Mplus VERSION 8.8
MUTHEN & MUTHEN
04/19/2022 11:04 PM
INPUT INSTRUCTIONS
TITLE: this is an example of a two-level GMM for
a continuous outcome (three-level analysis)
DATA: FILE IS ex10.9.dat;
VARIABLE: NAMES ARE y1-y4 x w class clus;
USEVARIABLES = y1-y4 x w;
CLASSES = c (2);
WITHIN = x;
BETWEEN = w;
CLUSTER = clus;
ANALYSIS: TYPE = TWOLEVEL MIXTURE;
STARTS = 0;
MODEL:
%WITHIN%
%OVERALL%
iw sw | y1@0 y2@1 y3@2 y4@3;
iw sw ON x;
c ON x;
%BETWEEN%
%OVERALL%
ib sb | y1@0 y2@1 y3@2 y4@3;
y1-y4@0;
ib sb ON w;
sb@0;
c#1 ON w;
c#1*1;
%c#1%
[ib sb];
%c#2%
[ib*3 sb*1];
OUTPUT: TECH1 TECH8;
*** WARNING in MODEL command
All continuous latent variable covariances involving SB on the between level
have been fixed to 0 because the variance of SB is fixed at 0.
1 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS
this is an example of a two-level GMM for
a continuous outcome (three-level analysis)
SUMMARY OF ANALYSIS
Number of groups 1
Number of observations 1000
Number of dependent variables 4
Number of independent variables 2
Number of continuous latent variables 4
Number of categorical latent variables 1
Observed dependent variables
Continuous
Y1 Y2 Y3 Y4
Observed independent variables
X W
Continuous latent variables
IW SW IB SB
Categorical latent variables
C
Variables with special functions
Cluster variable CLUS
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 2
Adaptive quadrature ON
Cholesky OFF
Input data file(s)
ex10.9.dat
Input data format FREE
SUMMARY OF DATA
Number of clusters 110
UNIVARIATE SAMPLE STATISTICS
UNIVARIATE HIGHER-ORDER MOMENT DESCRIPTIVE STATISTICS
Variable/ Mean/ Skewness/ Minimum/ % with Percentiles
Sample Size Variance Kurtosis Maximum Min/Max 20%/60% 40%/80% Median
Y1 1.528 -0.007 -3.897 0.10% -0.164 1.081 1.509
1000.000 3.737 -0.360 6.740 0.10% 2.058 3.134
Y2 2.157 0.053 -4.459 0.10% 0.015 1.567 2.213
1000.000 5.572 -0.331 8.772 0.10% 2.821 4.175
Y3 2.877 0.070 -5.036 0.10% 0.253 2.077 2.954
1000.000 9.248 -0.283 12.221 0.10% 3.693 5.483
Y4 3.619 0.096 -6.858 0.10% 0.246 2.577 3.640
1000.000 14.768 -0.131 15.351 0.10% 4.554 6.832
X -0.027 0.048 -3.064 0.10% -0.839 -0.303 -0.047
1000.000 0.982 -0.155 2.808 0.10% 0.220 0.810
W -0.135 -0.034 -2.574 0.91% -0.859 -0.308 -0.093
110.000 0.812 0.233 2.084 0.91% 0.135 0.481
THE MODEL ESTIMATION TERMINATED NORMALLY
MODEL FIT INFORMATION
Number of Free Parameters 20
Loglikelihood
H0 Value -5919.509
H0 Scaling Correction Factor 0.9951
for MLR
Information Criteria
Akaike (AIC) 11879.018
Bayesian (BIC) 11977.173
Sample-Size Adjusted BIC 11913.652
(n* = (n + 2) / 24)
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON ESTIMATED POSTERIOR PROBABILITIES
Latent
Classes
1 475.75623 0.47576
2 524.24377 0.52424
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP
Class Counts and Proportions
Latent
Classes
1 478 0.47800
2 522 0.52200
CLASSIFICATION QUALITY
Entropy 0.797
Average Latent Class Probabilities for Most Likely Latent Class Membership (Row)
by Latent Class (Column)
1 2
1 0.940 0.060
2 0.051 0.949
Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2
1 0.944 0.056
2 0.055 0.945
Logits for the Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2
1 2.826 0.000
2 -2.843 0.000
MODEL RESULTS
Two-Tailed
Estimate S.E. Est./S.E. P-Value
Within Level
Latent Class 1
IW |
Y1 1.000 0.000 999.000 999.000
Y2 1.000 0.000 999.000 999.000
Y3 1.000 0.000 999.000 999.000
Y4 1.000 0.000 999.000 999.000
SW |
Y1 0.000 0.000 999.000 999.000
Y2 1.000 0.000 999.000 999.000
Y3 2.000 0.000 999.000 999.000
Y4 3.000 0.000 999.000 999.000
IW ON
X 1.024 0.045 22.553 0.000
SW ON
X 0.706 0.026 26.809 0.000
SW WITH
IW -0.032 0.036 -0.899 0.369
Residual Variances
Y1 0.262 0.036 7.262 0.000
Y2 0.286 0.019 14.879 0.000
Y3 0.207 0.019 11.182 0.000
Y4 0.313 0.041 7.652 0.000
IW 0.912 0.090 10.125 0.000
SW 0.366 0.020 18.525 0.000
Latent Class 2
IW |
Y1 1.000 0.000 999.000 999.000
Y2 1.000 0.000 999.000 999.000
Y3 1.000 0.000 999.000 999.000
Y4 1.000 0.000 999.000 999.000
SW |
Y1 0.000 0.000 999.000 999.000
Y2 1.000 0.000 999.000 999.000
Y3 2.000 0.000 999.000 999.000
Y4 3.000 0.000 999.000 999.000
IW ON
X 1.024 0.045 22.553 0.000
SW ON
X 0.706 0.026 26.809 0.000
SW WITH
IW -0.032 0.036 -0.899 0.369
Residual Variances
Y1 0.262 0.036 7.262 0.000
Y2 0.286 0.019 14.879 0.000
Y3 0.207 0.019 11.182 0.000
Y4 0.313 0.041 7.652 0.000
IW 0.912 0.090 10.125 0.000
SW 0.366 0.020 18.525 0.000
Between Level
Latent Class 1
IB |
Y1 1.000 0.000 999.000 999.000
Y2 1.000 0.000 999.000 999.000
Y3 1.000 0.000 999.000 999.000
Y4 1.000 0.000 999.000 999.000
SB |
Y1 0.000 0.000 999.000 999.000
Y2 1.000 0.000 999.000 999.000
Y3 2.000 0.000 999.000 999.000
Y4 3.000 0.000 999.000 999.000
IB ON
W 0.508 0.081 6.267 0.000
SB ON
W 0.285 0.019 14.745 0.000
Intercepts
Y1 0.000 0.000 999.000 999.000
Y2 0.000 0.000 999.000 999.000
Y3 0.000 0.000 999.000 999.000
Y4 0.000 0.000 999.000 999.000
IB -0.004 0.100 -0.039 0.969
SB 0.503 0.040 12.448 0.000
Residual Variances
Y1 0.000 0.000 999.000 999.000
Y2 0.000 0.000 999.000 999.000
Y3 0.000 0.000 999.000 999.000
Y4 0.000 0.000 999.000 999.000
IB 0.450 0.112 4.013 0.000
SB 0.000 0.000 999.000 999.000
Latent Class 2
IB |
Y1 1.000 0.000 999.000 999.000
Y2 1.000 0.000 999.000 999.000
Y3 1.000 0.000 999.000 999.000
Y4 1.000 0.000 999.000 999.000
SB |
Y1 0.000 0.000 999.000 999.000
Y2 1.000 0.000 999.000 999.000
Y3 2.000 0.000 999.000 999.000
Y4 3.000 0.000 999.000 999.000
IB ON
W 0.508 0.081 6.267 0.000
SB ON
W 0.285 0.019 14.745 0.000
Intercepts
Y1 0.000 0.000 999.000 999.000
Y2 0.000 0.000 999.000 999.000
Y3 0.000 0.000 999.000 999.000
Y4 0.000 0.000 999.000 999.000
IB 3.064 0.089 34.466 0.000
SB 0.996 0.036 27.301 0.000
Residual Variances
Y1 0.000 0.000 999.000 999.000
Y2 0.000 0.000 999.000 999.000
Y3 0.000 0.000 999.000 999.000
Y4 0.000 0.000 999.000 999.000
IB 0.450 0.112 4.013 0.000
SB 0.000 0.000 999.000 999.000
Categorical Latent Variables
Within Level
C#1 ON
X 1.059 0.127 8.318 0.000
Intercepts
C#1 0.046 0.161 0.289 0.772
Between Level
C#1 ON
W 1.035 0.205 5.057 0.000
Residual Variances
C#1 1.336 0.389 3.431 0.001
QUALITY OF NUMERICAL RESULTS
Condition Number for the Information Matrix 0.491E-04
(ratio of smallest to largest eigenvalue)
LOGISTIC REGRESSION ODDS RATIO RESULTS
95% C.I.
Estimate S.E. Lower 2.5% Upper 2.5%
Categorical Latent Variables
Within Level
C#1 ON
X 2.884 0.367 2.247 3.702
Between Level
TECHNICAL 1 OUTPUT
PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS 1
NU
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
0 0 0 0 0
NU
W
________
0
LAMBDA
IW SW C#1 IB SB
________ ________ ________ ________ ________
Y1 0 0 0 0 0
Y2 0 0 0 0 0
Y3 0 0 0 0 0
Y4 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
LAMBDA
X W
________ ________
Y1 0 0
Y2 0 0
Y3 0 0
Y4 0 0
X 0 0
W 0 0
THETA
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
Y1 1
Y2 0 2
Y3 0 0 3
Y4 0 0 0 4
X 0 0 0 0 0
W 0 0 0 0 0
THETA
W
________
W 0
ALPHA
IW SW C#1 IB SB
________ ________ ________ ________ ________
0 0 0 0 0
ALPHA
X W
________ ________
0 0
BETA
IW SW C#1 IB SB
________ ________ ________ ________ ________
IW 0 0 0 0 0
SW 0 0 0 0 0
C#1 0 0 0 0 0
IB 0 0 0 0 0
SB 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
BETA
X W
________ ________
IW 5 0
SW 6 0
C#1 0 0
IB 0 0
SB 0 0
X 0 0
W 0 0
PSI
IW SW C#1 IB SB
________ ________ ________ ________ ________
IW 7
SW 8 9
C#1 0 0 0
IB 0 0 0 0
SB 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
PSI
X W
________ ________
X 0
W 0 0
PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS 2
NU
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
0 0 0 0 0
NU
W
________
0
LAMBDA
IW SW C#1 IB SB
________ ________ ________ ________ ________
Y1 0 0 0 0 0
Y2 0 0 0 0 0
Y3 0 0 0 0 0
Y4 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
LAMBDA
X W
________ ________
Y1 0 0
Y2 0 0
Y3 0 0
Y4 0 0
X 0 0
W 0 0
THETA
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
Y1 1
Y2 0 2
Y3 0 0 3
Y4 0 0 0 4
X 0 0 0 0 0
W 0 0 0 0 0
THETA
W
________
W 0
ALPHA
IW SW C#1 IB SB
________ ________ ________ ________ ________
0 0 0 0 0
ALPHA
X W
________ ________
0 0
BETA
IW SW C#1 IB SB
________ ________ ________ ________ ________
IW 0 0 0 0 0
SW 0 0 0 0 0
C#1 0 0 0 0 0
IB 0 0 0 0 0
SB 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
BETA
X W
________ ________
IW 5 0
SW 6 0
C#1 0 0
IB 0 0
SB 0 0
X 0 0
W 0 0
PSI
IW SW C#1 IB SB
________ ________ ________ ________ ________
IW 7
SW 8 9
C#1 0 0 0
IB 0 0 0 0
SB 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
PSI
X W
________ ________
X 0
W 0 0
PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS 1
NU
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
0 0 0 0 0
NU
W
________
0
LAMBDA
IW SW C#1 IB SB
________ ________ ________ ________ ________
Y1 0 0 0 0 0
Y2 0 0 0 0 0
Y3 0 0 0 0 0
Y4 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
LAMBDA
X W
________ ________
Y1 0 0
Y2 0 0
Y3 0 0
Y4 0 0
X 0 0
W 0 0
THETA
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
Y1 0
Y2 0 0
Y3 0 0 0
Y4 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
THETA
W
________
W 0
ALPHA
IW SW C#1 IB SB
________ ________ ________ ________ ________
0 0 0 10 11
ALPHA
X W
________ ________
0 0
BETA
IW SW C#1 IB SB
________ ________ ________ ________ ________
IW 0 0 0 0 0
SW 0 0 0 0 0
C#1 0 0 0 0 0
IB 0 0 0 0 0
SB 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
BETA
X W
________ ________
IW 0 0
SW 0 0
C#1 0 12
IB 0 13
SB 0 14
X 0 0
W 0 0
PSI
IW SW C#1 IB SB
________ ________ ________ ________ ________
IW 0
SW 0 0
C#1 0 0 15
IB 0 0 0 16
SB 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
PSI
X W
________ ________
X 0
W 0 0
PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS 2
NU
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
0 0 0 0 0
NU
W
________
0
LAMBDA
IW SW C#1 IB SB
________ ________ ________ ________ ________
Y1 0 0 0 0 0
Y2 0 0 0 0 0
Y3 0 0 0 0 0
Y4 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
LAMBDA
X W
________ ________
Y1 0 0
Y2 0 0
Y3 0 0
Y4 0 0
X 0 0
W 0 0
THETA
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
Y1 0
Y2 0 0
Y3 0 0 0
Y4 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
THETA
W
________
W 0
ALPHA
IW SW C#1 IB SB
________ ________ ________ ________ ________
0 0 0 17 18
ALPHA
X W
________ ________
0 0
BETA
IW SW C#1 IB SB
________ ________ ________ ________ ________
IW 0 0 0 0 0
SW 0 0 0 0 0
C#1 0 0 0 0 0
IB 0 0 0 0 0
SB 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
BETA
X W
________ ________
IW 0 0
SW 0 0
C#1 0 12
IB 0 13
SB 0 14
X 0 0
W 0 0
PSI
IW SW C#1 IB SB
________ ________ ________ ________ ________
IW 0
SW 0 0
C#1 0 0 15
IB 0 0 0 16
SB 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
PSI
X W
________ ________
X 0
W 0 0
PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART
ALPHA(C)
C#1 C#2
________ ________
19 0
GAMMA(C)
IW SW C#1 IB SB
________ ________ ________ ________ ________
C#1 0 0 0 0 0
C#2 0 0 0 0 0
GAMMA(C)
X W
________ ________
C#1 20 0
C#2 0 0
STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS 1
NU
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
W
________
0.000
LAMBDA
IW SW C#1 IB SB
________ ________ ________ ________ ________
Y1 1.000 0.000 0.000 0.000 0.000
Y2 1.000 1.000 0.000 0.000 0.000
Y3 1.000 2.000 0.000 0.000 0.000
Y4 1.000 3.000 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
LAMBDA
X W
________ ________
Y1 0.000 0.000
Y2 0.000 0.000
Y3 0.000 0.000
Y4 0.000 0.000
X 1.000 0.000
W 0.000 1.000
THETA
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
Y1 1.869
Y2 0.000 2.786
Y3 0.000 0.000 4.624
Y4 0.000 0.000 0.000 7.384
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
THETA
W
________
W 0.000
ALPHA
IW SW C#1 IB SB
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
ALPHA
X W
________ ________
0.000 0.000
BETA
IW SW C#1 IB SB
________ ________ ________ ________ ________
IW 0.000 0.000 0.000 0.000 0.000
SW 0.000 0.000 0.000 0.000 0.000
C#1 0.000 0.000 0.000 0.000 0.000
IB 0.000 0.000 0.000 0.000 0.000
SB 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
BETA
X W
________ ________
IW 0.000 0.000
SW 0.000 0.000
C#1 0.000 0.000
IB 0.000 0.000
SB 0.000 0.000
X 0.000 0.000
W 0.000 0.000
PSI
IW SW C#1 IB SB
________ ________ ________ ________ ________
IW 0.050
SW 0.000 0.050
C#1 0.000 0.000 0.000
IB 0.000 0.000 0.000 0.000
SB 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
X W
________ ________
X 0.491
W 0.000 0.000
STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS 2
NU
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
W
________
0.000
LAMBDA
IW SW C#1 IB SB
________ ________ ________ ________ ________
Y1 1.000 0.000 0.000 0.000 0.000
Y2 1.000 1.000 0.000 0.000 0.000
Y3 1.000 2.000 0.000 0.000 0.000
Y4 1.000 3.000 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
LAMBDA
X W
________ ________
Y1 0.000 0.000
Y2 0.000 0.000
Y3 0.000 0.000
Y4 0.000 0.000
X 1.000 0.000
W 0.000 1.000
THETA
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
Y1 1.869
Y2 0.000 2.786
Y3 0.000 0.000 4.624
Y4 0.000 0.000 0.000 7.384
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
THETA
W
________
W 0.000
ALPHA
IW SW C#1 IB SB
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
ALPHA
X W
________ ________
0.000 0.000
BETA
IW SW C#1 IB SB
________ ________ ________ ________ ________
IW 0.000 0.000 0.000 0.000 0.000
SW 0.000 0.000 0.000 0.000 0.000
C#1 0.000 0.000 0.000 0.000 0.000
IB 0.000 0.000 0.000 0.000 0.000
SB 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
BETA
X W
________ ________
IW 0.000 0.000
SW 0.000 0.000
C#1 0.000 0.000
IB 0.000 0.000
SB 0.000 0.000
X 0.000 0.000
W 0.000 0.000
PSI
IW SW C#1 IB SB
________ ________ ________ ________ ________
IW 0.050
SW 0.000 0.050
C#1 0.000 0.000 0.000
IB 0.000 0.000 0.000 0.000
SB 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
X W
________ ________
X 0.491
W 0.000 0.000
STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS 1
NU
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
W
________
0.000
LAMBDA
IW SW C#1 IB SB
________ ________ ________ ________ ________
Y1 0.000 0.000 0.000 1.000 0.000
Y2 0.000 0.000 0.000 1.000 1.000
Y3 0.000 0.000 0.000 1.000 2.000
Y4 0.000 0.000 0.000 1.000 3.000
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
LAMBDA
X W
________ ________
Y1 0.000 0.000
Y2 0.000 0.000
Y3 0.000 0.000
Y4 0.000 0.000
X 1.000 0.000
W 0.000 1.000
THETA
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
Y1 0.000
Y2 0.000 0.000
Y3 0.000 0.000 0.000
Y4 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
W
________
W 0.000
ALPHA
IW SW C#1 IB SB
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
ALPHA
X W
________ ________
0.000 0.000
BETA
IW SW C#1 IB SB
________ ________ ________ ________ ________
IW 0.000 0.000 0.000 0.000 0.000
SW 0.000 0.000 0.000 0.000 0.000
C#1 0.000 0.000 0.000 0.000 0.000
IB 0.000 0.000 0.000 0.000 0.000
SB 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
BETA
X W
________ ________
IW 0.000 0.000
SW 0.000 0.000
C#1 0.000 0.000
IB 0.000 0.000
SB 0.000 0.000
X 0.000 0.000
W 0.000 0.000
PSI
IW SW C#1 IB SB
________ ________ ________ ________ ________
IW 0.000
SW 0.000 0.000
C#1 0.000 0.000 1.000
IB 0.000 0.000 0.000 0.050
SB 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
X W
________ ________
X 0.000
W 0.000 0.411
STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS 2
NU
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
W
________
0.000
LAMBDA
IW SW C#1 IB SB
________ ________ ________ ________ ________
Y1 0.000 0.000 0.000 1.000 0.000
Y2 0.000 0.000 0.000 1.000 1.000
Y3 0.000 0.000 0.000 1.000 2.000
Y4 0.000 0.000 0.000 1.000 3.000
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
LAMBDA
X W
________ ________
Y1 0.000 0.000
Y2 0.000 0.000
Y3 0.000 0.000
Y4 0.000 0.000
X 1.000 0.000
W 0.000 1.000
THETA
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
Y1 0.000
Y2 0.000 0.000
Y3 0.000 0.000 0.000
Y4 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
W
________
W 0.000
ALPHA
IW SW C#1 IB SB
________ ________ ________ ________ ________
0.000 0.000 0.000 3.000 1.000
ALPHA
X W
________ ________
0.000 0.000
BETA
IW SW C#1 IB SB
________ ________ ________ ________ ________
IW 0.000 0.000 0.000 0.000 0.000
SW 0.000 0.000 0.000 0.000 0.000
C#1 0.000 0.000 0.000 0.000 0.000
IB 0.000 0.000 0.000 0.000 0.000
SB 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
BETA
X W
________ ________
IW 0.000 0.000
SW 0.000 0.000
C#1 0.000 0.000
IB 0.000 0.000
SB 0.000 0.000
X 0.000 0.000
W 0.000 0.000
PSI
IW SW C#1 IB SB
________ ________ ________ ________ ________
IW 0.000
SW 0.000 0.000
C#1 0.000 0.000 1.000
IB 0.000 0.000 0.000 0.050
SB 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
X W
________ ________
X 0.000
W 0.000 0.411
STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART
ALPHA(C)
C#1 C#2
________ ________
0.000 0.000
GAMMA(C)
IW SW C#1 IB SB
________ ________ ________ ________ ________
C#1 0.000 0.000 0.000 0.000 0.000
C#2 0.000 0.000 0.000 0.000 0.000
GAMMA(C)
X W
________ ________
C#1 0.000 0.000
C#2 0.000 0.000
TECHNICAL 8 OUTPUT
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.84240468D+04 0.0000000 0.0000000 EM
2 -0.60276261D+04 2396.4206835 0.2844738 EM
3 -0.60062356D+04 21.3904846 0.0035487 EM
4 -0.59992805D+04 6.9551391 0.0011580 EM
5 -0.59955842D+04 3.6962966 0.0006161 EM
6 -0.59931415D+04 2.4426205 0.0004074 EM
7 -0.59913271D+04 1.8144231 0.0003027 EM
8 -0.59898997D+04 1.4273851 0.0002382 EM
9 -0.59887490D+04 1.1507598 0.0001921 EM
10 -0.59878137D+04 0.9352887 0.0001562 EM
11 -0.59870514D+04 0.7622965 0.0001273 EM
12 -0.59864264D+04 0.6250073 0.0001044 EM
13 -0.59859054D+04 0.5209485 0.0000870 EM
14 -0.59854570D+04 0.4484579 0.0000749 EM
15 -0.59850513D+04 0.4056965 0.0000678 EM
16 -0.59846608D+04 0.3905004 0.0000652 EM
17 -0.59842597D+04 0.4010300 0.0000670 EM
18 -0.59838234D+04 0.4363728 0.0000729 EM
19 -0.59833262D+04 0.4971843 0.0000831 EM
20 -0.59827400D+04 0.5861930 0.0000980 EM
21 -0.59820312D+04 0.7088237 0.0001185 EM
22 -0.59811571D+04 0.8740346 0.0001461 EM
23 -0.59800616D+04 1.0955286 0.0001832 EM
24 -0.59786681D+04 1.3935155 0.0002330 EM
25 -0.59768714D+04 1.7967288 0.0003005 EM
26 -0.59745276D+04 2.3437923 0.0003921 EM
27 -0.59714468D+04 3.0807321 0.0005156 EM
28 -0.59673999D+04 4.0469452 0.0006777 EM
29 -0.59621630D+04 5.2368774 0.0008776 EM
30 -0.59556362D+04 6.5268248 0.0010947 EM
31 -0.59480440D+04 7.5922234 0.0012748 EM
32 -0.59401143D+04 7.9296998 0.0013332 EM
33 -0.59329675D+04 7.1467876 0.0012031 EM
34 -0.59275546D+04 5.4128375 0.0009123 EM
35 -0.59240892D+04 3.4654582 0.0005846 EM
36 -0.59211720D+04 2.9171422 0.0004924 FS
37 -0.59199411D+04 1.2309492 0.0002079 EM
38 -0.59197536D+04 0.1875212 0.0000317 EM
39 -0.59196618D+04 0.0917721 0.0000155 EM
40 -0.59196087D+04 0.0531349 0.0000090 EM
41 -0.59195757D+04 0.0329648 0.0000056 EM
42 -0.59195543D+04 0.0214466 0.0000036 EM
43 -0.59195399D+04 0.0143948 0.0000024 EM
44 -0.59195300D+04 0.0098655 0.0000017 EM
45 -0.59195231D+04 0.0068555 0.0000012 EM
46 -0.59195183D+04 0.0048073 0.0000008 EM
47 -0.59195149D+04 0.0033902 0.0000006 EM
48 -0.59195125D+04 0.0023980 0.0000004 EM
49 -0.59195108D+04 0.0016976 0.0000003 EM
50 -0.59195096D+04 0.0012006 0.0000002 EM
51 -0.59195088D+04 0.0008464 0.0000001 EM
Beginning Time: 23:04:47
Ending Time: 23:04:54
Elapsed Time: 00:00:07
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