Mplus VERSION 8
MUTHEN & MUTHEN
04/10/2017 3:25 AM
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 1.6071 0.0000 0.5067 0.0115 1.000 1.000
F ON
W 0.800 0.8149 0.0000 0.2019 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 0.3370 0.0068 1.000 1.000
U5$1 -1.000 -1.3748 0.0000 0.6347 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 0.3577 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 1.6071 0.0000 0.5067 0.0115 1.000 1.000
F ON
W 0.800 0.8149 0.0000 0.2019 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 0.1739 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 0.2247 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 0.3577 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 1.6071 0.0000 0.5067 0.0115 1.000 1.000
F ON
W 0.800 0.8149 0.0000 0.2019 0.0002 1.000 1.000
Thresholds
U1$1 1.000 0.9195 0.0000 0.1607 0.0065 1.000 1.000
U2$1 1.000 1.0068 0.0000 0.1553 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 0.3577 0.0190 1.000 0.000
Categorical Latent Variables
Within Level
C#1 ON
X 1.000 0.8969 0.0000 0.2189 0.0106 1.000 1.000
C#2 ON
X 2.000 1.8822 0.0000 0.4138 0.0139 1.000 1.000
Intercepts
C#1 0.000 -0.2816 0.0000 0.3094 0.0793 1.000 0.000
C#2 0.000 -0.1151 0.0000 0.3801 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
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.38948672D+04 0.0000000 0.0000000 238.912 357.676 EM
403.412
2 -0.38903634D+04 4.5037231 0.0011563 246.413 324.181 FS
429.406
3 -0.38890293D+04 1.3341230 0.0003429 244.626 327.132 EM
428.242
4 -0.38887112D+04 0.3181447 0.0000818 243.281 328.947 EM
427.772
5 -0.38885737D+04 0.1374626 0.0000353 242.131 330.474 EM
427.395
6 -0.38884991D+04 0.0746056 0.0000192 241.071 331.892 EM
427.037
7 -0.38884515D+04 0.0476308 0.0000122 240.062 333.241 EM
426.696
8 -0.38884172D+04 0.0342440 0.0000088 239.089 334.535 EM
426.377
9 -0.38883904D+04 0.0267807 0.0000069 238.143 335.778 EM
426.079
10 -0.38883683D+04 0.0221961 0.0000057 237.222 336.975 EM
425.802
11 -0.38883491D+04 0.0191418 0.0000049 236.324 338.129 EM
425.546
12 -0.38883321D+04 0.0169646 0.0000044 235.447 339.243 EM
425.310
13 -0.38883168D+04 0.0153214 0.0000039 234.590 340.320 EM
425.091
14 -0.38883028D+04 0.0140223 0.0000036 233.752 341.360 EM
424.889
15 -0.38882898D+04 0.0129548 0.0000033 232.932 342.365 EM
424.703
16 -0.38882778D+04 0.0120497 0.0000031 232.131 343.339 EM
424.531
17 -0.38882665D+04 0.0112629 0.0000029 231.346 344.281 EM
424.373
18 -0.38882560D+04 0.0105654 0.0000027 230.580 345.193 EM
424.227
19 -0.38882460D+04 0.0099377 0.0000026 229.829 346.077 EM
424.093
20 -0.38882367D+04 0.0093662 0.0000024 229.095 346.934 EM
423.971
21 -0.38882278D+04 0.0088412 0.0000023 228.377 347.765 EM
423.858
22 -0.38882195D+04 0.0083555 0.0000021 227.675 348.570 EM
423.754
23 -0.38882116D+04 0.0079039 0.0000020 226.989 349.351 EM
423.660
24 -0.38882041D+04 0.0074822 0.0000019 226.317 350.109 EM
423.573
25 -0.38881970D+04 0.0070871 0.0000018 225.661 350.845 EM
423.494
26 -0.38881903D+04 0.0067161 0.0000017 225.020 351.559 EM
423.421
27 -0.38881839D+04 0.0063670 0.0000016 224.393 352.252 EM
423.355
28 -0.38881779D+04 0.0060379 0.0000016 223.780 352.925 EM
423.295
29 -0.38881721D+04 0.0057273 0.0000015 223.182 353.579 EM
423.239
30 -0.38881667D+04 0.0054338 0.0000014 222.597 354.213 EM
423.189
31 -0.38881616D+04 0.0051563 0.0000013 222.027 354.830 EM
423.143
32 -0.38881567D+04 0.0048936 0.0000013 221.469 355.429 EM
423.101
33 -0.38881520D+04 0.0046449 0.0000012 220.925 356.011 EM
423.063
34 -0.38881476D+04 0.0044092 0.0000011 220.394 356.577 EM
423.029
35 -0.38881434D+04 0.0041859 0.0000011 219.876 357.126 EM
422.997
36 -0.38881394D+04 0.0039741 0.0000010 219.370 357.661 EM
422.969
37 -0.38881357D+04 0.0037732 0.0000010 218.877 358.180 EM
422.943
38 -0.38881321D+04 0.0035826 0.0000009 218.396 358.685 EM
422.920
39 -0.38881287D+04 0.0034018 0.0000009 217.926 359.175 EM
422.899
40 -0.38881255D+04 0.0032301 0.0000008 217.468 359.652 EM
422.879
41 -0.38881224D+04 0.0030672 0.0000008 217.022 360.116 EM
422.862
42 -0.38881195D+04 0.0029125 0.0000007 216.586 360.567 EM
422.847
43 -0.38881167D+04 0.0027657 0.0000007 216.162 361.006 EM
422.833
44 -0.38881141D+04 0.0026262 0.0000007 215.748 361.432 EM
422.820
45 -0.38881116D+04 0.0024938 0.0000006 215.344 361.847 EM
422.809
46 -0.38881092D+04 0.0023681 0.0000006 214.951 362.251 EM
422.799
47 -0.38881070D+04 0.0022487 0.0000006 214.567 362.643 EM
422.790
48 -0.38881048D+04 0.0021353 0.0000005 214.194 363.024 EM
422.782
49 -0.38881028D+04 0.0020276 0.0000005 213.830 363.396 EM
422.775
50 -0.38881009D+04 0.0019254 0.0000005 213.475 363.757 EM
422.769
51 -0.38880991D+04 0.0018282 0.0000005 213.129 364.108 EM
422.763
52 -0.38880973D+04 0.0017360 0.0000004 212.792 364.449 EM
422.759
53 -0.38880957D+04 0.0016484 0.0000004 212.464 364.782 EM
422.755
54 -0.38880941D+04 0.0015652 0.0000004 212.144 365.105 EM
422.751
55 -0.38880926D+04 0.0014862 0.0000004 211.832 365.420 EM
422.748
56 -0.38880912D+04 0.0014112 0.0000004 211.528 365.726 EM
422.746
57 -0.38880899D+04 0.0013400 0.0000003 211.233 366.023 EM
422.744
58 -0.38880886D+04 0.0012723 0.0000003 210.945 366.313 EM
422.742
59 -0.38880874D+04 0.0012081 0.0000003 210.664 366.595 EM
422.741
60 -0.38880734D+04 0.0139971 0.0000036 204.136 373.117 QN
422.748
61 -0.38880699D+04 0.0035026 0.0000009 204.083 373.226 EM
422.691
62 -0.38880688D+04 0.0010455 0.0000003 204.006 373.316 EM
422.677
63 -0.38880683D+04 0.0005616 0.0000001 203.919 373.400 EM
422.681
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: 03:25:35
Ending Time: 03:25:37
Elapsed Time: 00:00:02
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