Mplus VERSION 8
MUTHEN & MUTHEN
04/10/2017 3:25 AM
INPUT INSTRUCTIONS
TITLE: this is an example of a Monte Carlo simulation study for a
two-level IRT mixture analysis with binary factor indicators and a
between-level categorical latent variable
montecarlo:
names are u1-u8;
generate = u1-u8(1);
categorical = u1-u8;
genclasses = cb(2 b) c(2);
classes = cb(2) c(2);
nobservations = 2000;
ncsizes = 1;
csizes = 100(20);
between = cb;
seed = 3454367;
nrep = 1;
save = ex10.5.dat;
analysis:
type = twolevel mixture;
model population:
%within%
%overall%
f by u1@1 u2-u8*1;
[f@0];
[c#1*0.5];
%between%
%overall%
[cb#1*0];
%cb#1.c#1%
[u1$1*2 u2$1*2 u3$1*2 u4$1*2 u5$1*-2 u6$1*-2 u7$1*-2 u8$1*-2];
%cb#1.c#2%
[u1$1*-2 u2$1*-2 u3$1*-2 u4$1*-2 u5$1*2 u6$1*2 u7$1*2 u8$1*2];
%cb#2.c#1%
[u1$1*1 u2$1*1 u3$1*1 u4$1*1 u5$1*0 u6$1*0 u7$1*0 u8$1*0];
%cb#2.c#2%
[u1$1*-2 u2$1*-2 u3$1*-2 u4$1*2 u5$1*2 u6$1*2 u7$1*2 u8$1*2];
model population-c:
%within%
%c#1%
f*3;
%c#2%
f*2;
model:
%within%
%overall%
f by u1@1 u2-u8*1;
[f@0];
[c#1*0.5];
%between%
%overall%
[cb#1*0];
%cb#1.c#1%
[u1$1*2 u2$1*2 u3$1*2 u4$1*2 u5$1*-2 u6$1*-2 u7$1*-2 u8$1*-2];
%cb#1.c#2%
[u1$1*-2 u2$1*-2 u3$1*-2 u4$1*-2 u5$1*2 u6$1*2 u7$1*2 u8$1*2];
%cb#2.c#1%
[u1$1*1 u2$1*1 u3$1*1 u4$1*1 u5$1*0 u6$1*0 u7$1*0 u8$1*0];
%cb#2.c#2%
[u1$1*-2 u2$1*-2 u3$1*-2 u4$1*2 u5$1*2 u6$1*2 u7$1*2 u8$1*2];
model c:
%within%
%c#1%
f*3;
%c#2%
f*2;
output:
tech8 tech9;
INPUT READING TERMINATED NORMALLY
this is an example of a Monte Carlo simulation study for 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 replications
Requested 1
Completed 1
Value of seed 3454367
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
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
Parameterization LOGIT
Link LOGIT
Cholesky ON
SUMMARY OF DATA FOR THE FIRST REPLICATION
Cluster information
Size (s) Number of clusters of Size s
20 100
MODEL FIT INFORMATION
Number of Free Parameters 43
Loglikelihood
H0 Value
Mean -9004.562
Std Dev 0.000
Number of successful computations 1
Proportions Percentiles
Expected Observed Expected Observed
0.990 0.000 -9004.562 -9004.562
0.980 0.000 -9004.562 -9004.562
0.950 0.000 -9004.562 -9004.562
0.900 0.000 -9004.562 -9004.562
0.800 0.000 -9004.562 -9004.562
0.700 0.000 -9004.562 -9004.562
0.500 0.000 -9004.562 -9004.562
0.300 0.000 -9004.562 -9004.562
0.200 0.000 -9004.562 -9004.562
0.100 0.000 -9004.562 -9004.562
0.050 0.000 -9004.562 -9004.562
0.020 0.000 -9004.562 -9004.562
0.010 0.000 -9004.562 -9004.562
Information Criteria
Akaike (AIC)
Mean 18095.124
Std Dev 0.000
Number of successful computations 1
Proportions Percentiles
Expected Observed Expected Observed
0.990 0.000 18095.124 18095.124
0.980 0.000 18095.124 18095.124
0.950 0.000 18095.124 18095.124
0.900 0.000 18095.124 18095.124
0.800 0.000 18095.124 18095.124
0.700 0.000 18095.124 18095.124
0.500 0.000 18095.124 18095.124
0.300 0.000 18095.124 18095.124
0.200 0.000 18095.124 18095.124
0.100 0.000 18095.124 18095.124
0.050 0.000 18095.124 18095.124
0.020 0.000 18095.124 18095.124
0.010 0.000 18095.124 18095.124
Bayesian (BIC)
Mean 18335.963
Std Dev 0.000
Number of successful computations 1
Proportions Percentiles
Expected Observed Expected Observed
0.990 0.000 18335.963 18335.963
0.980 0.000 18335.963 18335.963
0.950 0.000 18335.963 18335.963
0.900 0.000 18335.963 18335.963
0.800 0.000 18335.963 18335.963
0.700 0.000 18335.963 18335.963
0.500 0.000 18335.963 18335.963
0.300 0.000 18335.963 18335.963
0.200 0.000 18335.963 18335.963
0.100 0.000 18335.963 18335.963
0.050 0.000 18335.963 18335.963
0.020 0.000 18335.963 18335.963
0.010 0.000 18335.963 18335.963
Sample-Size Adjusted BIC (n* = (n + 2) / 24)
Mean 18199.349
Std Dev 0.000
Number of successful computations 1
Proportions Percentiles
Expected Observed Expected Observed
0.990 0.000 18199.349 18199.349
0.980 0.000 18199.349 18199.349
0.950 0.000 18199.349 18199.349
0.900 0.000 18199.349 18199.349
0.800 0.000 18199.349 18199.349
0.700 0.000 18199.349 18199.349
0.500 0.000 18199.349 18199.349
0.300 0.000 18199.349 18199.349
0.200 0.000 18199.349 18199.349
0.100 0.000 18199.349 18199.349
0.050 0.000 18199.349 18199.349
0.020 0.000 18199.349 18199.349
0.010 0.000 18199.349 18199.349
MODEL RESULTS USE THE LATENT CLASS VARIABLE ORDER
CB C
Latent Class Variable Patterns
CB C
Class Class
1 1
1 2
2 1
2 2
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASS PATTERNS
BASED ON ESTIMATED POSTERIOR PROBABILITIES
Latent Class
Pattern
1 1 509.05234 0.25453
1 2 313.93761 0.15697
2 1 735.58762 0.36779
2 2 441.42243 0.22071
FINAL CLASS COUNTS AND PROPORTIONS FOR EACH LATENT CLASS VARIABLE
BASED ON ESTIMATED POSTERIOR PROBABILITIES
Latent Class
Variable Class
CB 1 822.98993 0.41149
2 1177.01001 0.58851
C 1 1244.63989 0.62232
2 755.36005 0.37768
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 1 523 0.26150
1 2 297 0.14850
2 1 725 0.36250
2 2 455 0.22750
FINAL CLASS COUNTS AND PROPORTIONS FOR EACH LATENT CLASS VARIABLE
BASED ON THEIR MOST LIKELY LATENT CLASS PATTERN
Latent Class
Variable Class
CB 1 820 0.41000
2 1180 0.59000
C 1 1248 0.62400
2 752 0.37600
CLASSIFICATION QUALITY
Entropy 0.874
Average Latent Class Probabilities for Most Likely Latent Class Pattern (Row)
by Latent Class Pattern (Column)
Latent Class Variable Patterns
Latent Class CB C
Pattern No. Class Class
1 1 1
2 1 2
3 2 1
4 2 2
1 2 3 4
1 0.966 0.034 0.000 0.000
2 0.006 0.994 0.000 0.000
3 0.003 0.001 0.921 0.075
4 0.000 0.001 0.148 0.851
MODEL RESULTS
ESTIMATES S. E. M. S. E. 95% % Sig
Population Average Std. Dev. Average Cover Coeff
Within Level
Latent Class Pattern 1 1
F BY
U1 1.000 1.0000 0.0000 0.0000 0.0000 1.000 0.000
U2 1.000 1.0455 0.0000 0.1232 0.0021 1.000 1.000
U3 1.000 1.1132 0.0000 0.1403 0.0128 1.000 1.000
U4 1.000 1.1398 0.0000 0.1383 0.0195 1.000 1.000
U5 1.000 1.1162 0.0000 0.1467 0.0135 1.000 1.000
U6 1.000 0.9938 0.0000 0.1462 0.0000 1.000 1.000
U7 1.000 1.0225 0.0000 0.1505 0.0005 1.000 1.000
U8 1.000 1.0568 0.0000 0.1511 0.0032 1.000 1.000
Means
F 0.000 0.0000 0.0000 0.0000 0.0000 1.000 0.000
Variances
F 3.000 2.5330 0.0000 0.4995 0.2181 1.000 1.000
Latent Class Pattern 1 2
F BY
U1 1.000 1.0000 0.0000 0.0000 0.0000 1.000 0.000
U2 1.000 1.0455 0.0000 0.1232 0.0021 1.000 1.000
U3 1.000 1.1132 0.0000 0.1403 0.0128 1.000 1.000
U4 1.000 1.1398 0.0000 0.1383 0.0195 1.000 1.000
U5 1.000 1.1162 0.0000 0.1467 0.0135 1.000 1.000
U6 1.000 0.9938 0.0000 0.1462 0.0000 1.000 1.000
U7 1.000 1.0225 0.0000 0.1505 0.0005 1.000 1.000
U8 1.000 1.0568 0.0000 0.1511 0.0032 1.000 1.000
Means
F 0.000 0.0000 0.0000 0.0000 0.0000 1.000 0.000
Variances
F 2.000 2.3604 0.0000 0.5694 0.1299 1.000 1.000
Latent Class Pattern 2 1
F BY
U1 1.000 1.0000 0.0000 0.0000 0.0000 1.000 0.000
U2 1.000 1.0455 0.0000 0.1232 0.0021 1.000 1.000
U3 1.000 1.1132 0.0000 0.1403 0.0128 1.000 1.000
U4 1.000 1.1398 0.0000 0.1383 0.0195 1.000 1.000
U5 1.000 1.1162 0.0000 0.1467 0.0135 1.000 1.000
U6 1.000 0.9938 0.0000 0.1462 0.0000 1.000 1.000
U7 1.000 1.0225 0.0000 0.1505 0.0005 1.000 1.000
U8 1.000 1.0568 0.0000 0.1511 0.0032 1.000 1.000
Means
F 0.000 0.0000 0.0000 0.0000 0.0000 1.000 0.000
Variances
F 3.000 2.5330 0.0000 0.4995 0.2181 1.000 1.000
Latent Class Pattern 2 2
F BY
U1 1.000 1.0000 0.0000 0.0000 0.0000 1.000 0.000
U2 1.000 1.0455 0.0000 0.1232 0.0021 1.000 1.000
U3 1.000 1.1132 0.0000 0.1403 0.0128 1.000 1.000
U4 1.000 1.1398 0.0000 0.1383 0.0195 1.000 1.000
U5 1.000 1.1162 0.0000 0.1467 0.0135 1.000 1.000
U6 1.000 0.9938 0.0000 0.1462 0.0000 1.000 1.000
U7 1.000 1.0225 0.0000 0.1505 0.0005 1.000 1.000
U8 1.000 1.0568 0.0000 0.1511 0.0032 1.000 1.000
Means
F 0.000 0.0000 0.0000 0.0000 0.0000 1.000 0.000
Variances
F 2.000 2.3604 0.0000 0.5694 0.1299 1.000 1.000
Between Level
Latent Class Pattern 1 1
Thresholds
U1$1 2.000 1.6395 0.0000 0.1688 0.1300 0.000 1.000
U2$1 2.000 1.9198 0.0000 0.1743 0.0064 1.000 1.000
U3$1 2.000 2.2391 0.0000 0.2022 0.0572 1.000 1.000
U4$1 2.000 2.0376 0.0000 0.1785 0.0014 1.000 1.000
U5$1 -2.000 -1.7286 0.0000 0.1724 0.0737 1.000 1.000
U6$1 -2.000 -1.9889 0.0000 0.1661 0.0001 1.000 1.000
U7$1 -2.000 -1.9636 0.0000 0.1854 0.0013 1.000 1.000
U8$1 -2.000 -1.9713 0.0000 0.1975 0.0008 1.000 1.000
Latent Class Pattern 1 2
Thresholds
U1$1 -2.000 -1.9935 0.0000 0.2269 0.0000 1.000 1.000
U2$1 -2.000 -1.8855 0.0000 0.2197 0.0131 1.000 1.000
U3$1 -2.000 -1.9549 0.0000 0.1996 0.0020 1.000 1.000
U4$1 -2.000 -2.3038 0.0000 0.2705 0.0923 1.000 1.000
U5$1 2.000 2.0690 0.0000 0.2224 0.0048 1.000 1.000
U6$1 2.000 2.2720 0.0000 0.2318 0.0740 1.000 1.000
U7$1 2.000 1.8761 0.0000 0.2379 0.0154 1.000 1.000
U8$1 2.000 1.8345 0.0000 0.2541 0.0274 1.000 1.000
Latent Class Pattern 2 1
Thresholds
U1$1 1.000 1.0445 0.0000 0.1424 0.0020 1.000 1.000
U2$1 1.000 0.8888 0.0000 0.1608 0.0124 1.000 1.000
U3$1 1.000 1.1215 0.0000 0.1517 0.0148 1.000 1.000
U4$1 1.000 1.1377 0.0000 0.1828 0.0190 1.000 1.000
U5$1 0.000 -0.0077 0.0000 0.1603 0.0001 1.000 0.000
U6$1 0.000 0.0063 0.0000 0.1546 0.0000 1.000 0.000
U7$1 0.000 -0.0862 0.0000 0.1589 0.0074 1.000 0.000
U8$1 0.000 -0.0591 0.0000 0.1902 0.0035 1.000 0.000
Latent Class Pattern 2 2
Thresholds
U1$1 -2.000 -1.9932 0.0000 0.2970 0.0000 1.000 1.000
U2$1 -2.000 -2.0972 0.0000 0.3464 0.0094 1.000 1.000
U3$1 -2.000 -2.1869 0.0000 0.3125 0.0349 1.000 1.000
U4$1 2.000 1.6069 0.0000 0.2576 0.1545 1.000 1.000
U5$1 2.000 1.7989 0.0000 0.2497 0.0405 1.000 1.000
U6$1 2.000 1.7677 0.0000 0.2597 0.0540 1.000 1.000
U7$1 2.000 1.8003 0.0000 0.2239 0.0399 1.000 1.000
U8$1 2.000 2.0350 0.0000 0.2600 0.0012 1.000 1.000
Categorical Latent Variables
Within Level
Means
C#1 0.500 0.4994 0.0000 0.0710 0.0000 1.000 1.000
Between Level
Means
CB#1 0.000 -0.3578 0.0000 0.2039 0.1280 1.000 0.000
QUALITY OF NUMERICAL RESULTS
Average Condition Number for the Information Matrix 0.432E-02
(ratio of smallest to largest eigenvalue)
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 3.000
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 2.000
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 3.000
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 2.000
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
________ ________ ________ ________ ________
2.000 2.000 2.000 2.000 -2.000
TAU(U) FOR LATENT CLASS PATTERN 1 1
U6$1 U7$1 U8$1
________ ________ ________
-2.000 -2.000 -2.000
TAU(U) FOR LATENT CLASS PATTERN 1 2
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
-2.000 -2.000 -2.000 -2.000 2.000
TAU(U) FOR LATENT CLASS PATTERN 1 2
U6$1 U7$1 U8$1
________ ________ ________
2.000 2.000 2.000
TAU(U) FOR LATENT CLASS PATTERN 2 1
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
1.000 1.000 1.000 1.000 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
________ ________ ________ ________ ________
-2.000 -2.000 -2.000 2.000 2.000
TAU(U) FOR LATENT CLASS PATTERN 2 2
U6$1 U7$1 U8$1
________ ________ ________
2.000 2.000 2.000
STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART (WITHIN)
ALPHA(C)
CB#1 CB#2 C#1 C#2
________ ________ ________ ________
0.000 0.000 0.500 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
POPULATION 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 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 3.000
CB#1 0.000 0.000
C#1 0.000 0.000 0.000
POPULATION 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 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 2.000
CB#1 0.000 0.000
C#1 0.000 0.000 0.000
POPULATION 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 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 3.000
CB#1 0.000 0.000
C#1 0.000 0.000 0.000
POPULATION 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 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 2.000
CB#1 0.000 0.000
C#1 0.000 0.000 0.000
POPULATION 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
POPULATION 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
POPULATION 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
POPULATION 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
POPULATION 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
POPULATION 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
________ ________ ________ ________ ________
2.000 2.000 2.000 2.000 -2.000
TAU(U) FOR LATENT CLASS PATTERN 1 1
U6$1 U7$1 U8$1
________ ________ ________
-2.000 -2.000 -2.000
TAU(U) FOR LATENT CLASS PATTERN 1 2
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
-2.000 -2.000 -2.000 -2.000 2.000
TAU(U) FOR LATENT CLASS PATTERN 1 2
U6$1 U7$1 U8$1
________ ________ ________
2.000 2.000 2.000
TAU(U) FOR LATENT CLASS PATTERN 2 1
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
1.000 1.000 1.000 1.000 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
________ ________ ________ ________ ________
-2.000 -2.000 -2.000 2.000 2.000
TAU(U) FOR LATENT CLASS PATTERN 2 2
U6$1 U7$1 U8$1
________ ________ ________
2.000 2.000 2.000
POPULATION VALUES FOR LATENT CLASS REGRESSION MODEL PART (WITHIN)
ALPHA(C)
CB#1 CB#2 C#1 C#2
________ ________ ________ ________
0.000 0.000 0.500 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
POPULATION 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
TECHNICAL 8 OUTPUT FOR REPLICATION 1
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.90284340D+04 0.0000000 0.0000000 513.803 311.239 EM
752.394 422.564
2 -0.90078795D+04 20.5544688 0.0022766 512.873 310.834 EM
751.624 424.668
3 -0.90063990D+04 1.4805298 0.0001644 512.363 311.023 EM
749.337 427.277
4 -0.90058025D+04 0.5964638 0.0000662 511.954 311.313 EM
747.172 429.560
5 -0.90054656D+04 0.3369369 0.0000374 511.594 311.609 EM
745.320 431.477
6 -0.90052455D+04 0.2200616 0.0000244 511.272 311.885 EM
743.773 433.070
7 -0.90050915D+04 0.1540236 0.0000171 510.987 312.133 EM
742.490 434.390
8 -0.90049794D+04 0.1121370 0.0000125 510.735 312.354 EM
741.423 435.488
9 -0.90048956D+04 0.0837941 0.0000093 510.514 312.548 EM
740.533 436.404
10 -0.90048318D+04 0.0638189 0.0000071 510.322 312.720 EM
739.787 437.172
11 -0.90047824D+04 0.0493416 0.0000055 510.153 312.870 EM
739.158 437.818
12 -0.90047438D+04 0.0386314 0.0000043 510.007 313.003 EM
738.626 438.365
13 -0.90047132D+04 0.0305814 0.0000034 509.879 313.119 EM
738.173 438.828
14 -0.90046888D+04 0.0244530 0.0000027 509.768 313.222 EM
737.787 439.223
15 -0.90046690D+04 0.0197377 0.0000022 509.671 313.312 EM
737.458 439.559
16 -0.90046530D+04 0.0160766 0.0000018 509.586 313.392 EM
737.175 439.847
17 -0.90046397D+04 0.0132094 0.0000015 509.512 313.462 EM
736.932 440.094
18 -0.90046288D+04 0.0109472 0.0000012 509.448 313.523 EM
736.724 440.305
19 -0.90046196D+04 0.0091504 0.0000010 509.392 313.578 EM
736.545 440.486
20 -0.90046119D+04 0.0077128 0.0000009 509.343 313.625 EM
736.391 440.641
21 -0.90046054D+04 0.0065547 0.0000007 509.301 313.667 EM
736.258 440.774
22 -0.90045998D+04 0.0056152 0.0000006 509.264 313.704 EM
736.145 440.887
23 -0.90045949D+04 0.0048476 0.0000005 509.231 313.737 EM
736.048 440.984
24 -0.90045907D+04 0.0042159 0.0000005 509.204 313.765 EM
735.965 441.066
25 -0.90045870D+04 0.0036922 0.0000004 509.179 313.790 EM
735.894 441.136
26 -0.90045838D+04 0.0032548 0.0000004 509.159 313.812 EM
735.835 441.195
27 -0.90045809D+04 0.0028866 0.0000003 509.140 313.831 EM
735.784 441.244
28 -0.90045783D+04 0.0025743 0.0000003 509.125 313.848 EM
735.742 441.285
29 -0.90045760D+04 0.0023074 0.0000003 509.112 313.863 EM
735.706 441.319
30 -0.90045739D+04 0.0020776 0.0000002 509.100 313.876 EM
735.677 441.347
31 -0.90045720D+04 0.0018783 0.0000002 509.090 313.887 EM
735.653 441.369
32 -0.90045703D+04 0.0017042 0.0000002 509.082 313.897 EM
735.634 441.387
33 -0.90045688D+04 0.0015512 0.0000002 509.075 313.905 EM
735.619 441.400
34 -0.90045674D+04 0.0014158 0.0000002 509.069 313.913 EM
735.608 441.410
35 -0.90045661D+04 0.0012953 0.0000001 509.064 313.919 EM
735.599 441.417
36 -0.90045649D+04 0.0011876 0.0000001 509.060 313.925 EM
735.593 441.422
37 -0.90045638D+04 0.0010908 0.0000001 509.057 313.930 EM
735.590 441.424
38 -0.90045628D+04 0.0010035 0.0000001 509.054 313.934 EM
735.588 441.424
39 -0.90045619D+04 0.0009244 0.0000001 509.052 313.938 EM
735.588 441.422
TECHNICAL 9 OUTPUT
Error messages for each replication (if any)
SAVEDATA INFORMATION
Order of variables
U1
U2
U3
U4
U5
U6
U7
U8
CB
C
CLUSTER
Save file
ex10.5.dat
Save file format Free
Save file record length 10000
Beginning Time: 03:25:32
Ending Time: 03:25:35
Elapsed Time: 00:00:03
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