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;	
  	



INPUT READING TERMINATED NORMALLY




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
  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
              ________      ________      ________      ________
                1.239        -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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