Mplus VERSION 7.3
MUTHEN & MUTHEN
09/22/2014   5:18 PM

INPUT INSTRUCTIONS

  title:
  	this is an example of a GMM for a censored
  	outcome using a censored model with
  	automatic starting values and random starts

  montecarlo:
  	names are y1-y4 x;
  	generate = y1-y4(cb 0);
  	censored = y1-y4(b);
  	genclasses = c(2);
  	classes = c(2);
  	nobs = 500;
  	seed = 3454367;
  	nrep = 1;
  	save = ex8.3.dat;

  analysis:
  	type = mixture;
  	algorithm = integration;

  model population:

  	%overall%

  	[x@0]; x@1;

  	y1-y4*.5;
  	i s | y1@0 y2@1 y3@2 y4@3;
  	i*1; s*.5;

  	c#1 on x*1;
  	i on x*.4;
  	s on x*.3;

  	%c#1%
  	[i*1 s*.5];

  	%c#2%
  	[i*3 s*1];


  model:
  	
  	%overall%

  	y1-y4*.5;
  	i s | y1@0 y2@1 y3@2 y4@3;
  	i*1; s*.5;

  	c#1 on x*1;
  	i on x*.4;
  	s on x*.3;

  	%c#1%
  	[i*1 s*.5];

  	%c#2%
  	[i*3 s*1];



  output:
  	tech8 tech9;



INPUT READING TERMINATED NORMALLY




this is an example of a GMM for a censored
outcome using a censored model with
automatic starting values and random starts

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                         500

Number of replications
    Requested                                                    1
    Completed                                                    1
Value of seed                                              3454367

Number of dependent variables                                    4
Number of independent variables                                  1
Number of continuous latent variables                            2
Number of categorical latent variables                           1

Observed dependent variables

  Censored
   Y1          Y2          Y3          Y4

Observed independent variables
   X

Continuous latent variables
   I           S

Categorical latent variables
   C


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                                                        ON


SUMMARY OF CENSORED LIMITS

      Y1                 0.000
      Y2                 0.000
      Y3                 0.000
      Y4                 0.000


SAMPLE STATISTICS FOR THE FIRST REPLICATION


     SAMPLE STATISTICS


           Means
              X
              ________
 1             -0.008


           Covariances
              X
              ________
 X              1.001


           Correlations
              X
              ________
 X              1.000




MODEL FIT INFORMATION

Number of Free Parameters                       15

Loglikelihood

    H0 Value

        Mean                             -3211.439
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000        -3211.439      -3211.439
           0.980       0.000        -3211.439      -3211.439
           0.950       0.000        -3211.439      -3211.439
           0.900       0.000        -3211.439      -3211.439
           0.800       0.000        -3211.439      -3211.439
           0.700       0.000        -3211.439      -3211.439
           0.500       0.000        -3211.439      -3211.439
           0.300       0.000        -3211.439      -3211.439
           0.200       0.000        -3211.439      -3211.439
           0.100       0.000        -3211.439      -3211.439
           0.050       0.000        -3211.439      -3211.439
           0.020       0.000        -3211.439      -3211.439
           0.010       0.000        -3211.439      -3211.439

Information Criteria

    Akaike (AIC)

        Mean                              6452.878
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000         6452.878       6452.878
           0.980       0.000         6452.878       6452.878
           0.950       0.000         6452.878       6452.878
           0.900       0.000         6452.878       6452.878
           0.800       0.000         6452.878       6452.878
           0.700       0.000         6452.878       6452.878
           0.500       0.000         6452.878       6452.878
           0.300       0.000         6452.878       6452.878
           0.200       0.000         6452.878       6452.878
           0.100       0.000         6452.878       6452.878
           0.050       0.000         6452.878       6452.878
           0.020       0.000         6452.878       6452.878
           0.010       0.000         6452.878       6452.878

    Bayesian (BIC)

        Mean                              6516.097
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000         6516.097       6516.097
           0.980       0.000         6516.097       6516.097
           0.950       0.000         6516.097       6516.097
           0.900       0.000         6516.097       6516.097
           0.800       0.000         6516.097       6516.097
           0.700       0.000         6516.097       6516.097
           0.500       0.000         6516.097       6516.097
           0.300       0.000         6516.097       6516.097
           0.200       0.000         6516.097       6516.097
           0.100       0.000         6516.097       6516.097
           0.050       0.000         6516.097       6516.097
           0.020       0.000         6516.097       6516.097
           0.010       0.000         6516.097       6516.097

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

        Mean                              6468.486
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000         6468.486       6468.486
           0.980       0.000         6468.486       6468.486
           0.950       0.000         6468.486       6468.486
           0.900       0.000         6468.486       6468.486
           0.800       0.000         6468.486       6468.486
           0.700       0.000         6468.486       6468.486
           0.500       0.000         6468.486       6468.486
           0.300       0.000         6468.486       6468.486
           0.200       0.000         6468.486       6468.486
           0.100       0.000         6468.486       6468.486
           0.050       0.000         6468.486       6468.486
           0.020       0.000         6468.486       6468.486
           0.010       0.000         6468.486       6468.486



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

    Latent
   Classes

       1        256.68202          0.51336
       2        243.31798          0.48664


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

    Latent
   Classes

       1        256.65809          0.51332
       2        243.34191          0.48668


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

Class Counts and Proportions

    Latent
   Classes

       1              253          0.50600
       2              247          0.49400


CLASSIFICATION QUALITY

     Entropy                         0.600


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

           1        2

    1   0.892    0.108
    2   0.126    0.874


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

           1        2

    1   0.879    0.121
    2   0.112    0.888


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

              1        2

    1      1.984    0.000
    2     -2.066    0.000


MODEL RESULTS

                              ESTIMATES              S. E.     M. S. E.  95%  % Sig
                 Population   Average   Std. Dev.   Average             Cover Coeff
Latent Class 1

 I        |
  Y1                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y2                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y3                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y4                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000

 S        |
  Y1                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y2                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y3                  2.000     2.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y4                  3.000     3.0000     0.0000     0.0000     0.0000 1.000 0.000

 I          ON
  X                   0.400     0.2883     0.0000     0.0812     0.0125 1.000 1.000

 S          ON
  X                   0.300     0.3050     0.0000     0.0457     0.0000 1.000 1.000

 S        WITH
  I                   0.000    -0.0539     0.0000     0.0580     0.0029 1.000 0.000

 Intercepts
  I                   1.000     0.9430     0.0000     0.1086     0.0032 1.000 1.000
  S                   0.500     0.4214     0.0000     0.0756     0.0062 1.000 1.000
  Y1                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y2                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y3                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y4                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

 Residual Variances
  I                   1.000     0.8936     0.0000     0.1473     0.0113 1.000 1.000
  S                   0.500     0.4948     0.0000     0.0504     0.0000 1.000 1.000
  Y1                  0.500     0.5898     0.0000     0.0801     0.0081 1.000 1.000
  Y2                  0.500     0.4791     0.0000     0.0447     0.0004 1.000 1.000
  Y3                  0.500     0.4913     0.0000     0.0583     0.0001 1.000 1.000
  Y4                  0.500     0.4662     0.0000     0.1007     0.0011 1.000 1.000

Latent Class 2

 I        |
  Y1                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y2                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y3                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y4                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000

 S        |
  Y1                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y2                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y3                  2.000     2.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y4                  3.000     3.0000     0.0000     0.0000     0.0000 1.000 0.000

 I          ON
  X                   0.400     0.2883     0.0000     0.0812     0.0125 1.000 1.000

 S          ON
  X                   0.300     0.3050     0.0000     0.0457     0.0000 1.000 1.000

 S        WITH
  I                   0.000    -0.0539     0.0000     0.0580     0.0029 1.000 0.000

 Intercepts
  I                   3.000     3.0519     0.0000     0.1273     0.0027 1.000 1.000
  S                   1.000     1.0004     0.0000     0.0758     0.0000 1.000 1.000
  Y1                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y2                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y3                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y4                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

 Residual Variances
  I                   1.000     0.8936     0.0000     0.1473     0.0113 1.000 1.000
  S                   0.500     0.4948     0.0000     0.0504     0.0000 1.000 1.000
  Y1                  0.500     0.5898     0.0000     0.0801     0.0081 1.000 1.000
  Y2                  0.500     0.4791     0.0000     0.0447     0.0004 1.000 1.000
  Y3                  0.500     0.4913     0.0000     0.0583     0.0001 1.000 1.000
  Y4                  0.500     0.4662     0.0000     0.1007     0.0011 1.000 1.000

Categorical Latent Variables

 C#1        ON
  X                   1.000     0.8005     0.0000     0.1736     0.0398 1.000 1.000

 Intercepts
  C#1                 0.000     0.0698     0.0000     0.1730     0.0049 1.000 0.000


QUALITY OF NUMERICAL RESULTS

     Average Condition Number for the Information Matrix      0.170E-01
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR LATENT CLASS 1


           NU
              Y1#1          Y1            Y2#1          Y2            Y3#1
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              Y3            Y4#1          Y4            X
              ________      ________      ________      ________
 1                  0             0             0             0


           LAMBDA
              I             S             X
              ________      ________      ________
 Y1#1               0             0             0
 Y1                 0             0             0
 Y2#1               0             0             0
 Y2                 0             0             0
 Y3#1               0             0             0
 Y3                 0             0             0
 Y4#1               0             0             0
 Y4                 0             0             0
 X                  0             0             0


           THETA
              Y1#1          Y1            Y2#1          Y2            Y3#1
              ________      ________      ________      ________      ________
 Y1#1               0
 Y1                 0             1
 Y2#1               0             0             0
 Y2                 0             0             0             2
 Y3#1               0             0             0             0             0
 Y3                 0             0             0             0             0
 Y4#1               0             0             0             0             0
 Y4                 0             0             0             0             0
 X                  0             0             0             0             0


           THETA
              Y3            Y4#1          Y4            X
              ________      ________      ________      ________
 Y3                 3
 Y4#1               0             0
 Y4                 0             0             4
 X                  0             0             0             0


           ALPHA
              I             S             X
              ________      ________      ________
 1                  5             6             0


           BETA
              I             S             X
              ________      ________      ________
 I                  0             0             7
 S                  0             0             8
 X                  0             0             0


           PSI
              I             S             X
              ________      ________      ________
 I                  9
 S                 10            11
 X                  0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS 2


           NU
              Y1#1          Y1            Y2#1          Y2            Y3#1
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              Y3            Y4#1          Y4            X
              ________      ________      ________      ________
 1                  0             0             0             0


           LAMBDA
              I             S             X
              ________      ________      ________
 Y1#1               0             0             0
 Y1                 0             0             0
 Y2#1               0             0             0
 Y2                 0             0             0
 Y3#1               0             0             0
 Y3                 0             0             0
 Y4#1               0             0             0
 Y4                 0             0             0
 X                  0             0             0


           THETA
              Y1#1          Y1            Y2#1          Y2            Y3#1
              ________      ________      ________      ________      ________
 Y1#1               0
 Y1                 0             1
 Y2#1               0             0             0
 Y2                 0             0             0             2
 Y3#1               0             0             0             0             0
 Y3                 0             0             0             0             0
 Y4#1               0             0             0             0             0
 Y4                 0             0             0             0             0
 X                  0             0             0             0             0


           THETA
              Y3            Y4#1          Y4            X
              ________      ________      ________      ________
 Y3                 3
 Y4#1               0             0
 Y4                 0             0             4
 X                  0             0             0             0


           ALPHA
              I             S             X
              ________      ________      ________
 1                 12            13             0


           BETA
              I             S             X
              ________      ________      ________
 I                  0             0             7
 S                  0             0             8
 X                  0             0             0


           PSI
              I             S             X
              ________      ________      ________
 I                  9
 S                 10            11
 X                  0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C#1           C#2
              ________      ________
 1                 14             0


           GAMMA(C)
              I             S             X
              ________      ________      ________
 C#1                0             0            15
 C#2                0             0             0


     STARTING VALUES FOR LATENT CLASS 1


           NU
              Y1#1          Y1            Y2#1          Y2            Y3#1
              ________      ________      ________      ________      ________
 1            -20.000         0.000       -20.000         0.000       -20.000


           NU
              Y3            Y4#1          Y4            X
              ________      ________      ________      ________
 1              0.000       -20.000         0.000         0.000


           LAMBDA
              I             S             X
              ________      ________      ________
 Y1#1           0.000         0.000         0.000
 Y1             1.000         0.000         0.000
 Y2#1           0.000         0.000         0.000
 Y2             1.000         1.000         0.000
 Y3#1           0.000         0.000         0.000
 Y3             1.000         2.000         0.000
 Y4#1           0.000         0.000         0.000
 Y4             1.000         3.000         0.000
 X              0.000         0.000         1.000


           THETA
              Y1#1          Y1            Y2#1          Y2            Y3#1
              ________      ________      ________      ________      ________
 Y1#1           0.000
 Y1             0.000         0.500
 Y2#1           0.000         0.000         0.000
 Y2             0.000         0.000         0.000         0.500
 Y3#1           0.000         0.000         0.000         0.000         0.000
 Y3             0.000         0.000         0.000         0.000         0.000
 Y4#1           0.000         0.000         0.000         0.000         0.000
 Y4             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000


           THETA
              Y3            Y4#1          Y4            X
              ________      ________      ________      ________
 Y3             0.500
 Y4#1           0.000         0.000
 Y4             0.000         0.000         0.500
 X              0.000         0.000         0.000         0.000


           ALPHA
              I             S             X
              ________      ________      ________
 1              1.000         0.500         0.000


           BETA
              I             S             X
              ________      ________      ________
 I              0.000         0.000         0.400
 S              0.000         0.000         0.300
 X              0.000         0.000         0.000


           PSI
              I             S             X
              ________      ________      ________
 I              1.000
 S              0.000         0.500
 X              0.000         0.000         0.500


     STARTING VALUES FOR LATENT CLASS 2


           NU
              Y1#1          Y1            Y2#1          Y2            Y3#1
              ________      ________      ________      ________      ________
 1            -20.000         0.000       -20.000         0.000       -20.000


           NU
              Y3            Y4#1          Y4            X
              ________      ________      ________      ________
 1              0.000       -20.000         0.000         0.000


           LAMBDA
              I             S             X
              ________      ________      ________
 Y1#1           0.000         0.000         0.000
 Y1             1.000         0.000         0.000
 Y2#1           0.000         0.000         0.000
 Y2             1.000         1.000         0.000
 Y3#1           0.000         0.000         0.000
 Y3             1.000         2.000         0.000
 Y4#1           0.000         0.000         0.000
 Y4             1.000         3.000         0.000
 X              0.000         0.000         1.000


           THETA
              Y1#1          Y1            Y2#1          Y2            Y3#1
              ________      ________      ________      ________      ________
 Y1#1           0.000
 Y1             0.000         0.500
 Y2#1           0.000         0.000         0.000
 Y2             0.000         0.000         0.000         0.500
 Y3#1           0.000         0.000         0.000         0.000         0.000
 Y3             0.000         0.000         0.000         0.000         0.000
 Y4#1           0.000         0.000         0.000         0.000         0.000
 Y4             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000


           THETA
              Y3            Y4#1          Y4            X
              ________      ________      ________      ________
 Y3             0.500
 Y4#1           0.000         0.000
 Y4             0.000         0.000         0.500
 X              0.000         0.000         0.000         0.000


           ALPHA
              I             S             X
              ________      ________      ________
 1              3.000         1.000         0.000


           BETA
              I             S             X
              ________      ________      ________
 I              0.000         0.000         0.400
 S              0.000         0.000         0.300
 X              0.000         0.000         0.000


           PSI
              I             S             X
              ________      ________      ________
 I              1.000
 S              0.000         0.500
 X              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)
              I             S             X
              ________      ________      ________
 C#1            0.000         0.000         1.000
 C#2            0.000         0.000         0.000


     POPULATION VALUES FOR LATENT CLASS 1


           NU
              Y1#1          Y1            Y2#1          Y2            Y3#1
              ________      ________      ________      ________      ________
 1            -20.000         0.000       -20.000         0.000       -20.000


           NU
              Y3            Y4#1          Y4            X
              ________      ________      ________      ________
 1              0.000       -20.000         0.000         0.000


           LAMBDA
              I             S             X
              ________      ________      ________
 Y1#1           0.000         0.000         0.000
 Y1             1.000         0.000         0.000
 Y2#1           0.000         0.000         0.000
 Y2             1.000         1.000         0.000
 Y3#1           0.000         0.000         0.000
 Y3             1.000         2.000         0.000
 Y4#1           0.000         0.000         0.000
 Y4             1.000         3.000         0.000
 X              0.000         0.000         1.000


           THETA
              Y1#1          Y1            Y2#1          Y2            Y3#1
              ________      ________      ________      ________      ________
 Y1#1           0.000
 Y1             0.000         0.500
 Y2#1           0.000         0.000         0.000
 Y2             0.000         0.000         0.000         0.500
 Y3#1           0.000         0.000         0.000         0.000         0.000
 Y3             0.000         0.000         0.000         0.000         0.000
 Y4#1           0.000         0.000         0.000         0.000         0.000
 Y4             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000


           THETA
              Y3            Y4#1          Y4            X
              ________      ________      ________      ________
 Y3             0.500
 Y4#1           0.000         0.000
 Y4             0.000         0.000         0.500
 X              0.000         0.000         0.000         0.000


           ALPHA
              I             S             X
              ________      ________      ________
 1              1.000         0.500         0.000


           BETA
              I             S             X
              ________      ________      ________
 I              0.000         0.000         0.400
 S              0.000         0.000         0.300
 X              0.000         0.000         0.000


           PSI
              I             S             X
              ________      ________      ________
 I              1.000
 S              0.000         0.500
 X              0.000         0.000         1.000


     POPULATION VALUES FOR LATENT CLASS 2


           NU
              Y1#1          Y1            Y2#1          Y2            Y3#1
              ________      ________      ________      ________      ________
 1            -20.000         0.000       -20.000         0.000       -20.000


           NU
              Y3            Y4#1          Y4            X
              ________      ________      ________      ________
 1              0.000       -20.000         0.000         0.000


           LAMBDA
              I             S             X
              ________      ________      ________
 Y1#1           0.000         0.000         0.000
 Y1             1.000         0.000         0.000
 Y2#1           0.000         0.000         0.000
 Y2             1.000         1.000         0.000
 Y3#1           0.000         0.000         0.000
 Y3             1.000         2.000         0.000
 Y4#1           0.000         0.000         0.000
 Y4             1.000         3.000         0.000
 X              0.000         0.000         1.000


           THETA
              Y1#1          Y1            Y2#1          Y2            Y3#1
              ________      ________      ________      ________      ________
 Y1#1           0.000
 Y1             0.000         0.500
 Y2#1           0.000         0.000         0.000
 Y2             0.000         0.000         0.000         0.500
 Y3#1           0.000         0.000         0.000         0.000         0.000
 Y3             0.000         0.000         0.000         0.000         0.000
 Y4#1           0.000         0.000         0.000         0.000         0.000
 Y4             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000


           THETA
              Y3            Y4#1          Y4            X
              ________      ________      ________      ________
 Y3             0.500
 Y4#1           0.000         0.000
 Y4             0.000         0.000         0.500
 X              0.000         0.000         0.000         0.000


           ALPHA
              I             S             X
              ________      ________      ________
 1              3.000         1.000         0.000


           BETA
              I             S             X
              ________      ________      ________
 I              0.000         0.000         0.400
 S              0.000         0.000         0.300
 X              0.000         0.000         0.000


           PSI
              I             S             X
              ________      ________      ________
 I              1.000
 S              0.000         0.500
 X              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)
              I             S             X
              ________      ________      ________
 C#1            0.000         0.000         1.000
 C#2            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 -0.32165851D+04    0.0000000    0.0000000    255.309   244.691    EM
     2 -0.32121936D+04    4.3914287    0.0013652    249.771   250.229    FS
     3 -0.32114579D+04    0.7356865    0.0002290    256.048   243.952    FS
     4 -0.32114415D+04    0.0164969    0.0000051    256.515   243.485    FS
     5 -0.32114382D+04    0.0032608    0.0000010    256.682   243.318    FS
     6 -0.32114388D+04   -0.0005785   -0.0000002    256.658   243.342    EM


TECHNICAL 9 OUTPUT

  Error messages for each replication (if any)



SAVEDATA INFORMATION

  Order of variables

    Y1
    Y2
    Y3
    Y4
    X
    C

  Save file
    ex8.3.dat

  Save file format           Free
  Save file record length    10000


     Beginning Time:  17:18:59
        Ending Time:  17:19:01
       Elapsed Time:  00:00:02



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