Mplus VERSION 7.2
MUTHEN & MUTHEN
05/07/2014   2:01 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              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 CLASS PATTERNS
BASED ON ESTIMATED POSTERIOR PROBABILITIES

    Latent
   Classes

       1        461.57544          0.46158
       2        538.42456          0.53842


CLASSIFICATION QUALITY

     Entropy                         0.406


CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP

Class Counts and Proportions

    Latent
   Classes

       1              438          0.43800
       2              562          0.56200


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     0.1097     0.0068 1.000 1.000
  X2                  2.000     1.9533     0.0000     0.2366     0.0022 1.000 1.000

 Residual Variances
  Y                   2.000     1.9703     0.0000     0.1803     0.0009 1.000 1.000

Latent Class 2

 Y          ON
  X1                  2.000     1.9178     0.0000     0.1097     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     0.1320     0.0029 1.000 1.000

Between Level

Latent Class 1

 Y          ON
  W                   0.700     0.7420     0.0000     0.1354     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     0.1092     0.0003 1.000 1.000

Latent Class 2

 Y          ON
  W                   0.700     0.7420     0.0000     0.1354     0.0018 1.000 1.000

 Intercepts
  Y                   1.000     0.9452     0.0000     0.2976     0.0030 1.000 1.000

 Residual Variances
  Y                   0.500     0.5186     0.0000     0.1092     0.0003 1.000 1.000

Categorical Latent Variables

Within Level

 C#1        ON
  X1                  1.000     1.3514     0.0000     1.0804     0.1235 1.000 0.000

 Intercepts
  C#1                 0.000    -0.1063     0.0000     0.8090     0.0113 1.000 0.000

Between Level

 C#1        ON
  W                   1.000     1.1844     0.0000     1.0331     0.0340 1.000 0.000

 Residual Variances
  C#1                 0.400     0.1313     0.0000     2.9225     0.0722 1.000 0.000


QUALITY OF NUMERICAL RESULTS

     Average Condition Number for the Information Matrix      0.575E-03
       (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
              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
              ________      ________      ________      ________      ________
 1                  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
              ________      ________      ________      ________
 1                  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
              ________      ________      ________      ________      ________
 1                  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
              ________      ________      ________      ________
 1                  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
              ________      ________      ________      ________      ________
 1                  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
              ________      ________      ________      ________
 1                  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
              ________      ________      ________      ________      ________
 1                  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
              ________      ________
 1                 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
              ________      ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              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
              ________      ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              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
              ________      ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              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
              ________      ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              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
              ________      ________
 1              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
              ________      ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              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
              ________      ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              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
              ________      ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              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
              ________      ________      ________      ________
 1              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
              ________      ________      ________      ________      ________
 1              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
              ________      ________
 1              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


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.17562905D+04    0.0000000    0.0000000    472.123   527.877    EM
     2 -0.17543654D+04    1.9251152    0.0010961    471.567   528.433    EM
     3 -0.17539747D+04    0.3906791    0.0002227    470.558   529.442    EM
     4 -0.17537510D+04    0.2236689    0.0001275    469.570   530.430    EM
     5 -0.17535948D+04    0.1562547    0.0000891    468.709   531.291    EM
     6 -0.17534795D+04    0.1152978    0.0000657    467.974   532.026    EM
     7 -0.17533912D+04    0.0882446    0.0000503    467.347   532.653    EM
     8 -0.17533216D+04    0.0696278    0.0000397    466.810   533.190    EM
     9 -0.17532652D+04    0.0564124    0.0000322    466.346   533.654    EM
    10 -0.17532184D+04    0.0467828    0.0000267    465.945   534.055    EM
    11 -0.17531788D+04    0.0395994    0.0000226    465.595   534.405    EM
    12 -0.17531447D+04    0.0341233    0.0000195    465.290   534.710    EM
    13 -0.17531148D+04    0.0298629    0.0000170    465.022   534.978    EM
    14 -0.17530883D+04    0.0264817    0.0000151    464.787   535.213    EM
    15 -0.17530646D+04    0.0237482    0.0000135    464.580   535.420    EM
    16 -0.17530431D+04    0.0215024    0.0000123    464.398   535.602    EM
    17 -0.17530234D+04    0.0196255    0.0000112    464.237   535.763    EM
    18 -0.17530054D+04    0.0180334    0.0000103    464.094   535.906    EM
    19 -0.17529888D+04    0.0166642    0.0000095    463.968   536.032    EM
    20 -0.17529733D+04    0.0154723    0.0000088    463.856   536.144    EM
    21 -0.17529589D+04    0.0144234    0.0000082    463.757   536.243    EM
    22 -0.17529454D+04    0.0134916    0.0000077    463.669   536.331    EM
    23 -0.17529327D+04    0.0126565    0.0000072    463.590   536.410    EM
    24 -0.17529208D+04    0.0119033    0.0000068    463.521   536.479    EM
    25 -0.17529096D+04    0.0112194    0.0000064    463.459   536.541    EM
    26 -0.17528990D+04    0.0105952    0.0000060    463.405   536.595    EM
    27 -0.17528890D+04    0.0100229    0.0000057    463.356   536.644    EM
    28 -0.17528795D+04    0.0094961    0.0000054    463.313   536.687    EM
    29 -0.17528705D+04    0.0090095    0.0000051    463.274   536.726    EM
    30 -0.17528619D+04    0.0085587    0.0000049    463.239   536.761    EM
    31 -0.17528538D+04    0.0081400    0.0000046    463.209   536.791    EM
    32 -0.17528460D+04    0.0077503    0.0000044    463.181   536.819    EM
    33 -0.17528386D+04    0.0073869    0.0000042    463.156   536.844    EM
    34 -0.17528316D+04    0.0070473    0.0000040    463.134   536.866    EM
    35 -0.17528248D+04    0.0067296    0.0000038    463.114   536.886    EM
    36 -0.17528184D+04    0.0064319    0.0000037    463.095   536.905    EM
    37 -0.17528123D+04    0.0061524    0.0000035    463.079   536.921    EM
    38 -0.17528064D+04    0.0058898    0.0000034    463.063   536.937    EM
    39 -0.17528007D+04    0.0056429    0.0000032    463.049   536.951    EM
    40 -0.17527953D+04    0.0054106    0.0000031    463.036   536.964    EM
    41 -0.17527901D+04    0.0051914    0.0000030    463.024   536.976    EM
    42 -0.17527851D+04    0.0049850    0.0000028    463.012   536.988    EM
    43 -0.17527804D+04    0.0047900    0.0000027    463.001   536.999    EM
    44 -0.17527757D+04    0.0046056    0.0000026    462.991   537.009    EM
    45 -0.17527713D+04    0.0044314    0.0000025    462.981   537.019    EM
    46 -0.17527670D+04    0.0042666    0.0000024    462.971   537.029    EM
    47 -0.17527629D+04    0.0041104    0.0000023    462.961   537.039    EM
    48 -0.17527590D+04    0.0039626    0.0000023    462.952   537.048    EM
    49 -0.17527552D+04    0.0038223    0.0000022    462.942   537.058    EM
    50 -0.17527515D+04    0.0036892    0.0000021    462.933   537.067    EM
    51 -0.17527479D+04    0.0035628    0.0000020    462.924   537.076    EM
    52 -0.17527445D+04    0.0034428    0.0000020    462.914   537.086    EM
    53 -0.17527411D+04    0.0033287    0.0000019    462.905   537.095    EM
    54 -0.17527379D+04    0.0032201    0.0000018    462.895   537.105    EM
    55 -0.17527348D+04    0.0031168    0.0000018    462.885   537.115    EM
    56 -0.17527318D+04    0.0030185    0.0000017    462.876   537.124    EM
    57 -0.17527289D+04    0.0029248    0.0000017    462.865   537.135    EM
    58 -0.17527260D+04    0.0028354    0.0000016    462.855   537.145    EM
    59 -0.17527233D+04    0.0027502    0.0000016    462.845   537.155    EM
    60 -0.17526010D+04    0.1222356    0.0000697    461.979   538.021    QN
    61 -0.17525994D+04    0.0016697    0.0000010    461.824   538.176    EM
    62 -0.17525983D+04    0.0010759    0.0000006    461.693   538.307    EM
    63 -0.17525973D+04    0.0009378    0.0000005    461.575   538.425    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:  14:01:27
        Ending Time:  14:01:35
       Elapsed Time:  00:00:08



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