Mplus VERSION 7.3
MUTHEN & MUTHEN
09/22/2014   5:16 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;	
  	



INPUT READING TERMINATED NORMALLY



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
  Adaptive quadrature                                           ON
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              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    -0.0680     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
              ________      ________      ________      ________
 1                  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
              ________      ________      ________      ________      ________
 1                  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
              ________      ________      ________      ________
 1                  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
              ________      ________      ________      ________      ________
 1                  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
              ________      ________      ________      ________
 1                  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
              ________      ________      ________      ________      ________
 1                  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
              ________      ________      ________      ________
 1                  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
              ________      ________      ________      ________      ________
 1                  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
              ________      ________
 1                  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
              ________      ________
 1                 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
              ________      ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              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
              ________      ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              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
              ________      ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              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
              ________      ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              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
              ________      ________
 1              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
              ________      ________
 1              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
              ________      ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              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
              ________      ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              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
              ________      ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              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
              ________      ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              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
              ________      ________
 1              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
              ________      ________
 1              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


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.15782381D+04    0.0000000    0.0000000    496.270   503.730    EM
     2 -0.15758724D+04    2.3657076    0.0014990    494.811   505.189    EM
     3 -0.15755786D+04    0.2938660    0.0001865    494.472   505.528    EM
     4 -0.15753900D+04    0.1885546    0.0001197    494.540   505.460    EM
     5 -0.15752476D+04    0.1423892    0.0000904    494.737   505.263    EM
     6 -0.15751391D+04    0.1085001    0.0000689    494.963   505.037    EM
     7 -0.15750565D+04    0.0826008    0.0000524    495.180   504.820    EM
     8 -0.15749937D+04    0.0627724    0.0000399    495.377   504.623    EM
     9 -0.15749461D+04    0.0476337    0.0000302    495.551   504.449    EM
    10 -0.15749100D+04    0.0361008    0.0000229    495.702   504.298    EM
    11 -0.15748827D+04    0.0273346    0.0000174    495.833   504.167    EM
    12 -0.15748620D+04    0.0206819    0.0000131    495.945   504.055    EM
    13 -0.15748464D+04    0.0156401    0.0000099    496.041   503.959    EM
    14 -0.15748345D+04    0.0118230    0.0000075    496.123   503.877    EM
    15 -0.15748256D+04    0.0089353    0.0000057    496.193   503.807    EM
    16 -0.15748188D+04    0.0067523    0.0000043    496.252   503.748    EM
    17 -0.15748137D+04    0.0051028    0.0000032    496.303   503.697    EM
    18 -0.15748099D+04    0.0038557    0.0000024    496.346   503.654    EM
    19 -0.15748070D+04    0.0029146    0.0000019    496.383   503.617    EM
    20 -0.15748048D+04    0.0022038    0.0000014    496.414   503.586    EM
    21 -0.15748031D+04    0.0016669    0.0000011    496.441   503.559    EM
    22 -0.15748018D+04    0.0012614    0.0000008    496.463   503.537    EM
    23 -0.15748009D+04    0.0009551    0.0000006    496.483   503.517    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:  17:16:23
        Ending Time:  17:16:23
       Elapsed Time:  00:00:00



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