```Mplus VERSION 8.8
MUTHEN & MUTHEN
04/19/2022  10:20 PM

INPUT INSTRUCTIONS

TITLE:this is an example of a Monte Carlo simulation study for a
two-level mixture regression for a continuous dependent variable
with a between-level categorical latent variable
montecarlo:
names are y x1 x2 w;
nobservations = 1000;
ncsizes = 3;
csizes = 40 (5) 50 (10) 20 (15);
genclasses = cb(2 b);
classes = cb(2);
between = cb w;
within = x1 x2;
seed = 3454367;
nrep = 1;
save = ex10.2.dat;

analysis:
type = twolevel mixture;

model population:

%within%

%overall%

x1-x2*1;
[x1-x2*0];

y on x1*2 x2*1;

y*1;

%cb#1%
y on x1*1 x2*2;

%between%

%overall%

[w@0]; w@1;

cb#1 on w*1;

y on w*.7; y*.5;

[cb#1*0];

[y*1];

%cb#1%

[y*2.4];

model:

%within%

%overall%

y on x1*2 x2*1;

y*1;

%cb#1%
y on x1*1 x2*2;

%between%

%overall%

cb#1 on w*1;

y on w*.7; y*.5;

[cb#1*0];

[y*1];

%cb#1%

[y*2.4];

output:
tech8 tech9;

this is an example of a Monte Carlo simulation study for a
two-level mixture regression for a continuous dependent variable
with a between-level categorical latent variable

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                                    1
Number of independent variables                                  3
Number of continuous latent variables                            0
Number of categorical latent variables                           1

Observed dependent variables

Continuous
Y

Observed independent variables
X1          X2          W

Categorical latent variables
CB

Variables with special functions

Within variables
X1          X2

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
Cholesky                                                       OFF

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
Y             X1            X2            W
________      ________      ________      ________
1.449        -0.024        -0.055        -0.087

Covariances
Y             X1            X2            W
________      ________      ________      ________
Y              7.878
X1             1.491         1.008
X2             1.415        -0.020         0.961
W              0.951         0.000         0.000         0.943

Correlations
Y             X1            X2            W
________      ________      ________      ________
Y              1.000
X1             0.529         1.000
X2             0.514        -0.021         1.000
W              0.349         0.000         0.000         1.000

MODEL FIT INFORMATION

Number of Free Parameters                       11

Loglikelihood

H0 Value

Mean                             -1574.801
Std Dev                              0.000
Number of successful computations        1

Proportions                   Percentiles
Expected    Observed         Expected       Observed
0.990       0.000        -1574.801      -1574.801
0.980       0.000        -1574.801      -1574.801
0.950       0.000        -1574.801      -1574.801
0.900       0.000        -1574.801      -1574.801
0.800       0.000        -1574.801      -1574.801
0.700       0.000        -1574.801      -1574.801
0.500       0.000        -1574.801      -1574.801
0.300       0.000        -1574.801      -1574.801
0.200       0.000        -1574.801      -1574.801
0.100       0.000        -1574.801      -1574.801
0.050       0.000        -1574.801      -1574.801
0.020       0.000        -1574.801      -1574.801
0.010       0.000        -1574.801      -1574.801

Information Criteria

Akaike (AIC)

Mean                              3171.602
Std Dev                              0.000
Number of successful computations        1

Proportions                   Percentiles
Expected    Observed         Expected       Observed
0.990       0.000         3171.602       3171.602
0.980       0.000         3171.602       3171.602
0.950       0.000         3171.602       3171.602
0.900       0.000         3171.602       3171.602
0.800       0.000         3171.602       3171.602
0.700       0.000         3171.602       3171.602
0.500       0.000         3171.602       3171.602
0.300       0.000         3171.602       3171.602
0.200       0.000         3171.602       3171.602
0.100       0.000         3171.602       3171.602
0.050       0.000         3171.602       3171.602
0.020       0.000         3171.602       3171.602
0.010       0.000         3171.602       3171.602

Bayesian (BIC)

Mean                              3225.587
Std Dev                              0.000
Number of successful computations        1

Proportions                   Percentiles
Expected    Observed         Expected       Observed
0.990       0.000         3225.587       3225.587
0.980       0.000         3225.587       3225.587
0.950       0.000         3225.587       3225.587
0.900       0.000         3225.587       3225.587
0.800       0.000         3225.587       3225.587
0.700       0.000         3225.587       3225.587
0.500       0.000         3225.587       3225.587
0.300       0.000         3225.587       3225.587
0.200       0.000         3225.587       3225.587
0.100       0.000         3225.587       3225.587
0.050       0.000         3225.587       3225.587
0.020       0.000         3225.587       3225.587
0.010       0.000         3225.587       3225.587

Sample-Size Adjusted BIC (n* = (n + 2) / 24)

Mean                              3190.650
Std Dev                              0.000
Number of successful computations        1

Proportions                   Percentiles
Expected    Observed         Expected       Observed
0.990       0.000         3190.650       3190.650
0.980       0.000         3190.650       3190.650
0.950       0.000         3190.650       3190.650
0.900       0.000         3190.650       3190.650
0.800       0.000         3190.650       3190.650
0.700       0.000         3190.650       3190.650
0.500       0.000         3190.650       3190.650
0.300       0.000         3190.650       3190.650
0.200       0.000         3190.650       3190.650
0.100       0.000         3190.650       3190.650
0.050       0.000         3190.650       3190.650
0.020       0.000         3190.650       3190.650
0.010       0.000         3190.650       3190.650

FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON ESTIMATED POSTERIOR PROBABILITIES

Latent
Classes

1        496.48280          0.49648
2        503.51720          0.50352

FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP

Class Counts and Proportions

Latent
Classes

1              500          0.50000
2              500          0.50000

CLASSIFICATION QUALITY

Entropy                         0.929

Average Latent Class Probabilities for Most Likely Latent Class Membership (Row)
by Latent Class (Column)

1        2

1   0.975    0.025
2   0.018    0.982

Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)

1        2

1   0.981    0.019
2   0.025    0.975

Logits for the Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)

1        2

1      3.970    0.000
2     -3.653    0.000

MODEL RESULTS

ESTIMATES              S. E.     M. S. E.  95%  % Sig
Population   Average   Std. Dev.   Average             Cover Coeff

Within Level

Latent Class 1

Y          ON
X1                  1.000     0.9722     0.0000     0.0416     0.0008 1.000 1.000
X2                  2.000     1.9446     0.0000     0.0591     0.0031 1.000 1.000

Residual Variances
Y                   1.000     1.0052     0.0000     0.0461     0.0000 1.000 1.000

Latent Class 2

Y          ON
X1                  2.000     1.9434     0.0000     0.0585     0.0032 1.000 1.000
X2                  1.000     1.0178     0.0000     0.0424     0.0003 1.000 1.000

Residual Variances
Y                   1.000     1.0052     0.0000     0.0461     0.0000 1.000 1.000

Between Level

Latent Class 1

Y          ON
W                   0.700     0.6976     0.0000     0.0754     0.0000 1.000 1.000

Intercepts
Y                   2.400     2.4593     0.0000     0.1147     0.0035 1.000 1.000

Residual Variances
Y                   0.500     0.4977     0.0000     0.0925     0.0000 1.000 1.000

Latent Class 2

Y          ON
W                   0.700     0.6976     0.0000     0.0754     0.0000 1.000 1.000

Intercepts
Y                   1.000     0.8125     0.0000     0.1188     0.0351 1.000 1.000

Residual Variances
Y                   0.500     0.4977     0.0000     0.0925     0.0000 1.000 1.000

Categorical Latent Variables

Within Level

Between Level

CB#1       ON
W                   1.000     0.8209     0.0000     0.2171     0.0321 1.000 1.000

Intercepts
CB#1                0.000    -0.0679     0.0000     0.2171     0.0046 1.000 0.000

QUALITY OF NUMERICAL RESULTS

Average Condition Number for the Information Matrix      0.203E-01
(ratio of smallest to largest eigenvalue)

TECHNICAL 1 OUTPUT

PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS 1

NU
Y             X1            X2            W
________      ________      ________      ________
0             0             0             0

LAMBDA
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
Y                  0             0             0             0             0
X1                 0             0             0             0             0
X2                 0             0             0             0             0
W                  0             0             0             0             0

THETA
Y             X1            X2            W
________      ________      ________      ________
Y                  0
X1                 0             0
X2                 0             0             0
W                  0             0             0             0

ALPHA
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
0             0             0             0             0

BETA
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
CB#1               0             0             0             0             0
Y                  0             0             1             2             0
X1                 0             0             0             0             0
X2                 0             0             0             0             0
W                  0             0             0             0             0

PSI
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
CB#1               0
Y                  0             3
X1                 0             0             0
X2                 0             0             0             0
W                  0             0             0             0             0

PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS 2

NU
Y             X1            X2            W
________      ________      ________      ________
0             0             0             0

LAMBDA
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
Y                  0             0             0             0             0
X1                 0             0             0             0             0
X2                 0             0             0             0             0
W                  0             0             0             0             0

THETA
Y             X1            X2            W
________      ________      ________      ________
Y                  0
X1                 0             0
X2                 0             0             0
W                  0             0             0             0

ALPHA
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
0             0             0             0             0

BETA
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
CB#1               0             0             0             0             0
Y                  0             0             4             5             0
X1                 0             0             0             0             0
X2                 0             0             0             0             0
W                  0             0             0             0             0

PSI
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
CB#1               0
Y                  0             3
X1                 0             0             0
X2                 0             0             0             0
W                  0             0             0             0             0

PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS 1

NU
Y             X1            X2            W
________      ________      ________      ________
0             0             0             0

LAMBDA
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
Y                  0             0             0             0             0
X1                 0             0             0             0             0
X2                 0             0             0             0             0
W                  0             0             0             0             0

THETA
Y             X1            X2            W
________      ________      ________      ________
Y                  0
X1                 0             0
X2                 0             0             0
W                  0             0             0             0

ALPHA
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
0             6             0             0             0

BETA
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
CB#1               0             0             0             0             0
Y                  0             0             0             0             7
X1                 0             0             0             0             0
X2                 0             0             0             0             0
W                  0             0             0             0             0

PSI
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
CB#1               0
Y                  0             8
X1                 0             0             0
X2                 0             0             0             0
W                  0             0             0             0             0

PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS 2

NU
Y             X1            X2            W
________      ________      ________      ________
0             0             0             0

LAMBDA
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
Y                  0             0             0             0             0
X1                 0             0             0             0             0
X2                 0             0             0             0             0
W                  0             0             0             0             0

THETA
Y             X1            X2            W
________      ________      ________      ________
Y                  0
X1                 0             0
X2                 0             0             0
W                  0             0             0             0

ALPHA
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
0             9             0             0             0

BETA
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
CB#1               0             0             0             0             0
Y                  0             0             0             0             7
X1                 0             0             0             0             0
X2                 0             0             0             0             0
W                  0             0             0             0             0

PSI
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
CB#1               0
Y                  0             8
X1                 0             0             0
X2                 0             0             0             0
W                  0             0             0             0             0

PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART (WITHIN)

ALPHA(C)
CB#1          CB#2
________      ________
0             0

GAMMA(C)
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
CB#1               0             0             0             0             0
CB#2               0             0             0             0             0

PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART (BETWEEN)

ALPHA(C)
CB#1          CB#2
________      ________
10             0

GAMMA(C)
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
CB#1               0             0             0             0            11
CB#2               0             0             0             0             0

STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS 1

NU
Y             X1            X2            W
________      ________      ________      ________
0.000         0.000         0.000         0.000

LAMBDA
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
Y              0.000         1.000         0.000         0.000         0.000
X1             0.000         0.000         1.000         0.000         0.000
X2             0.000         0.000         0.000         1.000         0.000
W              0.000         0.000         0.000         0.000         1.000

THETA
Y             X1            X2            W
________      ________      ________      ________
Y              0.000
X1             0.000         0.000
X2             0.000         0.000         0.000
W              0.000         0.000         0.000         0.000

ALPHA
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

BETA
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
CB#1           0.000         0.000         0.000         0.000         0.000
Y              0.000         0.000         1.000         2.000         0.000
X1             0.000         0.000         0.000         0.000         0.000
X2             0.000         0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000         0.000

PSI
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
CB#1           0.000
Y              0.000         1.000
X1             0.000         0.000         0.500
X2             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
Y             X1            X2            W
________      ________      ________      ________
0.000         0.000         0.000         0.000

LAMBDA
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
Y              0.000         1.000         0.000         0.000         0.000
X1             0.000         0.000         1.000         0.000         0.000
X2             0.000         0.000         0.000         1.000         0.000
W              0.000         0.000         0.000         0.000         1.000

THETA
Y             X1            X2            W
________      ________      ________      ________
Y              0.000
X1             0.000         0.000
X2             0.000         0.000         0.000
W              0.000         0.000         0.000         0.000

ALPHA
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

BETA
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
CB#1           0.000         0.000         0.000         0.000         0.000
Y              0.000         0.000         2.000         1.000         0.000
X1             0.000         0.000         0.000         0.000         0.000
X2             0.000         0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000         0.000

PSI
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
CB#1           0.000
Y              0.000         1.000
X1             0.000         0.000         0.500
X2             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
Y             X1            X2            W
________      ________      ________      ________
0.000         0.000         0.000         0.000

LAMBDA
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
Y              0.000         1.000         0.000         0.000         0.000
X1             0.000         0.000         1.000         0.000         0.000
X2             0.000         0.000         0.000         1.000         0.000
W              0.000         0.000         0.000         0.000         1.000

THETA
Y             X1            X2            W
________      ________      ________      ________
Y              0.000
X1             0.000         0.000
X2             0.000         0.000         0.000
W              0.000         0.000         0.000         0.000

ALPHA
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
0.000         2.400         0.000         0.000         0.000

BETA
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
CB#1           0.000         0.000         0.000         0.000         0.000
Y              0.000         0.000         0.000         0.000         0.700
X1             0.000         0.000         0.000         0.000         0.000
X2             0.000         0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000         0.000

PSI
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
CB#1           0.000
Y              0.000         0.500
X1             0.000         0.000         0.000
X2             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
Y             X1            X2            W
________      ________      ________      ________
0.000         0.000         0.000         0.000

LAMBDA
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
Y              0.000         1.000         0.000         0.000         0.000
X1             0.000         0.000         1.000         0.000         0.000
X2             0.000         0.000         0.000         1.000         0.000
W              0.000         0.000         0.000         0.000         1.000

THETA
Y             X1            X2            W
________      ________      ________      ________
Y              0.000
X1             0.000         0.000
X2             0.000         0.000         0.000
W              0.000         0.000         0.000         0.000

ALPHA
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
0.000         1.000         0.000         0.000         0.000

BETA
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
CB#1           0.000         0.000         0.000         0.000         0.000
Y              0.000         0.000         0.000         0.000         0.700
X1             0.000         0.000         0.000         0.000         0.000
X2             0.000         0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000         0.000

PSI
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
CB#1           0.000
Y              0.000         0.500
X1             0.000         0.000         0.000
X2             0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000         0.500

STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART (WITHIN)

ALPHA(C)
CB#1          CB#2
________      ________
0.000         0.000

GAMMA(C)
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
CB#1           0.000         0.000         0.000         0.000         0.000
CB#2           0.000         0.000         0.000         0.000         0.000

STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART (BETWEEN)

ALPHA(C)
CB#1          CB#2
________      ________
0.000         0.000

GAMMA(C)
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
CB#1           0.000         0.000         0.000         0.000         1.000
CB#2           0.000         0.000         0.000         0.000         0.000

POPULATION VALUES FOR WITHIN LEVEL, LATENT CLASS 1

NU
Y             X1            X2            W
________      ________      ________      ________
0.000         0.000         0.000         0.000

LAMBDA
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
Y              0.000         1.000         0.000         0.000         0.000
X1             0.000         0.000         1.000         0.000         0.000
X2             0.000         0.000         0.000         1.000         0.000
W              0.000         0.000         0.000         0.000         1.000

THETA
Y             X1            X2            W
________      ________      ________      ________
Y              0.000
X1             0.000         0.000
X2             0.000         0.000         0.000
W              0.000         0.000         0.000         0.000

ALPHA
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

BETA
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
CB#1           0.000         0.000         0.000         0.000         0.000
Y              0.000         0.000         1.000         2.000         0.000
X1             0.000         0.000         0.000         0.000         0.000
X2             0.000         0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000         0.000

PSI
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
CB#1           0.000
Y              0.000         1.000
X1             0.000         0.000         1.000
X2             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
Y             X1            X2            W
________      ________      ________      ________
0.000         0.000         0.000         0.000

LAMBDA
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
Y              0.000         1.000         0.000         0.000         0.000
X1             0.000         0.000         1.000         0.000         0.000
X2             0.000         0.000         0.000         1.000         0.000
W              0.000         0.000         0.000         0.000         1.000

THETA
Y             X1            X2            W
________      ________      ________      ________
Y              0.000
X1             0.000         0.000
X2             0.000         0.000         0.000
W              0.000         0.000         0.000         0.000

ALPHA
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

BETA
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
CB#1           0.000         0.000         0.000         0.000         0.000
Y              0.000         0.000         2.000         1.000         0.000
X1             0.000         0.000         0.000         0.000         0.000
X2             0.000         0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000         0.000

PSI
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
CB#1           0.000
Y              0.000         1.000
X1             0.000         0.000         1.000
X2             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
Y             X1            X2            W
________      ________      ________      ________
0.000         0.000         0.000         0.000

LAMBDA
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
Y              0.000         1.000         0.000         0.000         0.000
X1             0.000         0.000         1.000         0.000         0.000
X2             0.000         0.000         0.000         1.000         0.000
W              0.000         0.000         0.000         0.000         1.000

THETA
Y             X1            X2            W
________      ________      ________      ________
Y              0.000
X1             0.000         0.000
X2             0.000         0.000         0.000
W              0.000         0.000         0.000         0.000

ALPHA
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
0.000         2.400         0.000         0.000         0.000

BETA
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
CB#1           0.000         0.000         0.000         0.000         0.000
Y              0.000         0.000         0.000         0.000         0.700
X1             0.000         0.000         0.000         0.000         0.000
X2             0.000         0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000         0.000

PSI
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
CB#1           0.000
Y              0.000         0.500
X1             0.000         0.000         0.000
X2             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
Y             X1            X2            W
________      ________      ________      ________
0.000         0.000         0.000         0.000

LAMBDA
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
Y              0.000         1.000         0.000         0.000         0.000
X1             0.000         0.000         1.000         0.000         0.000
X2             0.000         0.000         0.000         1.000         0.000
W              0.000         0.000         0.000         0.000         1.000

THETA
Y             X1            X2            W
________      ________      ________      ________
Y              0.000
X1             0.000         0.000
X2             0.000         0.000         0.000
W              0.000         0.000         0.000         0.000

ALPHA
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
0.000         1.000         0.000         0.000         0.000

BETA
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
CB#1           0.000         0.000         0.000         0.000         0.000
Y              0.000         0.000         0.000         0.000         0.700
X1             0.000         0.000         0.000         0.000         0.000
X2             0.000         0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000         0.000

PSI
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
CB#1           0.000
Y              0.000         0.500
X1             0.000         0.000         0.000
X2             0.000         0.000         0.000         0.000
W              0.000         0.000         0.000         0.000         1.000

POPULATION VALUES FOR LATENT CLASS REGRESSION MODEL PART (WITHIN)

ALPHA(C)
CB#1          CB#2
________      ________
0.000         0.000

GAMMA(C)
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
CB#1           0.000         0.000         0.000         0.000         0.000
CB#2           0.000         0.000         0.000         0.000         0.000

POPULATION VALUES FOR LATENT CLASS REGRESSION MODEL PART (BETWEEN)

ALPHA(C)
CB#1          CB#2
________      ________
0.000         0.000

GAMMA(C)
CB#1          Y             X1            X2            W
________      ________      ________      ________      ________
CB#1           0.000         0.000         0.000         0.000         1.000
CB#2           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 -0.15782381D+04    0.0000000    0.0000000  EM
2 -0.15758724D+04    2.3657076    0.0014990  EM
3 -0.15755786D+04    0.2938660    0.0001865  EM
4 -0.15753900D+04    0.1885546    0.0001197  EM
5 -0.15752476D+04    0.1423892    0.0000904  EM
6 -0.15751391D+04    0.1085001    0.0000689  EM
7 -0.15750565D+04    0.0826008    0.0000524  EM
8 -0.15749937D+04    0.0627724    0.0000399  EM
9 -0.15749461D+04    0.0476337    0.0000302  EM
10 -0.15749100D+04    0.0361008    0.0000229  EM
11 -0.15748827D+04    0.0273346    0.0000174  EM
12 -0.15748620D+04    0.0206819    0.0000131  EM
13 -0.15748464D+04    0.0156401    0.0000099  EM
14 -0.15748345D+04    0.0118230    0.0000075  EM
15 -0.15748256D+04    0.0089353    0.0000057  EM
16 -0.15748188D+04    0.0067523    0.0000043  EM
17 -0.15748137D+04    0.0051028    0.0000032  EM
18 -0.15748099D+04    0.0038557    0.0000024  EM
19 -0.15748070D+04    0.0029146    0.0000019  EM
20 -0.15748048D+04    0.0022038    0.0000014  EM
21 -0.15748031D+04    0.0016669    0.0000011  EM
22 -0.15748018D+04    0.0012614    0.0000008  EM
23 -0.15748009D+04    0.0009551    0.0000006  EM

TECHNICAL 9 OUTPUT

Error messages for each replication (if any)

SAVEDATA INFORMATION

Order of variables

Y
X1
X2
W
CB
CLUSTER

Save file
ex10.2.dat

Save file format           Free
Save file record length    10000

Beginning Time:  22:20:13
Ending Time:  22:20:13
Elapsed Time:  00:00:00

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