Mplus VERSION 8.8
MUTHEN & MUTHEN
04/19/2022 10:20 PM
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
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
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)
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 1.000 0.000
2 0.003 0.997
Classification Quality for C
Entropy 0.754
Average Latent Class Probabilities for Most Likely Latent Class Membership (Row)
by Latent Class (Column)
1 2
1 0.942 0.058
2 0.092 0.908
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
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.90284340D+04 0.0000000 0.0000000 EM
2 -0.90078795D+04 20.5544688 0.0022766 EM
3 -0.90063990D+04 1.4805298 0.0001644 EM
4 -0.90058025D+04 0.5964638 0.0000662 EM
5 -0.90054656D+04 0.3369369 0.0000374 EM
6 -0.90052455D+04 0.2200616 0.0000244 EM
7 -0.90050915D+04 0.1540236 0.0000171 EM
8 -0.90049794D+04 0.1121370 0.0000125 EM
9 -0.90048956D+04 0.0837941 0.0000093 EM
10 -0.90048318D+04 0.0638189 0.0000071 EM
11 -0.90047824D+04 0.0493416 0.0000055 EM
12 -0.90047438D+04 0.0386314 0.0000043 EM
13 -0.90047132D+04 0.0305814 0.0000034 EM
14 -0.90046888D+04 0.0244530 0.0000027 EM
15 -0.90046690D+04 0.0197377 0.0000022 EM
16 -0.90046530D+04 0.0160766 0.0000018 EM
17 -0.90046397D+04 0.0132094 0.0000015 EM
18 -0.90046288D+04 0.0109472 0.0000012 EM
19 -0.90046196D+04 0.0091504 0.0000010 EM
20 -0.90046119D+04 0.0077128 0.0000009 EM
21 -0.90046054D+04 0.0065547 0.0000007 EM
22 -0.90045998D+04 0.0056152 0.0000006 EM
23 -0.90045949D+04 0.0048476 0.0000005 EM
24 -0.90045907D+04 0.0042159 0.0000005 EM
25 -0.90045870D+04 0.0036922 0.0000004 EM
26 -0.90045838D+04 0.0032548 0.0000004 EM
27 -0.90045809D+04 0.0028866 0.0000003 EM
28 -0.90045783D+04 0.0025743 0.0000003 EM
29 -0.90045760D+04 0.0023074 0.0000003 EM
30 -0.90045739D+04 0.0020776 0.0000002 EM
31 -0.90045720D+04 0.0018783 0.0000002 EM
32 -0.90045703D+04 0.0017042 0.0000002 EM
33 -0.90045688D+04 0.0015512 0.0000002 EM
34 -0.90045674D+04 0.0014158 0.0000002 EM
35 -0.90045661D+04 0.0012953 0.0000001 EM
36 -0.90045649D+04 0.0011876 0.0000001 EM
37 -0.90045638D+04 0.0010908 0.0000001 EM
38 -0.90045628D+04 0.0010035 0.0000001 EM
39 -0.90045619D+04 0.0009244 0.0000001 EM
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: 22:20:18
Ending Time: 22:20:22
Elapsed Time: 00:00:04
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