Mplus VERSION 8.8
MUTHEN & MUTHEN
04/19/2022 10:20 PM
INPUT INSTRUCTIONS
title:
monte carlo for two-level LCA with categorical
latent class indicators
montecarlo:
names are u1-u6 x w;
nobservations = 1000;
ncsizes = 3;
csizes = 40 (5) 50 (10) 20 (15);
generate = u1-u6(1);
categorical = u1-u6;
genclasses = c(3);
classes = c(3);
within = x;
between = w;
seed = 3454367;
nrep = 1;
save = ex10.6.dat;
analysis:
type = twolevel mixture;
model population:
%within%
%overall%
x*1;
[x*0];
[c#1*0 c#2*0];
c#1 on x*1;
c#2 on x*2;
%between%
%overall%
[w@0]; w@1;
f by c#1@1 c#2*1.5;
f on w*.8;
f*.5;
u1-u6@0;
%c#1%
[u1$1-u6$1*-1];
%c#2%
[u1$1-u3$1*-1 u4$1-u6$1*1];
%c#3%
[u1$1-u6$1*1];
model:
%within%
%overall%
[c#1*0 c#2*0];
c#1 on x*1;
c#2 on x*2;
%between%
%overall%
f by c#1@1 c#2*1.5;
f on w*.8;
f*.5;
u1-u6@0;
%c#1%
[u1$1-u6$1*-1];
%c#2%
[u1$1-u3$1*-1 u4$1-u6$1*1];
%c#3%
[u1$1-u6$1*1];
output:
tech8 tech9;
INPUT READING TERMINATED NORMALLY
monte carlo for two-level LCA with categorical
latent class indicators
SUMMARY OF ANALYSIS
Number of groups 1
Number of observations 1000
Number of replications
Requested 1
Completed 1
Value of seed 3454367
Number of dependent variables 6
Number of independent variables 2
Number of continuous latent variables 1
Number of categorical latent variables 1
Observed dependent variables
Binary and ordered categorical (ordinal)
U1 U2 U3 U4 U5 U6
Observed independent variables
X W
Continuous latent variables
F
Categorical latent variables
C
Variables with special functions
Within variables
X
Between variables
W
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
Link LOGIT
Cholesky ON
SUMMARY OF DATA FOR THE FIRST REPLICATION
Cluster information
Size (s) Number of clusters of Size s
5 40
10 50
15 20
SAMPLE STATISTICS FOR THE FIRST REPLICATION
SAMPLE STATISTICS
Means
X W
________ ________
-0.018 -0.026
Covariances
X W
________ ________
X 0.935
W 0.025 0.841
Correlations
X W
________ ________
X 1.000
W 0.028 1.000
MODEL FIT INFORMATION
Number of Free Parameters 25
Loglikelihood
H0 Value
Mean -3888.068
Std Dev 0.000
Number of successful computations 1
Proportions Percentiles
Expected Observed Expected Observed
0.990 0.000 -3888.068 -3888.068
0.980 0.000 -3888.068 -3888.068
0.950 0.000 -3888.068 -3888.068
0.900 0.000 -3888.068 -3888.068
0.800 0.000 -3888.068 -3888.068
0.700 0.000 -3888.068 -3888.068
0.500 0.000 -3888.068 -3888.068
0.300 0.000 -3888.068 -3888.068
0.200 0.000 -3888.068 -3888.068
0.100 0.000 -3888.068 -3888.068
0.050 0.000 -3888.068 -3888.068
0.020 0.000 -3888.068 -3888.068
0.010 0.000 -3888.068 -3888.068
Information Criteria
Akaike (AIC)
Mean 7826.137
Std Dev 0.000
Number of successful computations 1
Proportions Percentiles
Expected Observed Expected Observed
0.990 0.000 7826.137 7826.137
0.980 0.000 7826.137 7826.137
0.950 0.000 7826.137 7826.137
0.900 0.000 7826.137 7826.137
0.800 0.000 7826.137 7826.137
0.700 0.000 7826.137 7826.137
0.500 0.000 7826.137 7826.137
0.300 0.000 7826.137 7826.137
0.200 0.000 7826.137 7826.137
0.100 0.000 7826.137 7826.137
0.050 0.000 7826.137 7826.137
0.020 0.000 7826.137 7826.137
0.010 0.000 7826.137 7826.137
Bayesian (BIC)
Mean 7948.830
Std Dev 0.000
Number of successful computations 1
Proportions Percentiles
Expected Observed Expected Observed
0.990 0.000 7948.830 7948.830
0.980 0.000 7948.830 7948.830
0.950 0.000 7948.830 7948.830
0.900 0.000 7948.830 7948.830
0.800 0.000 7948.830 7948.830
0.700 0.000 7948.830 7948.830
0.500 0.000 7948.830 7948.830
0.300 0.000 7948.830 7948.830
0.200 0.000 7948.830 7948.830
0.100 0.000 7948.830 7948.830
0.050 0.000 7948.830 7948.830
0.020 0.000 7948.830 7948.830
0.010 0.000 7948.830 7948.830
Sample-Size Adjusted BIC (n* = (n + 2) / 24)
Mean 7869.429
Std Dev 0.000
Number of successful computations 1
Proportions Percentiles
Expected Observed Expected Observed
0.990 0.000 7869.429 7869.429
0.980 0.000 7869.429 7869.429
0.950 0.000 7869.429 7869.429
0.900 0.000 7869.429 7869.429
0.800 0.000 7869.429 7869.429
0.700 0.000 7869.429 7869.429
0.500 0.000 7869.429 7869.429
0.300 0.000 7869.429 7869.429
0.200 0.000 7869.429 7869.429
0.100 0.000 7869.429 7869.429
0.050 0.000 7869.429 7869.429
0.020 0.000 7869.429 7869.429
0.010 0.000 7869.429 7869.429
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON ESTIMATED POSTERIOR PROBABILITIES
Latent
Classes
1 203.91944 0.20392
2 373.40004 0.37340
3 422.68052 0.42268
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP
Class Counts and Proportions
Latent
Classes
1 192 0.19200
2 373 0.37300
3 435 0.43500
CLASSIFICATION QUALITY
Entropy 0.545
Average Latent Class Probabilities for Most Likely Latent Class Membership (Row)
by Latent Class (Column)
1 2 3
1 0.723 0.195 0.083
2 0.108 0.784 0.108
3 0.057 0.100 0.842
Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2 3
1 0.680 0.197 0.123
2 0.100 0.783 0.117
3 0.038 0.096 0.867
Logits for the Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2 3
1 1.714 0.475 0.000
2 -0.153 1.903 0.000
3 -3.140 -2.205 0.000
MODEL RESULTS
ESTIMATES S. E. M. S. E. 95% % Sig
Population Average Std. Dev. Average Cover Coeff
Within Level
Between Level
Latent Class 1
F BY
C#1 1.000 1.0000 0.0000 0.0000 0.0000 1.000 0.000
C#2 1.500 1.6074 0.0000 0.5079 0.0115 1.000 1.000
F ON
W 0.800 0.8149 0.0000 0.2024 0.0002 1.000 1.000
Thresholds
U1$1 -1.000 -0.9352 0.0000 0.2184 0.0042 1.000 1.000
U2$1 -1.000 -0.9782 0.0000 0.2985 0.0005 1.000 1.000
U3$1 -1.000 -1.0304 0.0000 0.2669 0.0009 1.000 1.000
U4$1 -1.000 -0.9176 0.0000 0.3369 0.0068 1.000 1.000
U5$1 -1.000 -1.3748 0.0000 0.6346 0.1405 1.000 1.000
U6$1 -1.000 -1.0265 0.0000 0.3131 0.0007 1.000 1.000
Variances
U1 0.000 0.0000 0.0000 0.0000 0.0000 1.000 0.000
U2 0.000 0.0000 0.0000 0.0000 0.0000 1.000 0.000
U3 0.000 0.0000 0.0000 0.0000 0.0000 1.000 0.000
U4 0.000 0.0000 0.0000 0.0000 0.0000 1.000 0.000
U5 0.000 0.0000 0.0000 0.0000 0.0000 1.000 0.000
U6 0.000 0.0000 0.0000 0.0000 0.0000 1.000 0.000
Residual Variances
F 0.500 0.6378 0.0000 0.3585 0.0190 1.000 0.000
Latent Class 2
F BY
C#1 1.000 1.0000 0.0000 0.0000 0.0000 1.000 0.000
C#2 1.500 1.6074 0.0000 0.5079 0.0115 1.000 1.000
F ON
W 0.800 0.8149 0.0000 0.2024 0.0002 1.000 1.000
Thresholds
U1$1 -1.000 -0.9877 0.0000 0.1638 0.0002 1.000 1.000
U2$1 -1.000 -1.0792 0.0000 0.2212 0.0063 1.000 1.000
U3$1 -1.000 -0.8860 0.0000 0.1740 0.0130 1.000 1.000
U4$1 1.000 0.8917 0.0000 0.2207 0.0117 1.000 1.000
U5$1 1.000 1.0444 0.0000 0.2399 0.0020 1.000 1.000
U6$1 1.000 0.5943 0.0000 0.2246 0.1646 1.000 1.000
Variances
U1 0.000 0.0000 0.0000 0.0000 0.0000 1.000 0.000
U2 0.000 0.0000 0.0000 0.0000 0.0000 1.000 0.000
U3 0.000 0.0000 0.0000 0.0000 0.0000 1.000 0.000
U4 0.000 0.0000 0.0000 0.0000 0.0000 1.000 0.000
U5 0.000 0.0000 0.0000 0.0000 0.0000 1.000 0.000
U6 0.000 0.0000 0.0000 0.0000 0.0000 1.000 0.000
Residual Variances
F 0.500 0.6378 0.0000 0.3585 0.0190 1.000 0.000
Latent Class 3
F BY
C#1 1.000 1.0000 0.0000 0.0000 0.0000 1.000 0.000
C#2 1.500 1.6074 0.0000 0.5079 0.0115 1.000 1.000
F ON
W 0.800 0.8149 0.0000 0.2024 0.0002 1.000 1.000
Thresholds
U1$1 1.000 0.9195 0.0000 0.1608 0.0065 1.000 1.000
U2$1 1.000 1.0068 0.0000 0.1554 0.0000 1.000 1.000
U3$1 1.000 0.7859 0.0000 0.1494 0.0458 1.000 1.000
U4$1 1.000 0.8487 0.0000 0.1295 0.0229 1.000 1.000
U5$1 1.000 1.0695 0.0000 0.1458 0.0048 1.000 1.000
U6$1 1.000 0.9719 0.0000 0.1229 0.0008 1.000 1.000
Variances
U1 0.000 0.0000 0.0000 0.0000 0.0000 1.000 0.000
U2 0.000 0.0000 0.0000 0.0000 0.0000 1.000 0.000
U3 0.000 0.0000 0.0000 0.0000 0.0000 1.000 0.000
U4 0.000 0.0000 0.0000 0.0000 0.0000 1.000 0.000
U5 0.000 0.0000 0.0000 0.0000 0.0000 1.000 0.000
U6 0.000 0.0000 0.0000 0.0000 0.0000 1.000 0.000
Residual Variances
F 0.500 0.6378 0.0000 0.3585 0.0190 1.000 0.000
Categorical Latent Variables
Within Level
C#1 ON
X 1.000 0.8972 0.0000 0.2192 0.0106 1.000 1.000
C#2 ON
X 2.000 1.8832 0.0000 0.4138 0.0136 1.000 1.000
Intercepts
C#1 0.000 -0.2817 0.0000 0.3092 0.0794 1.000 0.000
C#2 0.000 -0.1148 0.0000 0.3802 0.0132 1.000 0.000
Between Level
QUALITY OF NUMERICAL RESULTS
Average Condition Number for the Information Matrix 0.957E-02
(ratio of smallest to largest eigenvalue)
TECHNICAL 1 OUTPUT
PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS 1
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 X W
________ ________ ________
0 0 0
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0 0 0 0 0
U2 0 0 0 0 0
U3 0 0 0 0 0
U4 0 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
X 0 0 0 0 0
W 0 0 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
X 0 0 0 0 0
W 0 0 0 0 0
THETA
U6 X W
________ ________ ________
U6 0
X 0 0
W 0 0 0
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0 0 0 0 0
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0 0 0 0 0
C#2 0 0 0 0 0
F 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0
C#2 0 0
F 0 0 0
X 0 0 0 0
W 0 0 0 0 0
PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS 2
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 X W
________ ________ ________
0 0 0
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0 0 0 0 0
U2 0 0 0 0 0
U3 0 0 0 0 0
U4 0 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
X 0 0 0 0 0
W 0 0 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
X 0 0 0 0 0
W 0 0 0 0 0
THETA
U6 X W
________ ________ ________
U6 0
X 0 0
W 0 0 0
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0 0 0 0 0
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0 0 0 0 0
C#2 0 0 0 0 0
F 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0
C#2 0 0
F 0 0 0
X 0 0 0 0
W 0 0 0 0 0
PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS 3
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 X W
________ ________ ________
0 0 0
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0 0 0 0 0
U2 0 0 0 0 0
U3 0 0 0 0 0
U4 0 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
X 0 0 0 0 0
W 0 0 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
X 0 0 0 0 0
W 0 0 0 0 0
THETA
U6 X W
________ ________ ________
U6 0
X 0 0
W 0 0 0
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0 0 0 0 0
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0 0 0 0 0
C#2 0 0 0 0 0
F 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0
C#2 0 0
F 0 0 0
X 0 0 0 0
W 0 0 0 0 0
PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS 1
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 X W
________ ________ ________
0 0 0
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0 0 0 0 0
U2 0 0 0 0 0
U3 0 0 0 0 0
U4 0 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
X 0 0 0 0 0
W 0 0 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
X 0 0 0 0 0
W 0 0 0 0 0
THETA
U6 X W
________ ________ ________
U6 0
X 0 0
W 0 0 0
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0 0 0 0 0
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0 0 0 0 0
C#2 0 0 1 0 0
F 0 0 0 0 2
X 0 0 0 0 0
W 0 0 0 0 0
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0
C#2 0 0
F 0 0 3
X 0 0 0 0
W 0 0 0 0 0
PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS 2
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 X W
________ ________ ________
0 0 0
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0 0 0 0 0
U2 0 0 0 0 0
U3 0 0 0 0 0
U4 0 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
X 0 0 0 0 0
W 0 0 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
X 0 0 0 0 0
W 0 0 0 0 0
THETA
U6 X W
________ ________ ________
U6 0
X 0 0
W 0 0 0
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0 0 0 0 0
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0 0 0 0 0
C#2 0 0 1 0 0
F 0 0 0 0 2
X 0 0 0 0 0
W 0 0 0 0 0
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0
C#2 0 0
F 0 0 3
X 0 0 0 0
W 0 0 0 0 0
PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS 3
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 X W
________ ________ ________
0 0 0
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0 0 0 0 0
U2 0 0 0 0 0
U3 0 0 0 0 0
U4 0 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
X 0 0 0 0 0
W 0 0 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
X 0 0 0 0 0
W 0 0 0 0 0
THETA
U6 X W
________ ________ ________
U6 0
X 0 0
W 0 0 0
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0 0 0 0 0
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0 0 0 0 0
C#2 0 0 1 0 0
F 0 0 0 0 2
X 0 0 0 0 0
W 0 0 0 0 0
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0
C#2 0 0
F 0 0 3
X 0 0 0 0
W 0 0 0 0 0
PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART (WITHIN)
TAU(U) FOR LATENT CLASS 1
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0 0 0 0 0
TAU(U) FOR LATENT CLASS 1
U6$1
________
0
TAU(U) FOR LATENT CLASS 2
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0 0 0 0 0
TAU(U) FOR LATENT CLASS 2
U6$1
________
0
TAU(U) FOR LATENT CLASS 3
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0 0 0 0 0
TAU(U) FOR LATENT CLASS 3
U6$1
________
0
PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART (BETWEEN)
TAU(U) FOR LATENT CLASS 1
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
4 5 6 7 8
TAU(U) FOR LATENT CLASS 1
U6$1
________
9
TAU(U) FOR LATENT CLASS 2
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
10 11 12 13 14
TAU(U) FOR LATENT CLASS 2
U6$1
________
15
TAU(U) FOR LATENT CLASS 3
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
16 17 18 19 20
TAU(U) FOR LATENT CLASS 3
U6$1
________
21
PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART
ALPHA(C)
C#1 C#2 C#3
________ ________ ________
22 23 0
GAMMA(C)
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0 0 0 24 0
C#2 0 0 0 25 0
C#3 0 0 0 0 0
STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS 1
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U6 X W
________ ________ ________
0.000 0.000 0.000
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0.000 0.000 0.000 0.000 0.000
U2 0.000 0.000 0.000 0.000 0.000
U3 0.000 0.000 0.000 0.000 0.000
U4 0.000 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
X 0.000 0.000 0.000 1.000 0.000
W 0.000 0.000 0.000 0.000 1.000
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 1.000
U2 0.000 1.000
U3 0.000 0.000 1.000
U4 0.000 0.000 0.000 1.000
U5 0.000 0.000 0.000 0.000 1.000
U6 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
THETA
U6 X W
________ ________ ________
U6 1.000
X 0.000 0.000
W 0.000 0.000 0.000
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000 0.000 0.000 0.000 0.000
C#2 0.000 0.000 0.000 0.000 0.000
F 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000
C#2 0.000 0.000
F 0.000 0.000 0.000
X 0.000 0.000 0.000 0.500
W 0.000 0.000 0.000 0.000 0.000
STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS 2
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U6 X W
________ ________ ________
0.000 0.000 0.000
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0.000 0.000 0.000 0.000 0.000
U2 0.000 0.000 0.000 0.000 0.000
U3 0.000 0.000 0.000 0.000 0.000
U4 0.000 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
X 0.000 0.000 0.000 1.000 0.000
W 0.000 0.000 0.000 0.000 1.000
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 1.000
U2 0.000 1.000
U3 0.000 0.000 1.000
U4 0.000 0.000 0.000 1.000
U5 0.000 0.000 0.000 0.000 1.000
U6 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
THETA
U6 X W
________ ________ ________
U6 1.000
X 0.000 0.000
W 0.000 0.000 0.000
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000 0.000 0.000 0.000 0.000
C#2 0.000 0.000 0.000 0.000 0.000
F 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000
C#2 0.000 0.000
F 0.000 0.000 0.000
X 0.000 0.000 0.000 0.500
W 0.000 0.000 0.000 0.000 0.000
STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS 3
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U6 X W
________ ________ ________
0.000 0.000 0.000
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0.000 0.000 0.000 0.000 0.000
U2 0.000 0.000 0.000 0.000 0.000
U3 0.000 0.000 0.000 0.000 0.000
U4 0.000 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
X 0.000 0.000 0.000 1.000 0.000
W 0.000 0.000 0.000 0.000 1.000
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 1.000
U2 0.000 1.000
U3 0.000 0.000 1.000
U4 0.000 0.000 0.000 1.000
U5 0.000 0.000 0.000 0.000 1.000
U6 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
THETA
U6 X W
________ ________ ________
U6 1.000
X 0.000 0.000
W 0.000 0.000 0.000
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000 0.000 0.000 0.000 0.000
C#2 0.000 0.000 0.000 0.000 0.000
F 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000
C#2 0.000 0.000
F 0.000 0.000 0.000
X 0.000 0.000 0.000 0.500
W 0.000 0.000 0.000 0.000 0.000
STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS 1
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U6 X W
________ ________ ________
0.000 0.000 0.000
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0.000 0.000 0.000 0.000 0.000
U2 0.000 0.000 0.000 0.000 0.000
U3 0.000 0.000 0.000 0.000 0.000
U4 0.000 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
X 0.000 0.000 0.000 1.000 0.000
W 0.000 0.000 0.000 0.000 1.000
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
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
THETA
U6 X W
________ ________ ________
U6 0.000
X 0.000 0.000
W 0.000 0.000 0.000
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000 0.000 1.000 0.000 0.000
C#2 0.000 0.000 1.500 0.000 0.000
F 0.000 0.000 0.000 0.000 0.800
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000
C#2 0.000 0.000
F 0.000 0.000 0.500
X 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.500
STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS 2
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U6 X W
________ ________ ________
0.000 0.000 0.000
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0.000 0.000 0.000 0.000 0.000
U2 0.000 0.000 0.000 0.000 0.000
U3 0.000 0.000 0.000 0.000 0.000
U4 0.000 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
X 0.000 0.000 0.000 1.000 0.000
W 0.000 0.000 0.000 0.000 1.000
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
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
THETA
U6 X W
________ ________ ________
U6 0.000
X 0.000 0.000
W 0.000 0.000 0.000
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000 0.000 1.000 0.000 0.000
C#2 0.000 0.000 1.500 0.000 0.000
F 0.000 0.000 0.000 0.000 0.800
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000
C#2 0.000 0.000
F 0.000 0.000 0.500
X 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.500
STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS 3
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U6 X W
________ ________ ________
0.000 0.000 0.000
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0.000 0.000 0.000 0.000 0.000
U2 0.000 0.000 0.000 0.000 0.000
U3 0.000 0.000 0.000 0.000 0.000
U4 0.000 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
X 0.000 0.000 0.000 1.000 0.000
W 0.000 0.000 0.000 0.000 1.000
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
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
THETA
U6 X W
________ ________ ________
U6 0.000
X 0.000 0.000
W 0.000 0.000 0.000
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000 0.000 1.000 0.000 0.000
C#2 0.000 0.000 1.500 0.000 0.000
F 0.000 0.000 0.000 0.000 0.800
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000
C#2 0.000 0.000
F 0.000 0.000 0.500
X 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.500
STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART (WITHIN)
TAU(U) FOR LATENT CLASS 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 1
U6$1
________
0.000
TAU(U) FOR LATENT CLASS 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 2
U6$1
________
0.000
TAU(U) FOR LATENT CLASS 3
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 3
U6$1
________
0.000
STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART (BETWEEN)
TAU(U) FOR LATENT CLASS 1
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
-1.000 -1.000 -1.000 -1.000 -1.000
TAU(U) FOR LATENT CLASS 1
U6$1
________
-1.000
TAU(U) FOR LATENT CLASS 2
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
-1.000 -1.000 -1.000 1.000 1.000
TAU(U) FOR LATENT CLASS 2
U6$1
________
1.000
TAU(U) FOR LATENT CLASS 3
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
1.000 1.000 1.000 1.000 1.000
TAU(U) FOR LATENT CLASS 3
U6$1
________
1.000
STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART
ALPHA(C)
C#1 C#2 C#3
________ ________ ________
0.000 0.000 0.000
GAMMA(C)
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000 0.000 0.000 1.000 0.000
C#2 0.000 0.000 0.000 2.000 0.000
C#3 0.000 0.000 0.000 0.000 0.000
POPULATION VALUES FOR WITHIN LEVEL, LATENT CLASS 1
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U6 X W
________ ________ ________
0.000 0.000 0.000
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0.000 0.000 0.000 0.000 0.000
U2 0.000 0.000 0.000 0.000 0.000
U3 0.000 0.000 0.000 0.000 0.000
U4 0.000 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
X 0.000 0.000 0.000 1.000 0.000
W 0.000 0.000 0.000 0.000 1.000
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
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
THETA
U6 X W
________ ________ ________
U6 0.000
X 0.000 0.000
W 0.000 0.000 0.000
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000 0.000 0.000 0.000 0.000
C#2 0.000 0.000 0.000 0.000 0.000
F 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000
C#2 0.000 0.000
F 0.000 0.000 0.000
X 0.000 0.000 0.000 1.000
W 0.000 0.000 0.000 0.000 0.000
POPULATION VALUES FOR WITHIN LEVEL, LATENT CLASS 2
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U6 X W
________ ________ ________
0.000 0.000 0.000
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0.000 0.000 0.000 0.000 0.000
U2 0.000 0.000 0.000 0.000 0.000
U3 0.000 0.000 0.000 0.000 0.000
U4 0.000 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
X 0.000 0.000 0.000 1.000 0.000
W 0.000 0.000 0.000 0.000 1.000
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
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
THETA
U6 X W
________ ________ ________
U6 0.000
X 0.000 0.000
W 0.000 0.000 0.000
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000 0.000 0.000 0.000 0.000
C#2 0.000 0.000 0.000 0.000 0.000
F 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000
C#2 0.000 0.000
F 0.000 0.000 0.000
X 0.000 0.000 0.000 1.000
W 0.000 0.000 0.000 0.000 0.000
POPULATION VALUES FOR WITHIN LEVEL, LATENT CLASS 3
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U6 X W
________ ________ ________
0.000 0.000 0.000
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0.000 0.000 0.000 0.000 0.000
U2 0.000 0.000 0.000 0.000 0.000
U3 0.000 0.000 0.000 0.000 0.000
U4 0.000 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
X 0.000 0.000 0.000 1.000 0.000
W 0.000 0.000 0.000 0.000 1.000
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
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
THETA
U6 X W
________ ________ ________
U6 0.000
X 0.000 0.000
W 0.000 0.000 0.000
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000 0.000 0.000 0.000 0.000
C#2 0.000 0.000 0.000 0.000 0.000
F 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000
C#2 0.000 0.000
F 0.000 0.000 0.000
X 0.000 0.000 0.000 1.000
W 0.000 0.000 0.000 0.000 0.000
POPULATION VALUES FOR BETWEEN LEVEL, LATENT CLASS 1
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U6 X W
________ ________ ________
0.000 0.000 0.000
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0.000 0.000 0.000 0.000 0.000
U2 0.000 0.000 0.000 0.000 0.000
U3 0.000 0.000 0.000 0.000 0.000
U4 0.000 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
X 0.000 0.000 0.000 1.000 0.000
W 0.000 0.000 0.000 0.000 1.000
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
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
THETA
U6 X W
________ ________ ________
U6 0.000
X 0.000 0.000
W 0.000 0.000 0.000
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000 0.000 1.000 0.000 0.000
C#2 0.000 0.000 1.500 0.000 0.000
F 0.000 0.000 0.000 0.000 0.800
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000
C#2 0.000 0.000
F 0.000 0.000 0.500
X 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 1.000
POPULATION VALUES FOR BETWEEN LEVEL, LATENT CLASS 2
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U6 X W
________ ________ ________
0.000 0.000 0.000
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0.000 0.000 0.000 0.000 0.000
U2 0.000 0.000 0.000 0.000 0.000
U3 0.000 0.000 0.000 0.000 0.000
U4 0.000 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
X 0.000 0.000 0.000 1.000 0.000
W 0.000 0.000 0.000 0.000 1.000
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
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
THETA
U6 X W
________ ________ ________
U6 0.000
X 0.000 0.000
W 0.000 0.000 0.000
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000 0.000 1.000 0.000 0.000
C#2 0.000 0.000 1.500 0.000 0.000
F 0.000 0.000 0.000 0.000 0.800
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000
C#2 0.000 0.000
F 0.000 0.000 0.500
X 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 1.000
POPULATION VALUES FOR BETWEEN LEVEL, LATENT CLASS 3
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U6 X W
________ ________ ________
0.000 0.000 0.000
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0.000 0.000 0.000 0.000 0.000
U2 0.000 0.000 0.000 0.000 0.000
U3 0.000 0.000 0.000 0.000 0.000
U4 0.000 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
X 0.000 0.000 0.000 1.000 0.000
W 0.000 0.000 0.000 0.000 1.000
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
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
THETA
U6 X W
________ ________ ________
U6 0.000
X 0.000 0.000
W 0.000 0.000 0.000
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000 0.000 1.000 0.000 0.000
C#2 0.000 0.000 1.500 0.000 0.000
F 0.000 0.000 0.000 0.000 0.800
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000
C#2 0.000 0.000
F 0.000 0.000 0.500
X 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 1.000
POPULATION VALUES FOR LATENT CLASS INDICATOR MODEL PART (WITHIN)
TAU(U) FOR LATENT CLASS 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 1
U6$1
________
0.000
TAU(U) FOR LATENT CLASS 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 2
U6$1
________
0.000
TAU(U) FOR LATENT CLASS 3
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 3
U6$1
________
0.000
POPULATION VALUES FOR LATENT CLASS INDICATOR MODEL PART (BETWEEN)
TAU(U) FOR LATENT CLASS 1
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
-1.000 -1.000 -1.000 -1.000 -1.000
TAU(U) FOR LATENT CLASS 1
U6$1
________
-1.000
TAU(U) FOR LATENT CLASS 2
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
-1.000 -1.000 -1.000 1.000 1.000
TAU(U) FOR LATENT CLASS 2
U6$1
________
1.000
TAU(U) FOR LATENT CLASS 3
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
1.000 1.000 1.000 1.000 1.000
TAU(U) FOR LATENT CLASS 3
U6$1
________
1.000
POPULATION VALUES FOR LATENT CLASS REGRESSION MODEL PART
ALPHA(C)
C#1 C#2 C#3
________ ________ ________
0.000 0.000 0.000
GAMMA(C)
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000 0.000 0.000 1.000 0.000
C#2 0.000 0.000 0.000 2.000 0.000
C#3 0.000 0.000 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 -0.38948672D+04 0.0000000 0.0000000 EM
2 -0.38903634D+04 4.5037231 0.0011563 FS
3 -0.38890293D+04 1.3341230 0.0003429 EM
4 -0.38887112D+04 0.3181447 0.0000818 EM
5 -0.38885737D+04 0.1374626 0.0000353 EM
6 -0.38884991D+04 0.0746056 0.0000192 EM
7 -0.38884515D+04 0.0476308 0.0000122 EM
8 -0.38884172D+04 0.0342440 0.0000088 EM
9 -0.38883904D+04 0.0267807 0.0000069 EM
10 -0.38883683D+04 0.0221961 0.0000057 EM
11 -0.38883491D+04 0.0191418 0.0000049 EM
12 -0.38883321D+04 0.0169646 0.0000044 EM
13 -0.38883168D+04 0.0153214 0.0000039 EM
14 -0.38883028D+04 0.0140223 0.0000036 EM
15 -0.38882898D+04 0.0129548 0.0000033 EM
16 -0.38882778D+04 0.0120497 0.0000031 EM
17 -0.38882665D+04 0.0112629 0.0000029 EM
18 -0.38882560D+04 0.0105654 0.0000027 EM
19 -0.38882460D+04 0.0099377 0.0000026 EM
20 -0.38882367D+04 0.0093662 0.0000024 EM
21 -0.38882278D+04 0.0088412 0.0000023 EM
22 -0.38882195D+04 0.0083555 0.0000021 EM
23 -0.38882116D+04 0.0079039 0.0000020 EM
24 -0.38882041D+04 0.0074822 0.0000019 EM
25 -0.38881970D+04 0.0070871 0.0000018 EM
26 -0.38881903D+04 0.0067161 0.0000017 EM
27 -0.38881839D+04 0.0063670 0.0000016 EM
28 -0.38881779D+04 0.0060379 0.0000016 EM
29 -0.38881721D+04 0.0057273 0.0000015 EM
30 -0.38881667D+04 0.0054338 0.0000014 EM
31 -0.38881616D+04 0.0051563 0.0000013 EM
32 -0.38881567D+04 0.0048936 0.0000013 EM
33 -0.38881520D+04 0.0046449 0.0000012 EM
34 -0.38881476D+04 0.0044092 0.0000011 EM
35 -0.38881434D+04 0.0041859 0.0000011 EM
36 -0.38881394D+04 0.0039741 0.0000010 EM
37 -0.38881357D+04 0.0037732 0.0000010 EM
38 -0.38881321D+04 0.0035826 0.0000009 EM
39 -0.38881287D+04 0.0034018 0.0000009 EM
40 -0.38881255D+04 0.0032301 0.0000008 EM
41 -0.38881224D+04 0.0030672 0.0000008 EM
42 -0.38881195D+04 0.0029125 0.0000007 EM
43 -0.38881167D+04 0.0027657 0.0000007 EM
44 -0.38881141D+04 0.0026262 0.0000007 EM
45 -0.38881116D+04 0.0024938 0.0000006 EM
46 -0.38881092D+04 0.0023681 0.0000006 EM
47 -0.38881070D+04 0.0022487 0.0000006 EM
48 -0.38881048D+04 0.0021353 0.0000005 EM
49 -0.38881028D+04 0.0020276 0.0000005 EM
50 -0.38881009D+04 0.0019254 0.0000005 EM
51 -0.38880991D+04 0.0018282 0.0000005 EM
52 -0.38880973D+04 0.0017360 0.0000004 EM
53 -0.38880957D+04 0.0016484 0.0000004 EM
54 -0.38880941D+04 0.0015652 0.0000004 EM
55 -0.38880926D+04 0.0014862 0.0000004 EM
56 -0.38880912D+04 0.0014112 0.0000004 EM
57 -0.38880899D+04 0.0013400 0.0000003 EM
58 -0.38880886D+04 0.0012723 0.0000003 EM
59 -0.38880874D+04 0.0012081 0.0000003 EM
60 -0.38880734D+04 0.0139971 0.0000036 QN
61 -0.38880699D+04 0.0035026 0.0000009 EM
62 -0.38880688D+04 0.0010455 0.0000003 EM
63 -0.38880683D+04 0.0005616 0.0000001 EM
TECHNICAL 9 OUTPUT
Error messages for each replication (if any)
SAVEDATA INFORMATION
Order of variables
U1
U2
U3
U4
U5
U6
X
W
C
CLUSTER
Save file
ex10.6.dat
Save file format Free
Save file record length 10000
Beginning Time: 22:20:22
Ending Time: 22:20:24
Elapsed Time: 00:00:02
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