0775382 0.0000094 EM
47 -0.82200507D+04 0.1775913 0.0000216 EM
48 -0.82199312D+04 0.1195410 0.0000145 EM
49 -0.82197523D+04 0.1789131 0.0000218 EM
50 -0.82196046D+04 0.1476261 0.0000180 EM
51 -0.82195510D+04 0.0536125 0.0000065 EM
52 -0.82194695D+04 0.0815403 0.0000099 EM
53 -0.82192652D+04 0.2042830 0.0000249 EM
54 -0.82191324D+04 0.1328380 0.0000162 EM
55 -0.82190741D+04 0.0582588 0.0000071 EM
56 -0.82189958D+04 0.0783546 0.0000095 EM
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Beginning Time: 23:13:10
Ending Time: 23:13:20
Elapsed Time: 00:00:10
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