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

INPUT INSTRUCTIONS

title:
monte carlo for two-level mixture
regression for a continuous
dependent variable

montecarlo:
names are y x1 x2 w;
nobservations = 1000;
ncsizes = 3;
csizes = 40 (5) 50 (10) 20 (15);
genclasses = c(2);
classes = c(2);
within = x1 x2;
between = w;
seed = 3454367;
nrep = 1;
save = ex10.1.dat;

analysis:
type = twolevel mixture;

model population:

%within%

%overall%

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

[c#1*0];

c#1 on x1*1;

y on x1*2 x2*1;

y*1;

%c#1%

y on x2*2;

y*2;

%between%

%overall%

[w@0]; w@1;

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

c#1 on w*1; c#1*.4;

[y*1];

%c#1%

[y*2];

model:

%within%

%overall%

[c#1*0];

c#1 on x1*1;

y on x1*2 x2*1;

y*1;

%c#1%

y on x2*2;

y*2;

%between%

%overall%

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

c#1 on w*1; c#1*.4;

[y*1];

%c#1%

[y*2];

output:
tech8 tech9;

monte carlo for two-level mixture
regression for a continuous
dependent 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
C

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                            2
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
________      ________      ________      ________
1.239        -0.024        -0.055        -0.087

Covariances
Y             X1            X2            W
________      ________      ________      ________
Y              9.813
X1             2.126         1.008
X2             1.365        -0.020         0.961
W              0.905         0.000         0.000         0.943

Correlations
Y             X1            X2            W
________      ________      ________      ________
Y              1.000
X1             0.676         1.000
X2             0.444        -0.021         1.000
W              0.297         0.000         0.000         1.000

MODEL FIT INFORMATION

Number of Free Parameters                       13

Loglikelihood

H0 Value

Mean                             -1752.597
Std Dev                              0.000
Number of successful computations        1

Proportions                   Percentiles
Expected    Observed         Expected       Observed
0.990       0.000        -1752.597      -1752.597
0.980       0.000        -1752.597      -1752.597
0.950       0.000        -1752.597      -1752.597
0.900       0.000        -1752.597      -1752.597
0.800       0.000        -1752.597      -1752.597
0.700       0.000        -1752.597      -1752.597
0.500       0.000        -1752.597      -1752.597
0.300       0.000        -1752.597      -1752.597
0.200       0.000        -1752.597      -1752.597
0.100       0.000        -1752.597      -1752.597
0.050       0.000        -1752.597      -1752.597
0.020       0.000        -1752.597      -1752.597
0.010       0.000        -1752.597      -1752.597

Information Criteria

Akaike (AIC)

Mean                              3531.195
Std Dev                              0.000
Number of successful computations        1

Proportions                   Percentiles
Expected    Observed         Expected       Observed
0.990       0.000         3531.195       3531.195
0.980       0.000         3531.195       3531.195
0.950       0.000         3531.195       3531.195
0.900       0.000         3531.195       3531.195
0.800       0.000         3531.195       3531.195
0.700       0.000         3531.195       3531.195
0.500       0.000         3531.195       3531.195
0.300       0.000         3531.195       3531.195
0.200       0.000         3531.195       3531.195
0.100       0.000         3531.195       3531.195
0.050       0.000         3531.195       3531.195
0.020       0.000         3531.195       3531.195
0.010       0.000         3531.195       3531.195

Bayesian (BIC)

Mean                              3594.996
Std Dev                              0.000
Number of successful computations        1

Proportions                   Percentiles
Expected    Observed         Expected       Observed
0.990       0.000         3594.996       3594.996
0.980       0.000         3594.996       3594.996
0.950       0.000         3594.996       3594.996
0.900       0.000         3594.996       3594.996
0.800       0.000         3594.996       3594.996
0.700       0.000         3594.996       3594.996
0.500       0.000         3594.996       3594.996
0.300       0.000         3594.996       3594.996
0.200       0.000         3594.996       3594.996
0.100       0.000         3594.996       3594.996
0.050       0.000         3594.996       3594.996
0.020       0.000         3594.996       3594.996
0.010       0.000         3594.996       3594.996

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

Mean                              3553.707
Std Dev                              0.000
Number of successful computations        1

Proportions                   Percentiles
Expected    Observed         Expected       Observed
0.990       0.000         3553.707       3553.707
0.980       0.000         3553.707       3553.707
0.950       0.000         3553.707       3553.707
0.900       0.000         3553.707       3553.707
0.800       0.000         3553.707       3553.707
0.700       0.000         3553.707       3553.707
0.500       0.000         3553.707       3553.707
0.300       0.000         3553.707       3553.707
0.200       0.000         3553.707       3553.707
0.100       0.000         3553.707       3553.707
0.050       0.000         3553.707       3553.707
0.020       0.000         3553.707       3553.707
0.010       0.000         3553.707       3553.707

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

Latent
Classes

1        461.57544          0.46158
2        538.42456          0.53842

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

Class Counts and Proportions

Latent
Classes

1              438          0.43800
2              562          0.56200

CLASSIFICATION QUALITY

Entropy                         0.406

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

1        2

1   0.807    0.193
2   0.192    0.808

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

1        2

1   0.766    0.234
2   0.157    0.843

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

1        2

1      1.184    0.000
2     -1.680    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                  2.000     1.9178     0.0000     0.1083     0.0068 1.000 1.000
X2                  2.000     1.9533     0.0000     0.2331     0.0022 1.000 1.000

Residual Variances
Y                   2.000     1.9703     0.0000     0.1800     0.0009 1.000 1.000

Latent Class 2

Y          ON
X1                  2.000     1.9178     0.0000     0.1083     0.0068 1.000 1.000
X2                  1.000     0.9682     0.0000     0.0781     0.0010 1.000 1.000

Residual Variances
Y                   1.000     1.0537     0.0000     0.1308     0.0029 1.000 1.000

Between Level

Latent Class 1

Y          ON
W                   0.700     0.7420     0.0000     0.1342     0.0018 1.000 1.000

Intercepts
Y                   2.000     1.9752     0.0000     0.1441     0.0006 1.000 1.000

Residual Variances
Y                   0.500     0.5186     0.0000     0.1087     0.0003 1.000 1.000

Latent Class 2

Y          ON
W                   0.700     0.7420     0.0000     0.1342     0.0018 1.000 1.000

Intercepts
Y                   1.000     0.9452     0.0000     0.2930     0.0030 1.000 1.000

Residual Variances
Y                   0.500     0.5186     0.0000     0.1087     0.0003 1.000 1.000

Categorical Latent Variables

Within Level

C#1        ON
X1                  1.000     1.3514     0.0000     1.0605     0.1235 1.000 0.000

Intercepts
C#1                 0.000    -0.1070     0.0000     0.7934     0.0115 1.000 0.000

Between Level

C#1        ON
W                   1.000     1.1844     0.0000     1.0144     0.0340 1.000 0.000

Residual Variances
C#1                 0.400     0.1313     0.0000     2.8689     0.0722 1.000 0.000

QUALITY OF NUMERICAL RESULTS

Average Condition Number for the Information Matrix      0.585E-03
(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
C#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
C#1           Y             X1            X2            W
________      ________      ________      ________      ________
0             0             0             0             0

BETA
C#1           Y             X1            X2            W
________      ________      ________      ________      ________
C#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
C#1           Y             X1            X2            W
________      ________      ________      ________      ________
C#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
C#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
C#1           Y             X1            X2            W
________      ________      ________      ________      ________
0             0             0             0             0

BETA
C#1           Y             X1            X2            W
________      ________      ________      ________      ________
C#1                0             0             0             0             0
Y                  0             0             1             4             0
X1                 0             0             0             0             0
X2                 0             0             0             0             0
W                  0             0             0             0             0

PSI
C#1           Y             X1            X2            W
________      ________      ________      ________      ________
C#1                0
Y                  0             5
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
C#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
C#1           Y             X1            X2            W
________      ________      ________      ________      ________
0             6             0             0             0

BETA
C#1           Y             X1            X2            W
________      ________      ________      ________      ________
C#1                0             0             0             0             7
Y                  0             0             0             0             8
X1                 0             0             0             0             0
X2                 0             0             0             0             0
W                  0             0             0             0             0

PSI
C#1           Y             X1            X2            W
________      ________      ________      ________      ________
C#1                9
Y                  0            10
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
C#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
C#1           Y             X1            X2            W
________      ________      ________      ________      ________
0            11             0             0             0

BETA
C#1           Y             X1            X2            W
________      ________      ________      ________      ________
C#1                0             0             0             0             7
Y                  0             0             0             0             8
X1                 0             0             0             0             0
X2                 0             0             0             0             0
W                  0             0             0             0             0

PSI
C#1           Y             X1            X2            W
________      ________      ________      ________      ________
C#1                9
Y                  0            10
X1                 0             0             0
X2                 0             0             0             0
W                  0             0             0             0             0

PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART

ALPHA(C)
C#1           C#2
________      ________
12             0

GAMMA(C)
C#1           Y             X1            X2            W
________      ________      ________      ________      ________
C#1                0             0            13             0             0
C#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
C#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
C#1           Y             X1            X2            W
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

BETA
C#1           Y             X1            X2            W
________      ________      ________      ________      ________
C#1            0.000         0.000         0.000         0.000         0.000
Y              0.000         0.000         2.000         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
C#1           Y             X1            X2            W
________      ________      ________      ________      ________
C#1            0.000
Y              0.000         2.000
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
C#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
C#1           Y             X1            X2            W
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

BETA
C#1           Y             X1            X2            W
________      ________      ________      ________      ________
C#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
C#1           Y             X1            X2            W
________      ________      ________      ________      ________
C#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
C#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
C#1           Y             X1            X2            W
________      ________      ________      ________      ________
0.000         2.000         0.000         0.000         0.000

BETA
C#1           Y             X1            X2            W
________      ________      ________      ________      ________
C#1            0.000         0.000         0.000         0.000         1.000
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
C#1           Y             X1            X2            W
________      ________      ________      ________      ________
C#1            0.400
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
C#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
C#1           Y             X1            X2            W
________      ________      ________      ________      ________
0.000         1.000         0.000         0.000         0.000

BETA
C#1           Y             X1            X2            W
________      ________      ________      ________      ________
C#1            0.000         0.000         0.000         0.000         1.000
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
C#1           Y             X1            X2            W
________      ________      ________      ________      ________
C#1            0.400
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

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

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

BETA
C#1           Y             X1            X2            W
________      ________      ________      ________      ________
C#1            0.000         0.000         0.000         0.000         0.000
Y              0.000         0.000         2.000         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
C#1           Y             X1            X2            W
________      ________      ________      ________      ________
C#1            0.000
Y              0.000         2.000
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
C#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
C#1           Y             X1            X2            W
________      ________      ________      ________      ________
0.000         0.000         0.000         0.000         0.000

BETA
C#1           Y             X1            X2            W
________      ________      ________      ________      ________
C#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
C#1           Y             X1            X2            W
________      ________      ________      ________      ________
C#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
C#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
C#1           Y             X1            X2            W
________      ________      ________      ________      ________
0.000         2.000         0.000         0.000         0.000

BETA
C#1           Y             X1            X2            W
________      ________      ________      ________      ________
C#1            0.000         0.000         0.000         0.000         1.000
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
C#1           Y             X1            X2            W
________      ________      ________      ________      ________
C#1            0.400
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
C#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
C#1           Y             X1            X2            W
________      ________      ________      ________      ________
0.000         1.000         0.000         0.000         0.000

BETA
C#1           Y             X1            X2            W
________      ________      ________      ________      ________
C#1            0.000         0.000         0.000         0.000         1.000
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
C#1           Y             X1            X2            W
________      ________      ________      ________      ________
C#1            0.400
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

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

GAMMA(C)
C#1           Y             X1            X2            W
________      ________      ________      ________      ________
C#1            0.000         0.000         1.000         0.000         0.000
C#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 -0.17562905D+04    0.0000000    0.0000000  EM
2 -0.17543654D+04    1.9251152    0.0010961  EM
3 -0.17539747D+04    0.3906791    0.0002227  EM
4 -0.17537510D+04    0.2236689    0.0001275  EM
5 -0.17535948D+04    0.1562547    0.0000891  EM
6 -0.17534795D+04    0.1152978    0.0000657  EM
7 -0.17533912D+04    0.0882446    0.0000503  EM
8 -0.17533216D+04    0.0696278    0.0000397  EM
9 -0.17532652D+04    0.0564124    0.0000322  EM
10 -0.17532184D+04    0.0467828    0.0000267  EM
11 -0.17531788D+04    0.0395994    0.0000226  EM
12 -0.17531447D+04    0.0341233    0.0000195  EM
13 -0.17531148D+04    0.0298629    0.0000170  EM
14 -0.17530883D+04    0.0264817    0.0000151  EM
15 -0.17530646D+04    0.0237482    0.0000135  EM
16 -0.17530431D+04    0.0215024    0.0000123  EM
17 -0.17530234D+04    0.0196255    0.0000112  EM
18 -0.17530054D+04    0.0180334    0.0000103  EM
19 -0.17529888D+04    0.0166642    0.0000095  EM
20 -0.17529733D+04    0.0154723    0.0000088  EM
21 -0.17529589D+04    0.0144234    0.0000082  EM
22 -0.17529454D+04    0.0134916    0.0000077  EM
23 -0.17529327D+04    0.0126565    0.0000072  EM
24 -0.17529208D+04    0.0119033    0.0000068  EM
25 -0.17529096D+04    0.0112194    0.0000064  EM
26 -0.17528990D+04    0.0105952    0.0000060  EM
27 -0.17528890D+04    0.0100229    0.0000057  EM
28 -0.17528795D+04    0.0094961    0.0000054  EM
29 -0.17528705D+04    0.0090095    0.0000051  EM
30 -0.17528619D+04    0.0085587    0.0000049  EM
31 -0.17528538D+04    0.0081400    0.0000046  EM
32 -0.17528460D+04    0.0077503    0.0000044  EM
33 -0.17528386D+04    0.0073869    0.0000042  EM
34 -0.17528316D+04    0.0070473    0.0000040  EM
35 -0.17528248D+04    0.0067296    0.0000038  EM
36 -0.17528184D+04    0.0064319    0.0000037  EM
37 -0.17528123D+04    0.0061524    0.0000035  EM
38 -0.17528064D+04    0.0058898    0.0000034  EM
39 -0.17528007D+04    0.0056429    0.0000032  EM
40 -0.17527953D+04    0.0054106    0.0000031  EM
41 -0.17527901D+04    0.0051914    0.0000030  EM
42 -0.17527851D+04    0.0049850    0.0000028  EM
43 -0.17527804D+04    0.0047900    0.0000027  EM
44 -0.17527757D+04    0.0046056    0.0000026  EM
45 -0.17527713D+04    0.0044314    0.0000025  EM
46 -0.17527670D+04    0.0042666    0.0000024  EM
47 -0.17527629D+04    0.0041104    0.0000023  EM
48 -0.17527590D+04    0.0039626    0.0000023  EM
49 -0.17527552D+04    0.0038223    0.0000022  EM
50 -0.17527515D+04    0.0036892    0.0000021  EM
51 -0.17527479D+04    0.0035628    0.0000020  EM
52 -0.17527445D+04    0.0034428    0.0000020  EM
53 -0.17527411D+04    0.0033287    0.0000019  EM
54 -0.17527379D+04    0.0032201    0.0000018  EM
55 -0.17527348D+04    0.0031168    0.0000018  EM
56 -0.17527318D+04    0.0030185    0.0000017  EM
57 -0.17527289D+04    0.0029248    0.0000017  EM
58 -0.17527260D+04    0.0028354    0.0000016  EM
59 -0.17527233D+04    0.0027502    0.0000016  EM
60 -0.17526010D+04    0.1222356    0.0000697  QN
61 -0.17525994D+04    0.0016697    0.0000010  EM
62 -0.17525983D+04    0.0010759    0.0000006  EM
63 -0.17525973D+04    0.0009378    0.0000005  EM

TECHNICAL 9 OUTPUT

Error messages for each replication (if any)

SAVEDATA INFORMATION

Order of variables

Y
X1
X2
W
C
CLUSTER

Save file
ex10.1.dat

Save file format           Free
Save file record length    10000

Beginning Time:  22:19:12
Ending Time:  22:19:20
Elapsed Time:  00:00:08

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