Mplus VERSION 8.8
MUTHEN & MUTHEN
04/19/2022 10:57 PM
INPUT INSTRUCTIONS
TITLE: this is an example of a two-level IRT mixture analysis
with binary factor indicators and a between-level
categorical latent variable
VARIABLE:NAMES ARE u1-u8 dumb dum clus;
USEVARIABLES = u1-u8;
CATEGORICAL = u1-u8;
CLASSES = cb(2) c(2);
BETWEEN = cb;
CLUSTER = clus;
DATA: FILE = ex10.5.dat;
ANALYSIS: TYPE = TWOLEVEL MIXTURE;
ALGORITHM = INTEGRATION;
PROCESSORS = 2;
MODEL:
%WITHIN%
%OVERALL%
f BY u1-u8;
[f@0];
%BETWEEN%
%OVERALL%
%cb#1.c#1%
[u1$1-u8$1];
%cb#1.c#2%
[u1$1-u8$1];
%cb#2.c#1%
[u1$1-u8$1];
%cb#2.c#2%
[u1$1-u8$1];
MODEL c:
%WITHIN%
%c#1%
f;
%c#2%
f;
OUTPUT: TECH1 TECH8;
INPUT READING TERMINATED NORMALLY
this is an example of a two-level IRT mixture analysis
with binary factor indicators and a between-level
categorical latent variable
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 2
Observed dependent variables
Binary and ordered categorical (ordinal)
U1 U2 U3 U4 U5 U6
U7 U8
Continuous latent variables
F
Categorical latent variables
CB C
Variables with special functions
Cluster variable CLUS
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 20
Number of final stage optimizations 4
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
Parameterization LOGIT
Link LOGIT
Cholesky ON
Input data file(s)
ex10.5.dat
Input data format FREE
SUMMARY OF DATA
Number of clusters 100
UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES
U1
Category 1 0.514 1028.000
Category 2 0.486 972.000
U2
Category 1 0.513 1026.000
Category 2 0.487 974.000
U3
Category 1 0.530 1061.000
Category 2 0.469 939.000
U4
Category 1 0.641 1283.000
Category 2 0.358 717.000
U5
Category 1 0.540 1081.000
Category 2 0.460 919.000
U6
Category 1 0.537 1075.000
Category 2 0.463 925.000
U7
Category 1 0.526 1052.000
Category 2 0.474 948.000
U8
Category 1 0.532 1065.000
Category 2 0.468 935.000
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:
-9004.551 637345 19
-9004.555 127215 9
-9005.110 608496 4
-9033.446 76974 16
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 43
Loglikelihood
H0 Value -9004.551
H0 Scaling Correction Factor 1.0184
for MLR
Information Criteria
Akaike (AIC) 18095.103
Bayesian (BIC) 18335.942
Sample-Size Adjusted BIC 18199.328
(n* = (n + 2) / 24)
MODEL RESULTS USE THE LATENT CLASS VARIABLE ORDER
CB C
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASS PATTERNS
BASED ON ESTIMATED POSTERIOR PROBABILITIES
Latent Class
Pattern
1 1 440.74962 0.22037
1 2 736.18213 0.36809
2 1 313.92302 0.15696
2 2 509.14523 0.25457
FINAL CLASS COUNTS AND PROPORTIONS FOR EACH LATENT CLASS VARIABLE
BASED ON ESTIMATED POSTERIOR PROBABILITIES
Latent Class
Variable Class
CB 1 1176.93176 0.58847
2 823.06830 0.41153
C 1 754.67261 0.37734
2 1245.32739 0.62266
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASS PATTERNS
BASED ON THEIR MOST LIKELY LATENT CLASS PATTERN
Class Counts and Proportions
Latent Class
Pattern
1 1 455 0.22750
1 2 725 0.36250
2 1 297 0.14850
2 2 523 0.26150
FINAL CLASS COUNTS AND PROPORTIONS FOR EACH LATENT CLASS VARIABLE
BASED ON THEIR MOST LIKELY LATENT CLASS PATTERN
Latent Class
Variable Class
CB 1 1180 0.59000
2 820 0.41000
C 1 752 0.37600
2 1248 0.62400
CLASSIFICATION QUALITY
Entropy 0.874
MODEL RESULTS
Two-Tailed
Estimate S.E. Est./S.E. P-Value
Within Level
Latent Class Pattern 1 1
F BY
U1 1.000 0.000 999.000 999.000
U2 1.045 0.123 8.479 0.000
U3 1.113 0.141 7.913 0.000
U4 1.151 0.140 8.207 0.000
U5 1.132 0.150 7.562 0.000
U6 1.008 0.149 6.774 0.000
U7 1.038 0.153 6.783 0.000
U8 1.073 0.153 6.990 0.000
Means
F 0.000 0.000 999.000 999.000
Variances
F 2.325 0.555 4.185 0.000
Latent Class Pattern 1 2
F BY
U1 1.000 0.000 999.000 999.000
U2 1.045 0.123 8.479 0.000
U3 1.113 0.141 7.913 0.000
U4 1.151 0.140 8.207 0.000
U5 1.132 0.150 7.562 0.000
U6 1.008 0.149 6.774 0.000
U7 1.038 0.153 6.783 0.000
U8 1.073 0.153 6.990 0.000
Means
F 0.000 0.000 999.000 999.000
Variances
F 2.485 0.500 4.973 0.000
Latent Class Pattern 2 1
F BY
U1 1.000 0.000 999.000 999.000
U2 1.045 0.123 8.479 0.000
U3 1.113 0.141 7.913 0.000
U4 1.151 0.140 8.207 0.000
U5 1.132 0.150 7.562 0.000
U6 1.008 0.149 6.774 0.000
U7 1.038 0.153 6.783 0.000
U8 1.073 0.153 6.990 0.000
Means
F 0.000 0.000 999.000 999.000
Variances
F 2.325 0.555 4.185 0.000
Latent Class Pattern 2 2
F BY
U1 1.000 0.000 999.000 999.000
U2 1.045 0.123 8.479 0.000
U3 1.113 0.141 7.913 0.000
U4 1.151 0.140 8.207 0.000
U5 1.132 0.150 7.562 0.000
U6 1.008 0.149 6.774 0.000
U7 1.038 0.153 6.783 0.000
U8 1.073 0.153 6.990 0.000
Means
F 0.000 0.000 999.000 999.000
Variances
F 2.485 0.500 4.973 0.000
Between Level
Latent Class Pattern 1 1
Thresholds
U1$1 -2.028 0.297 -6.818 0.000
U2$1 -2.131 0.348 -6.123 0.000
U3$1 -2.223 0.314 -7.076 0.000
U4$1 1.578 0.255 6.196 0.000
U5$1 1.770 0.248 7.141 0.000
U6$1 1.739 0.259 6.708 0.000
U7$1 1.775 0.224 7.938 0.000
U8$1 2.006 0.259 7.731 0.000
Latent Class Pattern 1 2
Thresholds
U1$1 1.057 0.142 7.463 0.000
U2$1 0.901 0.160 5.627 0.000
U3$1 1.133 0.151 7.522 0.000
U4$1 1.156 0.182 6.356 0.000
U5$1 0.012 0.160 0.072 0.942
U6$1 0.025 0.155 0.159 0.874
U7$1 -0.069 0.159 -0.433 0.665
U8$1 -0.041 0.190 -0.213 0.831
Latent Class Pattern 2 1
Thresholds
U1$1 -1.990 0.226 -8.806 0.000
U2$1 -1.883 0.219 -8.602 0.000
U3$1 -1.951 0.199 -9.828 0.000
U4$1 -2.312 0.272 -8.509 0.000
U5$1 2.071 0.223 9.275 0.000
U6$1 2.274 0.232 9.784 0.000
U7$1 1.879 0.239 7.877 0.000
U8$1 1.838 0.255 7.206 0.000
Latent Class Pattern 2 2
Thresholds
U1$1 1.634 0.168 9.713 0.000
U2$1 1.914 0.174 11.023 0.000
U3$1 2.231 0.201 11.089 0.000
U4$1 2.041 0.179 11.424 0.000
U5$1 -1.730 0.173 -10.021 0.000
U6$1 -1.990 0.166 -11.970 0.000
U7$1 -1.966 0.186 -10.574 0.000
U8$1 -1.974 0.198 -9.977 0.000
Categorical Latent Variables
Within Level
Means
C#1 -0.501 0.071 -7.101 0.000
Between Level
Means
CB#1 0.358 0.204 1.754 0.079
QUALITY OF NUMERICAL RESULTS
Condition Number for the Information Matrix 0.426E-02
(ratio of smallest to largest eigenvalue)
C-SPECIFIC CLASSIFICATION RESULTS
Classification Quality for CB
Entropy 0.993
Average Latent Class Probabilities for Most Likely Latent Class Membership (Row)
by Latent Class (Column)
1 2
1 0.997 0.003
2 0.000 1.000
Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2
1 1.000 0.000
2 0.004 0.996
Logits for the Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2
1 9.934 0.000
2 -5.570 0.000
Classification Quality for C
Entropy 0.755
Average Latent Class Probabilities for Most Likely Latent Class Membership (Row)
by Latent Class (Column)
1 2
1 0.908 0.092
2 0.058 0.942
Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2
1 0.904 0.096
2 0.056 0.944
Logits for the Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2
1 2.247 0.000
2 -2.829 0.000
RESULTS IN PROBABILITY SCALE
Estimate
Within Level
Between Level
Latent Class Pattern 1 1
U1
Category 1 0.189
Category 2 0.811
U2
Category 1 0.182
Category 2 0.818
U3
Category 1 0.179
Category 2 0.821
U4
Category 1 0.740
Category 2 0.260
U5
Category 1 0.766
Category 2 0.234
U6
Category 1 0.775
Category 2 0.225
U7
Category 1 0.777
Category 2 0.223
U8
Category 1 0.801
Category 2 0.199
Latent Class Pattern 1 2
U1
Category 1 0.676
Category 2 0.324
U2
Category 1 0.648
Category 2 0.352
U3
Category 1 0.678
Category 2 0.322
U4
Category 1 0.678
Category 2 0.322
U5
Category 1 0.502
Category 2 0.498
U6
Category 1 0.504
Category 2 0.496
U7
Category 1 0.488
Category 2 0.512
U8
Category 1 0.493
Category 2 0.507
Latent Class Pattern 2 1
U1
Category 1 0.193
Category 2 0.807
U2
Category 1 0.211
Category 2 0.789
U3
Category 1 0.210
Category 2 0.790
U4
Category 1 0.174
Category 2 0.826
U5
Category 1 0.802
Category 2 0.198
U6
Category 1 0.838
Category 2 0.162
U7
Category 1 0.790
Category 2 0.210
U8
Category 1 0.781
Category 2 0.219
Latent Class Pattern 2 2
U1
Category 1 0.759
Category 2 0.241
U2
Category 1 0.789
Category 2 0.211
U3
Category 1 0.818
Category 2 0.182
U4
Category 1 0.793
Category 2 0.207
U5
Category 1 0.243
Category 2 0.757
U6
Category 1 0.198
Category 2 0.802
U7
Category 1 0.204
Category 2 0.796
U8
Category 1 0.207
Category 2 0.793
TECHNICAL 1 OUTPUT
PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS PATTERN 1 1
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 U7 U8
________ ________ ________
0 0 0
LAMBDA
F CB#1 C#1
________ ________ ________
U1 0 0 0
U2 1 0 0
U3 2 0 0
U4 3 0 0
U5 4 0 0
U6 5 0 0
U7 6 0 0
U8 7 0 0
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 CB#1 C#1
________ ________ ________
0 0 0
BETA
F CB#1 C#1
________ ________ ________
F 0 0 0
CB#1 0 0 0
C#1 0 0 0
PSI
F CB#1 C#1
________ ________ ________
F 8
CB#1 0 0
C#1 0 0 0
PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS PATTERN 1 2
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 U7 U8
________ ________ ________
0 0 0
LAMBDA
F CB#1 C#1
________ ________ ________
U1 0 0 0
U2 1 0 0
U3 2 0 0
U4 3 0 0
U5 4 0 0
U6 5 0 0
U7 6 0 0
U8 7 0 0
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 CB#1 C#1
________ ________ ________
0 0 0
BETA
F CB#1 C#1
________ ________ ________
F 0 0 0
CB#1 0 0 0
C#1 0 0 0
PSI
F CB#1 C#1
________ ________ ________
F 9
CB#1 0 0
C#1 0 0 0
PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS PATTERN 2 1
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 U7 U8
________ ________ ________
0 0 0
LAMBDA
F CB#1 C#1
________ ________ ________
U1 0 0 0
U2 1 0 0
U3 2 0 0
U4 3 0 0
U5 4 0 0
U6 5 0 0
U7 6 0 0
U8 7 0 0
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 CB#1 C#1
________ ________ ________
0 0 0
BETA
F CB#1 C#1
________ ________ ________
F 0 0 0
CB#1 0 0 0
C#1 0 0 0
PSI
F CB#1 C#1
________ ________ ________
F 8
CB#1 0 0
C#1 0 0 0
PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS PATTERN 2 2
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 U7 U8
________ ________ ________
0 0 0
LAMBDA
F CB#1 C#1
________ ________ ________
U1 0 0 0
U2 1 0 0
U3 2 0 0
U4 3 0 0
U5 4 0 0
U6 5 0 0
U7 6 0 0
U8 7 0 0
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 CB#1 C#1
________ ________ ________
0 0 0
BETA
F CB#1 C#1
________ ________ ________
F 0 0 0
CB#1 0 0 0
C#1 0 0 0
PSI
F CB#1 C#1
________ ________ ________
F 9
CB#1 0 0
C#1 0 0 0
PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS PATTERN 1 1
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 U7 U8
________ ________ ________
0 0 0
LAMBDA
F CB#1 C#1
________ ________ ________
U1 0 0 0
U2 0 0 0
U3 0 0 0
U4 0 0 0
U5 0 0 0
U6 0 0 0
U7 0 0 0
U8 0 0 0
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 CB#1 C#1
________ ________ ________
0 0 0
BETA
F CB#1 C#1
________ ________ ________
F 0 0 0
CB#1 0 0 0
C#1 0 0 0
PSI
F CB#1 C#1
________ ________ ________
F 0
CB#1 0 0
C#1 0 0 0
PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS PATTERN 1 2
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 U7 U8
________ ________ ________
0 0 0
LAMBDA
F CB#1 C#1
________ ________ ________
U1 0 0 0
U2 0 0 0
U3 0 0 0
U4 0 0 0
U5 0 0 0
U6 0 0 0
U7 0 0 0
U8 0 0 0
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 CB#1 C#1
________ ________ ________
0 0 0
BETA
F CB#1 C#1
________ ________ ________
F 0 0 0
CB#1 0 0 0
C#1 0 0 0
PSI
F CB#1 C#1
________ ________ ________
F 0
CB#1 0 0
C#1 0 0 0
PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS PATTERN 2 1
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 U7 U8
________ ________ ________
0 0 0
LAMBDA
F CB#1 C#1
________ ________ ________
U1 0 0 0
U2 0 0 0
U3 0 0 0
U4 0 0 0
U5 0 0 0
U6 0 0 0
U7 0 0 0
U8 0 0 0
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 CB#1 C#1
________ ________ ________
0 0 0
BETA
F CB#1 C#1
________ ________ ________
F 0 0 0
CB#1 0 0 0
C#1 0 0 0
PSI
F CB#1 C#1
________ ________ ________
F 0
CB#1 0 0
C#1 0 0 0
PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS PATTERN 2 2
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 U7 U8
________ ________ ________
0 0 0
LAMBDA
F CB#1 C#1
________ ________ ________
U1 0 0 0
U2 0 0 0
U3 0 0 0
U4 0 0 0
U5 0 0 0
U6 0 0 0
U7 0 0 0
U8 0 0 0
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 CB#1 C#1
________ ________ ________
0 0 0
BETA
F CB#1 C#1
________ ________ ________
F 0 0 0
CB#1 0 0 0
C#1 0 0 0
PSI
F CB#1 C#1
________ ________ ________
F 0
CB#1 0 0
C#1 0 0 0
PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART (WITHIN)
TAU(U) FOR LATENT CLASS PATTERN 1 1
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0 0 0 0 0
TAU(U) FOR LATENT CLASS PATTERN 1 1
U6$1 U7$1 U8$1
________ ________ ________
0 0 0
TAU(U) FOR LATENT CLASS PATTERN 1 2
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0 0 0 0 0
TAU(U) FOR LATENT CLASS PATTERN 1 2
U6$1 U7$1 U8$1
________ ________ ________
0 0 0
TAU(U) FOR LATENT CLASS PATTERN 2 1
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0 0 0 0 0
TAU(U) FOR LATENT CLASS PATTERN 2 1
U6$1 U7$1 U8$1
________ ________ ________
0 0 0
TAU(U) FOR LATENT CLASS PATTERN 2 2
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0 0 0 0 0
TAU(U) FOR LATENT CLASS PATTERN 2 2
U6$1 U7$1 U8$1
________ ________ ________
0 0 0
PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART (BETWEEN)
TAU(U) FOR LATENT CLASS PATTERN 1 1
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
10 11 12 13 14
TAU(U) FOR LATENT CLASS PATTERN 1 1
U6$1 U7$1 U8$1
________ ________ ________
15 16 17
TAU(U) FOR LATENT CLASS PATTERN 1 2
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
18 19 20 21 22
TAU(U) FOR LATENT CLASS PATTERN 1 2
U6$1 U7$1 U8$1
________ ________ ________
23 24 25
TAU(U) FOR LATENT CLASS PATTERN 2 1
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
26 27 28 29 30
TAU(U) FOR LATENT CLASS PATTERN 2 1
U6$1 U7$1 U8$1
________ ________ ________
31 32 33
TAU(U) FOR LATENT CLASS PATTERN 2 2
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
34 35 36 37 38
TAU(U) FOR LATENT CLASS PATTERN 2 2
U6$1 U7$1 U8$1
________ ________ ________
39 40 41
PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART (WITHIN)
ALPHA(C)
CB#1 CB#2 C#1 C#2
________ ________ ________ ________
0 0 43 0
GAMMA(C)
F CB#1 C#1
________ ________ ________
CB#1 0 0 0
CB#2 0 0 0
C#1 0 0 0
C#2 0 0 0
PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART (BETWEEN)
ALPHA(C)
CB#1 CB#2 C#1 C#2
________ ________ ________ ________
42 0 0 0
GAMMA(C)
F CB#1 C#1
________ ________ ________
CB#1 0 0 0
CB#2 0 0 0
C#1 0 0 0
C#2 0 0 0
STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS PATTERN 1 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 CB#1 C#1
________ ________ ________
U1 1.000 0.000 0.000
U2 1.000 0.000 0.000
U3 1.000 0.000 0.000
U4 1.000 0.000 0.000
U5 1.000 0.000 0.000
U6 1.000 0.000 0.000
U7 1.000 0.000 0.000
U8 1.000 0.000 0.000
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 CB#1 C#1
________ ________ ________
0.000 0.000 0.000
BETA
F CB#1 C#1
________ ________ ________
F 0.000 0.000 0.000
CB#1 0.000 0.000 0.000
C#1 0.000 0.000 0.000
PSI
F CB#1 C#1
________ ________ ________
F 0.050
CB#1 0.000 0.000
C#1 0.000 0.000 0.000
STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS PATTERN 1 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 CB#1 C#1
________ ________ ________
U1 1.000 0.000 0.000
U2 1.000 0.000 0.000
U3 1.000 0.000 0.000
U4 1.000 0.000 0.000
U5 1.000 0.000 0.000
U6 1.000 0.000 0.000
U7 1.000 0.000 0.000
U8 1.000 0.000 0.000
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 CB#1 C#1
________ ________ ________
0.000 0.000 0.000
BETA
F CB#1 C#1
________ ________ ________
F 0.000 0.000 0.000
CB#1 0.000 0.000 0.000
C#1 0.000 0.000 0.000
PSI
F CB#1 C#1
________ ________ ________
F 0.050
CB#1 0.000 0.000
C#1 0.000 0.000 0.000
STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS PATTERN 2 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 CB#1 C#1
________ ________ ________
U1 1.000 0.000 0.000
U2 1.000 0.000 0.000
U3 1.000 0.000 0.000
U4 1.000 0.000 0.000
U5 1.000 0.000 0.000
U6 1.000 0.000 0.000
U7 1.000 0.000 0.000
U8 1.000 0.000 0.000
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 CB#1 C#1
________ ________ ________
0.000 0.000 0.000
BETA
F CB#1 C#1
________ ________ ________
F 0.000 0.000 0.000
CB#1 0.000 0.000 0.000
C#1 0.000 0.000 0.000
PSI
F CB#1 C#1
________ ________ ________
F 0.050
CB#1 0.000 0.000
C#1 0.000 0.000 0.000
STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS PATTERN 2 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 CB#1 C#1
________ ________ ________
U1 1.000 0.000 0.000
U2 1.000 0.000 0.000
U3 1.000 0.000 0.000
U4 1.000 0.000 0.000
U5 1.000 0.000 0.000
U6 1.000 0.000 0.000
U7 1.000 0.000 0.000
U8 1.000 0.000 0.000
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 CB#1 C#1
________ ________ ________
0.000 0.000 0.000
BETA
F CB#1 C#1
________ ________ ________
F 0.000 0.000 0.000
CB#1 0.000 0.000 0.000
C#1 0.000 0.000 0.000
PSI
F CB#1 C#1
________ ________ ________
F 0.050
CB#1 0.000 0.000
C#1 0.000 0.000 0.000
STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS PATTERN 1 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 CB#1 C#1
________ ________ ________
U1 0.000 0.000 0.000
U2 0.000 0.000 0.000
U3 0.000 0.000 0.000
U4 0.000 0.000 0.000
U5 0.000 0.000 0.000
U6 0.000 0.000 0.000
U7 0.000 0.000 0.000
U8 0.000 0.000 0.000
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0.000
U2 0.000 0.000
U3 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 0.000
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 0.000
U7 0.000 0.000
U8 0.000 0.000 0.000
ALPHA
F CB#1 C#1
________ ________ ________
0.000 0.000 0.000
BETA
F CB#1 C#1
________ ________ ________
F 0.000 0.000 0.000
CB#1 0.000 0.000 0.000
C#1 0.000 0.000 0.000
PSI
F CB#1 C#1
________ ________ ________
F 0.000
CB#1 0.000 0.000
C#1 0.000 0.000 0.000
STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS PATTERN 1 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 CB#1 C#1
________ ________ ________
U1 0.000 0.000 0.000
U2 0.000 0.000 0.000
U3 0.000 0.000 0.000
U4 0.000 0.000 0.000
U5 0.000 0.000 0.000
U6 0.000 0.000 0.000
U7 0.000 0.000 0.000
U8 0.000 0.000 0.000
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0.000
U2 0.000 0.000
U3 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 0.000
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 0.000
U7 0.000 0.000
U8 0.000 0.000 0.000
ALPHA
F CB#1 C#1
________ ________ ________
0.000 0.000 0.000
BETA
F CB#1 C#1
________ ________ ________
F 0.000 0.000 0.000
CB#1 0.000 0.000 0.000
C#1 0.000 0.000 0.000
PSI
F CB#1 C#1
________ ________ ________
F 0.000
CB#1 0.000 0.000
C#1 0.000 0.000 0.000
STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS PATTERN 2 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 CB#1 C#1
________ ________ ________
U1 0.000 0.000 0.000
U2 0.000 0.000 0.000
U3 0.000 0.000 0.000
U4 0.000 0.000 0.000
U5 0.000 0.000 0.000
U6 0.000 0.000 0.000
U7 0.000 0.000 0.000
U8 0.000 0.000 0.000
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0.000
U2 0.000 0.000
U3 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 0.000
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 0.000
U7 0.000 0.000
U8 0.000 0.000 0.000
ALPHA
F CB#1 C#1
________ ________ ________
0.000 0.000 0.000
BETA
F CB#1 C#1
________ ________ ________
F 0.000 0.000 0.000
CB#1 0.000 0.000 0.000
C#1 0.000 0.000 0.000
PSI
F CB#1 C#1
________ ________ ________
F 0.000
CB#1 0.000 0.000
C#1 0.000 0.000 0.000
STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS PATTERN 2 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 CB#1 C#1
________ ________ ________
U1 0.000 0.000 0.000
U2 0.000 0.000 0.000
U3 0.000 0.000 0.000
U4 0.000 0.000 0.000
U5 0.000 0.000 0.000
U6 0.000 0.000 0.000
U7 0.000 0.000 0.000
U8 0.000 0.000 0.000
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0.000
U2 0.000 0.000
U3 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 0.000
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 0.000
U7 0.000 0.000
U8 0.000 0.000 0.000
ALPHA
F CB#1 C#1
________ ________ ________
0.000 0.000 0.000
BETA
F CB#1 C#1
________ ________ ________
F 0.000 0.000 0.000
CB#1 0.000 0.000 0.000
C#1 0.000 0.000 0.000
PSI
F CB#1 C#1
________ ________ ________
F 0.000
CB#1 0.000 0.000
C#1 0.000 0.000 0.000
STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART (WITHIN)
TAU(U) FOR LATENT CLASS PATTERN 1 1
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
TAU(U) FOR LATENT CLASS PATTERN 1 1
U6$1 U7$1 U8$1
________ ________ ________
0.000 0.000 0.000
TAU(U) FOR LATENT CLASS PATTERN 1 2
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
TAU(U) FOR LATENT CLASS PATTERN 1 2
U6$1 U7$1 U8$1
________ ________ ________
0.000 0.000 0.000
TAU(U) FOR LATENT CLASS PATTERN 2 1
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
TAU(U) FOR LATENT CLASS PATTERN 2 1
U6$1 U7$1 U8$1
________ ________ ________
0.000 0.000 0.000
TAU(U) FOR LATENT CLASS PATTERN 2 2
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
TAU(U) FOR LATENT CLASS PATTERN 2 2
U6$1 U7$1 U8$1
________ ________ ________
0.000 0.000 0.000
STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART (BETWEEN)
TAU(U) FOR LATENT CLASS PATTERN 1 1
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
-0.944 -0.948 -0.878 -0.418 -0.838
TAU(U) FOR LATENT CLASS PATTERN 1 1
U6$1 U7$1 U8$1
________ ________ ________
-0.850 -0.896 -0.870
TAU(U) FOR LATENT CLASS PATTERN 1 2
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0.056 0.052 0.122 0.582 0.162
TAU(U) FOR LATENT CLASS PATTERN 1 2
U6$1 U7$1 U8$1
________ ________ ________
0.150 0.104 0.130
TAU(U) FOR LATENT CLASS PATTERN 2 1
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0.056 0.052 0.122 0.582 0.162
TAU(U) FOR LATENT CLASS PATTERN 2 1
U6$1 U7$1 U8$1
________ ________ ________
0.150 0.104 0.130
TAU(U) FOR LATENT CLASS PATTERN 2 2
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
1.056 1.052 1.122 1.582 1.162
TAU(U) FOR LATENT CLASS PATTERN 2 2
U6$1 U7$1 U8$1
________ ________ ________
1.150 1.104 1.130
STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART (WITHIN)
ALPHA(C)
CB#1 CB#2 C#1 C#2
________ ________ ________ ________
0.000 0.000 0.000 0.000
GAMMA(C)
F CB#1 C#1
________ ________ ________
CB#1 0.000 0.000 0.000
CB#2 0.000 0.000 0.000
C#1 0.000 0.000 0.000
C#2 0.000 0.000 0.000
STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART (BETWEEN)
ALPHA(C)
CB#1 CB#2 C#1 C#2
________ ________ ________ ________
0.000 0.000 0.000 0.000
GAMMA(C)
F CB#1 C#1
________ ________ ________
CB#1 0.000 0.000 0.000
CB#2 0.000 0.000 0.000
C#1 0.000 0.000 0.000
C#2 0.000 0.000 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 -0.10655918D+05 0.0000000 0.0000000 EM
2 -0.10361688D+05 294.2301640 0.0276119 EM
3 -0.10269168D+05 92.5204319 0.0089291 EM
4 -0.10215981D+05 53.1863646 0.0051792 EM
5 -0.10097145D+05 118.8360876 0.0116324 EM
6 -0.98674110D+04 229.7341034 0.0227524 EM
7 -0.96576941D+04 209.7169260 0.0212535 EM
8 -0.95179407D+04 139.7534152 0.0144707 EM
9 -0.94389517D+04 78.9890203 0.0082990 EM
10 -0.93776249D+04 61.3267607 0.0064972 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.13725787D+05 0.0000000 0.0000000 EM
2 -0.10255357D+05 3470.4293044 0.2528401 EM
3 -0.96873261D+04 568.0311074 0.0553887 EM
4 -0.95119315D+04 175.3946725 0.0181056 EM
5 -0.94362472D+04 75.6842544 0.0079568 EM
6 -0.94027143D+04 33.5329183 0.0035536 EM
7 -0.93868043D+04 15.9099842 0.0016921 EM
8 -0.93785836D+04 8.2207092 0.0008758 EM
9 -0.93737800D+04 4.8035700 0.0005122 EM
10 -0.93700126D+04 3.7674490 0.0004019 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.16203359D+05 0.0000000 0.0000000 EM
2 -0.12524427D+05 3678.9314596 0.2270475 EM
3 -0.10412467D+05 2111.9598306 0.1686273 EM
4 -0.95634149D+04 849.0526082 0.0815419 EM
5 -0.93163722D+04 247.0426408 0.0258321 EM
6 -0.92672765D+04 49.0957698 0.0052698 EM
7 -0.92217882D+04 45.4882339 0.0049085 EM
8 -0.92033486D+04 18.4396081 0.0019996 EM
9 -0.91780531D+04 25.2955364 0.0027485 EM
10 -0.91600184D+04 18.0346651 0.0019650 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.13282934D+05 0.0000000 0.0000000 EM
2 -0.10797453D+05 2485.4810239 0.1871184 EM
3 -0.10013973D+05 783.4799078 0.0725615 EM
4 -0.96484766D+04 365.4962939 0.0364986 EM
5 -0.94978705D+04 150.6060691 0.0156093 EM
6 -0.94307460D+04 67.1244740 0.0070673 EM
7 -0.93896685D+04 41.0774996 0.0043557 EM
8 -0.93639816D+04 25.6869307 0.0027357 EM
9 -0.93464538D+04 17.5278313 0.0018718 EM
10 -0.93333404D+04 13.1133494 0.0014030 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.15050842D+05 0.0000000 0.0000000 EM
2 -0.10601852D+05 4448.9896530 0.2955974 EM
3 -0.96435072D+04 958.3449690 0.0903941 EM
4 -0.94034814D+04 240.0257641 0.0248899 EM
5 -0.92892416D+04 114.2398353 0.0121487 EM
6 -0.91909122D+04 98.3293724 0.0105853 EM
7 -0.91253012D+04 65.6110762 0.0071387 EM
8 -0.90902067D+04 35.0944130 0.0038458 EM
9 -0.90670468D+04 23.1598995 0.0025478 EM
10 -0.90521114D+04 14.9354629 0.0016472 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.13736739D+05 0.0000000 0.0000000 EM
2 -0.10669357D+05 3067.3814213 0.2232976 EM
3 -0.99181252D+04 751.2321792 0.0704103 EM
4 -0.95175579D+04 400.5672851 0.0403874 EM
5 -0.94382381D+04 79.3197532 0.0083340 EM
6 -0.93680632D+04 70.1749173 0.0074352 EM
7 -0.93063599D+04 61.7033054 0.0065866 EM
8 -0.92286160D+04 77.7438767 0.0083538 EM
9 -0.91639438D+04 64.6721780 0.0070078 EM
10 -0.91228924D+04 41.0514870 0.0044797 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.16316005D+05 0.0000000 0.0000000 EM
2 -0.10357758D+05 5958.2473413 0.3651781 EM
3 -0.99122324D+04 445.5254799 0.0430137 EM
4 -0.96652778D+04 246.9545169 0.0249141 EM
5 -0.95371249D+04 128.1529201 0.0132591 EM
6 -0.94320244D+04 105.1004772 0.0110201 EM
7 -0.92596010D+04 172.4234420 0.0182806 EM
8 -0.91756065D+04 83.9945312 0.0090711 EM
9 -0.91387197D+04 36.8867206 0.0040201 EM
10 -0.91192930D+04 19.4267198 0.0021258 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.16771089D+05 0.0000000 0.0000000 EM
2 -0.10596654D+05 6174.4348340 0.3681594 EM
3 -0.95010506D+04 1095.6037483 0.1033915 EM
4 -0.92525193D+04 248.5312865 0.0261583 EM
5 -0.91815300D+04 70.9893415 0.0076724 EM
6 -0.91510818D+04 30.4482050 0.0033162 EM
7 -0.91329016D+04 18.1801889 0.0019867 EM
8 -0.91199744D+04 12.9271641 0.0014154 EM
9 -0.91096497D+04 10.3247306 0.0011321 EM
10 -0.91009041D+04 8.7456000 0.0009600 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.18598668D+05 0.0000000 0.0000000 EM
2 -0.10564076D+05 8034.5925617 0.4319983 EM
3 -0.98601256D+04 703.9503165 0.0666362 EM
4 -0.93382235D+04 521.9020979 0.0529306 EM
5 -0.91876868D+04 150.5367083 0.0161205 EM
6 -0.91411025D+04 46.5842418 0.0050703 EM
7 -0.91172707D+04 23.8317984 0.0026071 EM
8 -0.91026250D+04 14.6457028 0.0016064 EM
9 -0.90933116D+04 9.3134428 0.0010232 EM
10 -0.90871617D+04 6.1498770 0.0006763 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.17236519D+05 0.0000000 0.0000000 EM
2 -0.11761094D+05 5475.4253011 0.3176642 EM
3 -0.99926773D+04 1768.4167494 0.1503616 EM
4 -0.93586801D+04 633.9971085 0.0634462 EM
5 -0.92082330D+04 150.4471768 0.0160757 EM
6 -0.91500481D+04 58.1848568 0.0063188 EM
7 -0.91192705D+04 30.7776302 0.0033637 EM
8 -0.91005907D+04 18.6797740 0.0020484 EM
9 -0.90881461D+04 12.4445910 0.0013674 EM
10 -0.90787121D+04 9.4340031 0.0010381 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.17178572D+05 0.0000000 0.0000000 EM
2 -0.11178264D+05 6000.3076609 0.3492903 EM
3 -0.10040494D+05 1137.7703206 0.1017842 EM
4 -0.96775454D+04 362.9482369 0.0361484 EM
5 -0.94788750D+04 198.6704670 0.0205290 EM
6 -0.93675346D+04 111.3403860 0.0117462 EM
7 -0.92845226D+04 83.0119918 0.0088617 EM
8 -0.92399400D+04 44.5826305 0.0048018 EM
9 -0.92038212D+04 36.1187492 0.0039090 EM
10 -0.91694722D+04 34.3490480 0.0037320 EM
FINAL STAGE ITERATIONS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.15050842D+05 0.0000000 0.0000000 EM
2 -0.10601852D+05 4448.9896530 0.2955974 EM
3 -0.96435072D+04 958.3449690 0.0903941 EM
4 -0.94034814D+04 240.0257641 0.0248899 EM
5 -0.92892416D+04 114.2398353 0.0121487 EM
6 -0.91909122D+04 98.3293724 0.0105853 EM
7 -0.91253012D+04 65.6110762 0.0071387 EM
8 -0.90902067D+04 35.0944130 0.0038458 EM
9 -0.90670468D+04 23.1598995 0.0025478 EM
10 -0.90521114D+04 14.9354629 0.0016472 EM
11 -0.90429429D+04 9.1684412 0.0010129 EM
12 -0.90354302D+04 7.5126926 0.0008308 EM
13 -0.90302571D+04 5.1731264 0.0005725 EM
14 -0.90266039D+04 3.6531869 0.0004045 EM
15 -0.90239324D+04 2.6715367 0.0002960 EM
16 -0.90217451D+04 2.1872891 0.0002424 EM
17 -0.90202172D+04 1.5278848 0.0001694 FS
18 -0.90126575D+04 7.5597459 0.0008381 EM
19 -0.90108422D+04 1.8153201 0.0002014 EM
20 -0.90096984D+04 1.1437867 0.0001269 EM
21 -0.90090259D+04 0.6724653 0.0000746 EM
22 -0.90085244D+04 0.5015269 0.0000557 EM
23 -0.90081733D+04 0.3510511 0.0000390 EM
24 -0.90079233D+04 0.2500086 0.0000278 EM
25 -0.90077432D+04 0.1800886 0.0000200 EM
26 -0.90076086D+04 0.1346160 0.0000149 EM
27 -0.90074976D+04 0.1110584 0.0000123 EM
28 -0.90073955D+04 0.1020142 0.0000113 EM
29 -0.90072829D+04 0.1126652 0.0000125 EM
30 -0.90071428D+04 0.1401081 0.0000156 EM
31 -0.90069569D+04 0.1858314 0.0000206 EM
32 -0.90067176D+04 0.2392919 0.0000266 EM
33 -0.90064342D+04 0.2834318 0.0000315 EM
34 -0.90061369D+04 0.2972967 0.0000330 EM
35 -0.90058627D+04 0.2741877 0.0000304 EM
36 -0.90056368D+04 0.2259064 0.0000251 EM
37 -0.90054650D+04 0.1717962 0.0000191 EM
38 -0.90053403D+04 0.1246862 0.0000138 EM
39 -0.90052519D+04 0.0883892 0.0000098 EM
40 -0.90051904D+04 0.0615638 0.0000068 EM
41 -0.90051488D+04 0.0415718 0.0000046 EM
42 -0.90051227D+04 0.0261596 0.0000029 EM
43 -0.90051088D+04 0.0138193 0.0000015 EM
44 -0.90051052D+04 0.0036443 0.0000004 EM
45 -0.90051101D+04 -0.0048863 -0.0000005 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.17236519D+05 0.0000000 0.0000000 EM
2 -0.11761094D+05 5475.4253011 0.3176642 EM
3 -0.99926773D+04 1768.4167494 0.1503616 EM
4 -0.93586801D+04 633.9971085 0.0634462 EM
5 -0.92082330D+04 150.4471768 0.0160757 EM
6 -0.91500481D+04 58.1848568 0.0063188 EM
7 -0.91192705D+04 30.7776302 0.0033637 EM
8 -0.91005907D+04 18.6797740 0.0020484 EM
9 -0.90881461D+04 12.4445910 0.0013674 EM
10 -0.90787121D+04 9.4340031 0.0010381 EM
11 -0.90705421D+04 8.1699785 0.0008999 EM
12 -0.90628278D+04 7.7143795 0.0008505 EM
13 -0.90553654D+04 7.4623985 0.0008234 EM
14 -0.90483072D+04 7.0581309 0.0007794 EM
15 -0.90419110D+04 6.3962710 0.0007069 EM
16 -0.90363608D+04 5.5501810 0.0006138 EM
17 -0.90317080D+04 4.6527562 0.0005149 EM
18 -0.90278945D+04 3.8135259 0.0004222 EM
19 -0.90248029D+04 3.0915693 0.0003424 EM
20 -0.90222996D+04 2.5033012 0.0002774 EM
21 -0.90202603D+04 2.0393610 0.0002260 EM
22 -0.90185810D+04 1.6792779 0.0001862 EM
23 -0.90171800D+04 1.4010019 0.0001553 EM
24 -0.90159949D+04 1.1850782 0.0001314 EM
25 -0.90149790D+04 1.0159288 0.0001127 EM
26 -0.90140973D+04 0.8817109 0.0000978 EM
27 -0.90133236D+04 0.7736589 0.0000858 EM
28 -0.90126382D+04 0.6853668 0.0000760 EM
29 -0.90120261D+04 0.6121672 0.0000679 EM
30 -0.90114754D+04 0.5506492 0.0000611 EM
31 -0.90109771D+04 0.4983008 0.0000553 EM
32 -0.90105239D+04 0.4532539 0.0000503 EM
33 -0.90101098D+04 0.4141016 0.0000460 EM
34 -0.90097300D+04 0.3797708 0.0000421 EM
35 -0.90093806D+04 0.3494315 0.0000388 EM
36 -0.90090581D+04 0.3224330 0.0000358 EM
37 -0.90087599D+04 0.2982587 0.0000331 EM
38 -0.90084834D+04 0.2764928 0.0000307 EM
39 -0.90082266D+04 0.2567981 0.0000285 EM
40 -0.90079877D+04 0.2388982 0.0000265 EM
41 -0.90077651D+04 0.2225616 0.0000247 EM
42 -0.90075575D+04 0.2075972 0.0000230 EM
43 -0.90073637D+04 0.1938440 0.0000215 EM
44 -0.90071825D+04 0.1811651 0.0000201 EM
45 -0.90070131D+04 0.1694444 0.0000188 EM
46 -0.90068545D+04 0.1585822 0.0000176 EM
47 -0.90067060D+04 0.1484932 0.0000165 EM
48 -0.90065669D+04 0.1391033 0.0000154 EM
49 -0.90064365D+04 0.1303486 0.0000145 EM
50 -0.90063144D+04 0.1221730 0.0000136 EM
51 -0.90061998D+04 0.1145279 0.0000127 EM
52 -0.90060925D+04 0.1073704 0.0000119 EM
53 -0.90059918D+04 0.1006625 0.0000112 EM
54 -0.90058974D+04 0.0943706 0.0000105 EM
55 -0.90058090D+04 0.0884650 0.0000098 EM
56 -0.90057261D+04 0.0829189 0.0000092 EM
57 -0.90056483D+04 0.0777081 0.0000086 EM
58 -0.90055755D+04 0.0728110 0.0000081 EM
59 -0.90055073D+04 0.0682076 0.0000076 EM
60 -0.90054434D+04 0.0638813 0.0000071 EM
61 -0.90053836D+04 0.0598112 0.0000066 EM
62 -0.90049706D+04 0.4130425 0.0000459 QN
63 -0.90047603D+04 0.2102752 0.0000234 EM
64 -0.90047369D+04 0.0234332 0.0000026 EM
65 -0.90047213D+04 0.0155749 0.0000017 EM
66 -0.90047081D+04 0.0131824 0.0000015 EM
67 -0.90046963D+04 0.0117847 0.0000013 EM
68 -0.90046856D+04 0.0107289 0.0000012 EM
69 -0.90046758D+04 0.0098464 0.0000011 EM
70 -0.90046667D+04 0.0090746 0.0000010 EM
71 -0.90046583D+04 0.0083841 0.0000009 EM
72 -0.90046506D+04 0.0077584 0.0000009 EM
73 -0.90046434D+04 0.0071872 0.0000008 EM
74 -0.90046367D+04 0.0066631 0.0000007 EM
75 -0.90046305D+04 0.0061806 0.0000007 EM
76 -0.90045708D+04 0.0597511 0.0000066 QN
77 -0.90045575D+04 0.0132342 0.0000015 EM
78 -0.90045560D+04 0.0015096 0.0000002 EM
79 -0.90045552D+04 0.0008524 0.0000001 EM
Beginning Time: 22:57:32
Ending Time: 22:58:13
Elapsed Time: 00:00:41
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