Mplus VERSION 7.2
MUTHEN & MUTHEN
05/07/2014   2:02 PM

INPUT INSTRUCTIONS

  TITLE:	this is an example of a Monte Carlo simulation study for a
    two-level growth model for a continuous outcome (three level analysis)
          with a between-level  categorical latent variable
  montecarlo:
  	names are y1-y4 x w;
  	nobservations = 2000;
  	ncsizes = 1;
  	csizes = 100(20);
  	seed = 58459;
  	genclasses = cb(2 b);
  	classes = cb(2);
  	within = x;
  	between = cb w;
  	nreps = 1;
  	save = ex10.8.dat;

  ANALYSIS:	
  	TYPE IS TWOLEVEL mixture;

  MODEL POPULATION:

  	%WITHIN%
  	%overall%
  	x@1;
  	iw sw | y1@0 y2@1 y3@2 y4@3;
  	y1-y4*.5 (1);
  	iw ON x*1;
  	sw ON x*.2;
  	iw*1; sw*.5;
  	sw on iw*.5;
  	
  	%cb#2%
  	sw on iw*0;

  	%BETWEEN%
  	%overall%
  	w@1;
  	ib sb | y1@0 y2@1 y3@2 y4@3;
  	y1-y4@0;
  	ib ON w*.5;
  	sb ON w*.2;
  	ib*.5; sb*.2;

  	
  	cb#1 on w*1;


  	%cb#1%
  	[ib*0 sb*0];
  	%cb#2%
  	[ib*1.5 sb*1.5];


  MODEL:
  		%WITHIN%
  	%overall%

  	iw sw | y1@0 y2@1 y3@2 y4@3;
  	y1-y4*.5 (1);
  	iw ON x*1;
  	sw ON x*.2;
  	iw*1; sw*.5;
  	sw on iw*.5;
  	
  	%cb#2%
  	sw on iw*0;

  	%BETWEEN%
  	%overall%

  	ib sb | y1@0 y2@1 y3@2 y4@3;
  	y1-y4@0;
  	ib ON w*.5;
  	sb ON w*.2;
  	ib*.5; sb*.2;

  	
  	cb#1 on w*1;


  	%cb#1%
  	[ib*0 sb*0];
  	%cb#2%
  	[ib*1.5 sb*1.5];



  output:
  	tech8 tech9;



INPUT READING TERMINATED NORMALLY



this is an example of a Monte Carlo simulation study for a
two-level growth model for a continuous outcome (three level analysis)
with a between-level  categorical latent variable

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                        2000

Number of replications
    Requested                                                    1
    Completed                                                    1
Value of seed                                                58459

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

Observed dependent variables

  Continuous
   Y1          Y2          Y3          Y4

Observed independent variables
   X           W

Continuous latent variables
   IW          SW          IB          SB

Categorical latent variables
   CB

Variables with special functions

  Within variables
   X

  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

         20           100


SAMPLE STATISTICS FOR THE FIRST REPLICATION


     SAMPLE STATISTICS


           Means
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 1              0.880         1.576         2.260         2.911         0.000


           Means
              W
              ________
 1              0.086


           Covariances
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1             3.506
 Y2             4.196         7.485
 Y3             5.263         9.641        14.315
 Y4             6.432        12.420        18.143        24.555
 X              1.029         1.534         1.998         2.501         1.036
 W              0.226         0.107         0.072        -0.016        -0.012


           Covariances
              W
              ________
 W              0.989


           Correlations
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1             1.000
 Y2             0.819         1.000
 Y3             0.743         0.931         1.000
 Y4             0.693         0.916         0.968         1.000
 X              0.540         0.551         0.519         0.496         1.000
 W              0.121         0.039         0.019        -0.003        -0.011


           Correlations
              W
              ________
 W              1.000




MODEL FIT INFORMATION

Number of Free Parameters                       18

Loglikelihood

    H0 Value

        Mean                            -13129.035
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000       -13129.035     -13129.035
           0.980       0.000       -13129.035     -13129.035
           0.950       0.000       -13129.035     -13129.035
           0.900       0.000       -13129.035     -13129.035
           0.800       0.000       -13129.035     -13129.035
           0.700       0.000       -13129.035     -13129.035
           0.500       0.000       -13129.035     -13129.035
           0.300       0.000       -13129.035     -13129.035
           0.200       0.000       -13129.035     -13129.035
           0.100       0.000       -13129.035     -13129.035
           0.050       0.000       -13129.035     -13129.035
           0.020       0.000       -13129.035     -13129.035
           0.010       0.000       -13129.035     -13129.035

Information Criteria

    Akaike (AIC)

        Mean                             26294.071
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000        26294.071      26294.071
           0.980       0.000        26294.071      26294.071
           0.950       0.000        26294.071      26294.071
           0.900       0.000        26294.071      26294.071
           0.800       0.000        26294.071      26294.071
           0.700       0.000        26294.071      26294.071
           0.500       0.000        26294.071      26294.071
           0.300       0.000        26294.071      26294.071
           0.200       0.000        26294.071      26294.071
           0.100       0.000        26294.071      26294.071
           0.050       0.000        26294.071      26294.071
           0.020       0.000        26294.071      26294.071
           0.010       0.000        26294.071      26294.071

    Bayesian (BIC)

        Mean                             26394.887
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000        26394.887      26394.887
           0.980       0.000        26394.887      26394.887
           0.950       0.000        26394.887      26394.887
           0.900       0.000        26394.887      26394.887
           0.800       0.000        26394.887      26394.887
           0.700       0.000        26394.887      26394.887
           0.500       0.000        26394.887      26394.887
           0.300       0.000        26394.887      26394.887
           0.200       0.000        26394.887      26394.887
           0.100       0.000        26394.887      26394.887
           0.050       0.000        26394.887      26394.887
           0.020       0.000        26394.887      26394.887
           0.010       0.000        26394.887      26394.887

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

        Mean                             26337.700
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000        26337.700      26337.700
           0.980       0.000        26337.700      26337.700
           0.950       0.000        26337.700      26337.700
           0.900       0.000        26337.700      26337.700
           0.800       0.000        26337.700      26337.700
           0.700       0.000        26337.700      26337.700
           0.500       0.000        26337.700      26337.700
           0.300       0.000        26337.700      26337.700
           0.200       0.000        26337.700      26337.700
           0.100       0.000        26337.700      26337.700
           0.050       0.000        26337.700      26337.700
           0.020       0.000        26337.700      26337.700
           0.010       0.000        26337.700      26337.700



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

    Latent
   Classes

       1       1023.33752          0.51167
       2        976.66248          0.48833


CLASSIFICATION QUALITY

     Entropy                         0.991


CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP

Class Counts and Proportions

    Latent
   Classes

       1             1020          0.51000
       2              980          0.49000


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

           1        2

    1   1.000    0.000
    2   0.003    0.997


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

           1        2

    1   0.997    0.003
    2   0.000    1.000


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

              1        2

    1      5.706    0.000
    2     -9.775    0.000


MODEL RESULTS

                              ESTIMATES              S. E.     M. S. E.  95%  % Sig
                 Population   Average   Std. Dev.   Average             Cover Coeff
Within Level

Latent Class 1

 IW       |
  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

 SW       |
  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

 SW         ON
  IW                  0.500     0.4835     0.0000     0.0319     0.0003 1.000 1.000

 IW         ON
  X                   1.000     0.9957     0.0000     0.0275     0.0000 1.000 1.000

 SW         ON
  X                   0.200     0.2327     0.0000     0.0320     0.0011 1.000 1.000

 Residual Variances
  Y1                  0.500     0.4951     0.0000     0.0098     0.0000 1.000 1.000
  Y2                  0.500     0.4951     0.0000     0.0098     0.0000 1.000 1.000
  Y3                  0.500     0.4951     0.0000     0.0098     0.0000 1.000 1.000
  Y4                  0.500     0.4951     0.0000     0.0098     0.0000 1.000 1.000
  IW                  1.000     0.9832     0.0000     0.0434     0.0003 1.000 1.000
  SW                  0.500     0.5477     0.0000     0.0196     0.0023 0.000 1.000

Latent Class 2

 IW       |
  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

 SW       |
  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

 SW         ON
  IW                  0.000    -0.0516     0.0000     0.0258     0.0027 0.000 1.000

 IW         ON
  X                   1.000     0.9957     0.0000     0.0275     0.0000 1.000 1.000

 SW         ON
  X                   0.200     0.2327     0.0000     0.0320     0.0011 1.000 1.000

 Residual Variances
  Y1                  0.500     0.4951     0.0000     0.0098     0.0000 1.000 1.000
  Y2                  0.500     0.4951     0.0000     0.0098     0.0000 1.000 1.000
  Y3                  0.500     0.4951     0.0000     0.0098     0.0000 1.000 1.000
  Y4                  0.500     0.4951     0.0000     0.0098     0.0000 1.000 1.000
  IW                  1.000     0.9832     0.0000     0.0434     0.0003 1.000 1.000
  SW                  0.500     0.5477     0.0000     0.0196     0.0023 0.000 1.000

Between Level

Latent Class 1

 IB       |
  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

 SB       |
  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

 IB         ON
  W                   0.500     0.6017     0.0000     0.0802     0.0103 1.000 1.000

 SB         ON
  W                   0.200     0.2700     0.0000     0.0548     0.0049 1.000 1.000

 SB       WITH
  IB                  0.000    -0.0086     0.0000     0.0311     0.0001 1.000 0.000

 Intercepts
  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
  IB                  0.000     0.0519     0.0000     0.1105     0.0027 1.000 0.000
  SB                  0.000    -0.0566     0.0000     0.0667     0.0032 1.000 0.000

 Residual Variances
  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
  IB                  0.500     0.4699     0.0000     0.0619     0.0009 1.000 1.000
  SB                  0.200     0.1851     0.0000     0.0351     0.0002 1.000 1.000

Latent Class 2

 IB       |
  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

 SB       |
  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

 IB         ON
  W                   0.500     0.6017     0.0000     0.0802     0.0103 1.000 1.000

 SB         ON
  W                   0.200     0.2700     0.0000     0.0548     0.0049 1.000 1.000

 SB       WITH
  IB                  0.000    -0.0086     0.0000     0.0311     0.0001 1.000 0.000

 Intercepts
  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
  IB                  1.500     1.6631     0.0000     0.1073     0.0266 1.000 1.000
  SB                  1.500     1.4062     0.0000     0.0751     0.0088 1.000 1.000

 Residual Variances
  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
  IB                  0.500     0.4699     0.0000     0.0619     0.0009 1.000 1.000
  SB                  0.200     0.1851     0.0000     0.0351     0.0002 1.000 1.000

Categorical Latent Variables

Within Level

Between Level

 CB#1       ON
  W                   1.000     1.1856     0.0000     0.2901     0.0344 1.000 1.000

 Intercepts
  CB#1                0.000    -0.0458     0.0000     0.2273     0.0021 1.000 0.000


QUALITY OF NUMERICAL RESULTS

     Average Condition Number for the Information Matrix      0.175E-03
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS 1


           NU
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              W
              ________
 1                  0


           LAMBDA
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 Y1                 0             0             0             0             0
 Y2                 0             0             0             0             0
 Y3                 0             0             0             0             0
 Y4                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           LAMBDA
              X             W
              ________      ________
 Y1                 0             0
 Y2                 0             0
 Y3                 0             0
 Y4                 0             0
 X                  0             0
 W                  0             0


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1                 1
 Y2                 0             1
 Y3                 0             0             1
 Y4                 0             0             0             1
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              W
              ________
 W                  0


           ALPHA
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           ALPHA
              X             W
              ________      ________
 1                  0             0


           BETA
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW                 0             0             0             0             0
 SW                 3             0             0             0             0
 CB#1               0             0             0             0             0
 IB                 0             0             0             0             0
 SB                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           BETA
              X             W
              ________      ________
 IW                 2             0
 SW                 4             0
 CB#1               0             0
 IB                 0             0
 SB                 0             0
 X                  0             0
 W                  0             0


           PSI
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW                 5
 SW                 0             6
 CB#1               0             0             0
 IB                 0             0             0             0
 SB                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           PSI
              X             W
              ________      ________
 X                  0
 W                  0             0


     PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS 2


           NU
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              W
              ________
 1                  0


           LAMBDA
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 Y1                 0             0             0             0             0
 Y2                 0             0             0             0             0
 Y3                 0             0             0             0             0
 Y4                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           LAMBDA
              X             W
              ________      ________
 Y1                 0             0
 Y2                 0             0
 Y3                 0             0
 Y4                 0             0
 X                  0             0
 W                  0             0


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1                 1
 Y2                 0             1
 Y3                 0             0             1
 Y4                 0             0             0             1
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              W
              ________
 W                  0


           ALPHA
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           ALPHA
              X             W
              ________      ________
 1                  0             0


           BETA
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW                 0             0             0             0             0
 SW                 7             0             0             0             0
 CB#1               0             0             0             0             0
 IB                 0             0             0             0             0
 SB                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           BETA
              X             W
              ________      ________
 IW                 2             0
 SW                 4             0
 CB#1               0             0
 IB                 0             0
 SB                 0             0
 X                  0             0
 W                  0             0


           PSI
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW                 5
 SW                 0             6
 CB#1               0             0             0
 IB                 0             0             0             0
 SB                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           PSI
              X             W
              ________      ________
 X                  0
 W                  0             0


     PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS 1


           NU
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              W
              ________
 1                  0


           LAMBDA
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 Y1                 0             0             0             0             0
 Y2                 0             0             0             0             0
 Y3                 0             0             0             0             0
 Y4                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           LAMBDA
              X             W
              ________      ________
 Y1                 0             0
 Y2                 0             0
 Y3                 0             0
 Y4                 0             0
 X                  0             0
 W                  0             0


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1                 0
 Y2                 0             0
 Y3                 0             0             0
 Y4                 0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              W
              ________
 W                  0


           ALPHA
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 1                  0             0             0             8             9


           ALPHA
              X             W
              ________      ________
 1                  0             0


           BETA
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW                 0             0             0             0             0
 SW                 0             0             0             0             0
 CB#1               0             0             0             0             0
 IB                 0             0             0             0             0
 SB                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           BETA
              X             W
              ________      ________
 IW                 0             0
 SW                 0             0
 CB#1               0             0
 IB                 0            10
 SB                 0            11
 X                  0             0
 W                  0             0


           PSI
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW                 0
 SW                 0             0
 CB#1               0             0             0
 IB                 0             0             0            12
 SB                 0             0             0            13            14
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           PSI
              X             W
              ________      ________
 X                  0
 W                  0             0


     PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS 2


           NU
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              W
              ________
 1                  0


           LAMBDA
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 Y1                 0             0             0             0             0
 Y2                 0             0             0             0             0
 Y3                 0             0             0             0             0
 Y4                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           LAMBDA
              X             W
              ________      ________
 Y1                 0             0
 Y2                 0             0
 Y3                 0             0
 Y4                 0             0
 X                  0             0
 W                  0             0


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1                 0
 Y2                 0             0
 Y3                 0             0             0
 Y4                 0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              W
              ________
 W                  0


           ALPHA
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 1                  0             0             0            15            16


           ALPHA
              X             W
              ________      ________
 1                  0             0


           BETA
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW                 0             0             0             0             0
 SW                 0             0             0             0             0
 CB#1               0             0             0             0             0
 IB                 0             0             0             0             0
 SB                 0             0             0             0             0
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           BETA
              X             W
              ________      ________
 IW                 0             0
 SW                 0             0
 CB#1               0             0
 IB                 0            10
 SB                 0            11
 X                  0             0
 W                  0             0


           PSI
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW                 0
 SW                 0             0
 CB#1               0             0             0
 IB                 0             0             0            12
 SB                 0             0             0            13            14
 X                  0             0             0             0             0
 W                  0             0             0             0             0


           PSI
              X             W
              ________      ________
 X                  0
 W                  0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART (WITHIN)


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


           GAMMA(C)
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 CB#1               0             0             0             0             0
 CB#2               0             0             0             0             0


           GAMMA(C)
              X             W
              ________      ________
 CB#1               0             0
 CB#2               0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART (BETWEEN)


           ALPHA(C)
              CB#1          CB#2
              ________      ________
 1                 17             0


           GAMMA(C)
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 CB#1               0             0             0             0             0
 CB#2               0             0             0             0             0


           GAMMA(C)
              X             W
              ________      ________
 CB#1               0            18
 CB#2               0             0


     STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS 1


           NU
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              W
              ________
 1              0.000


           LAMBDA
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 Y1             1.000         0.000         0.000         0.000         0.000
 Y2             1.000         1.000         0.000         0.000         0.000
 Y3             1.000         2.000         0.000         0.000         0.000
 Y4             1.000         3.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           LAMBDA
              X             W
              ________      ________
 Y1             0.000         0.000
 Y2             0.000         0.000
 Y3             0.000         0.000
 Y4             0.000         0.000
 X              1.000         0.000
 W              0.000         1.000


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1             0.500
 Y2             0.000         0.500
 Y3             0.000         0.000         0.500
 Y4             0.000         0.000         0.000         0.500
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           THETA
              W
              ________
 W              0.000


           ALPHA
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           ALPHA
              X             W
              ________      ________
 1              0.000         0.000


           BETA
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW             0.000         0.000         0.000         0.000         0.000
 SW             0.500         0.000         0.000         0.000         0.000
 CB#1           0.000         0.000         0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000         0.000
 SB             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           BETA
              X             W
              ________      ________
 IW             1.000         0.000
 SW             0.200         0.000
 CB#1           0.000         0.000
 IB             0.000         0.000
 SB             0.000         0.000
 X              0.000         0.000
 W              0.000         0.000


           PSI
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW             1.000
 SW             0.000         0.500
 CB#1           0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000
 SB             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           PSI
              X             W
              ________      ________
 X              0.500
 W              0.000         0.000


     STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS 2


           NU
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              W
              ________
 1              0.000


           LAMBDA
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 Y1             1.000         0.000         0.000         0.000         0.000
 Y2             1.000         1.000         0.000         0.000         0.000
 Y3             1.000         2.000         0.000         0.000         0.000
 Y4             1.000         3.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           LAMBDA
              X             W
              ________      ________
 Y1             0.000         0.000
 Y2             0.000         0.000
 Y3             0.000         0.000
 Y4             0.000         0.000
 X              1.000         0.000
 W              0.000         1.000


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1             0.500
 Y2             0.000         0.500
 Y3             0.000         0.000         0.500
 Y4             0.000         0.000         0.000         0.500
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           THETA
              W
              ________
 W              0.000


           ALPHA
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           ALPHA
              X             W
              ________      ________
 1              0.000         0.000


           BETA
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW             0.000         0.000         0.000         0.000         0.000
 SW             0.000         0.000         0.000         0.000         0.000
 CB#1           0.000         0.000         0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000         0.000
 SB             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           BETA
              X             W
              ________      ________
 IW             1.000         0.000
 SW             0.200         0.000
 CB#1           0.000         0.000
 IB             0.000         0.000
 SB             0.000         0.000
 X              0.000         0.000
 W              0.000         0.000


           PSI
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW             1.000
 SW             0.000         0.500
 CB#1           0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000
 SB             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           PSI
              X             W
              ________      ________
 X              0.500
 W              0.000         0.000


     STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS 1


           NU
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              W
              ________
 1              0.000


           LAMBDA
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 Y1             0.000         0.000         0.000         1.000         0.000
 Y2             0.000         0.000         0.000         1.000         1.000
 Y3             0.000         0.000         0.000         1.000         2.000
 Y4             0.000         0.000         0.000         1.000         3.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           LAMBDA
              X             W
              ________      ________
 Y1             0.000         0.000
 Y2             0.000         0.000
 Y3             0.000         0.000
 Y4             0.000         0.000
 X              1.000         0.000
 W              0.000         1.000


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1             0.000
 Y2             0.000         0.000
 Y3             0.000         0.000         0.000
 Y4             0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           THETA
              W
              ________
 W              0.000


           ALPHA
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           ALPHA
              X             W
              ________      ________
 1              0.000         0.000


           BETA
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW             0.000         0.000         0.000         0.000         0.000
 SW             0.000         0.000         0.000         0.000         0.000
 CB#1           0.000         0.000         0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000         0.000
 SB             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           BETA
              X             W
              ________      ________
 IW             0.000         0.000
 SW             0.000         0.000
 CB#1           0.000         0.000
 IB             0.000         0.500
 SB             0.000         0.200
 X              0.000         0.000
 W              0.000         0.000


           PSI
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW             0.000
 SW             0.000         0.000
 CB#1           0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.500
 SB             0.000         0.000         0.000         0.000         0.200
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           PSI
              X             W
              ________      ________
 X              0.000
 W              0.000         0.500


     STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS 2


           NU
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              W
              ________
 1              0.000


           LAMBDA
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 Y1             0.000         0.000         0.000         1.000         0.000
 Y2             0.000         0.000         0.000         1.000         1.000
 Y3             0.000         0.000         0.000         1.000         2.000
 Y4             0.000         0.000         0.000         1.000         3.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           LAMBDA
              X             W
              ________      ________
 Y1             0.000         0.000
 Y2             0.000         0.000
 Y3             0.000         0.000
 Y4             0.000         0.000
 X              1.000         0.000
 W              0.000         1.000


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1             0.000
 Y2             0.000         0.000
 Y3             0.000         0.000         0.000
 Y4             0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           THETA
              W
              ________
 W              0.000


           ALPHA
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         1.500         1.500


           ALPHA
              X             W
              ________      ________
 1              0.000         0.000


           BETA
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW             0.000         0.000         0.000         0.000         0.000
 SW             0.000         0.000         0.000         0.000         0.000
 CB#1           0.000         0.000         0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000         0.000
 SB             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           BETA
              X             W
              ________      ________
 IW             0.000         0.000
 SW             0.000         0.000
 CB#1           0.000         0.000
 IB             0.000         0.500
 SB             0.000         0.200
 X              0.000         0.000
 W              0.000         0.000


           PSI
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW             0.000
 SW             0.000         0.000
 CB#1           0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.500
 SB             0.000         0.000         0.000         0.000         0.200
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           PSI
              X             W
              ________      ________
 X              0.000
 W              0.000         0.500


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART (WITHIN)


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


           GAMMA(C)
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 CB#1           0.000         0.000         0.000         0.000         0.000
 CB#2           0.000         0.000         0.000         0.000         0.000


           GAMMA(C)
              X             W
              ________      ________
 CB#1           0.000         0.000
 CB#2           0.000         0.000


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART (BETWEEN)


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


           GAMMA(C)
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 CB#1           0.000         0.000         0.000         0.000         0.000
 CB#2           0.000         0.000         0.000         0.000         0.000


           GAMMA(C)
              X             W
              ________      ________
 CB#1           0.000         1.000
 CB#2           0.000         0.000


     POPULATION VALUES FOR WITHIN LEVEL, LATENT CLASS 1


           NU
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              W
              ________
 1              0.000


           LAMBDA
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 Y1             1.000         0.000         0.000         0.000         0.000
 Y2             1.000         1.000         0.000         0.000         0.000
 Y3             1.000         2.000         0.000         0.000         0.000
 Y4             1.000         3.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           LAMBDA
              X             W
              ________      ________
 Y1             0.000         0.000
 Y2             0.000         0.000
 Y3             0.000         0.000
 Y4             0.000         0.000
 X              1.000         0.000
 W              0.000         1.000


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1             0.500
 Y2             0.000         0.500
 Y3             0.000         0.000         0.500
 Y4             0.000         0.000         0.000         0.500
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           THETA
              W
              ________
 W              0.000


           ALPHA
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           ALPHA
              X             W
              ________      ________
 1              0.000         0.000


           BETA
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW             0.000         0.000         0.000         0.000         0.000
 SW             0.500         0.000         0.000         0.000         0.000
 CB#1           0.000         0.000         0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000         0.000
 SB             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           BETA
              X             W
              ________      ________
 IW             1.000         0.000
 SW             0.200         0.000
 CB#1           0.000         0.000
 IB             0.000         0.000
 SB             0.000         0.000
 X              0.000         0.000
 W              0.000         0.000


           PSI
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW             1.000
 SW             0.000         0.500
 CB#1           0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000
 SB             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           PSI
              X             W
              ________      ________
 X              1.000
 W              0.000         0.000


     POPULATION VALUES FOR WITHIN LEVEL, LATENT CLASS 2


           NU
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              W
              ________
 1              0.000


           LAMBDA
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 Y1             1.000         0.000         0.000         0.000         0.000
 Y2             1.000         1.000         0.000         0.000         0.000
 Y3             1.000         2.000         0.000         0.000         0.000
 Y4             1.000         3.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           LAMBDA
              X             W
              ________      ________
 Y1             0.000         0.000
 Y2             0.000         0.000
 Y3             0.000         0.000
 Y4             0.000         0.000
 X              1.000         0.000
 W              0.000         1.000


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1             0.500
 Y2             0.000         0.500
 Y3             0.000         0.000         0.500
 Y4             0.000         0.000         0.000         0.500
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           THETA
              W
              ________
 W              0.000


           ALPHA
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           ALPHA
              X             W
              ________      ________
 1              0.000         0.000


           BETA
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW             0.000         0.000         0.000         0.000         0.000
 SW             0.000         0.000         0.000         0.000         0.000
 CB#1           0.000         0.000         0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000         0.000
 SB             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           BETA
              X             W
              ________      ________
 IW             1.000         0.000
 SW             0.200         0.000
 CB#1           0.000         0.000
 IB             0.000         0.000
 SB             0.000         0.000
 X              0.000         0.000
 W              0.000         0.000


           PSI
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW             1.000
 SW             0.000         0.500
 CB#1           0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000
 SB             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           PSI
              X             W
              ________      ________
 X              1.000
 W              0.000         0.000


     POPULATION VALUES FOR BETWEEN LEVEL, LATENT CLASS 1


           NU
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              W
              ________
 1              0.000


           LAMBDA
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 Y1             0.000         0.000         0.000         1.000         0.000
 Y2             0.000         0.000         0.000         1.000         1.000
 Y3             0.000         0.000         0.000         1.000         2.000
 Y4             0.000         0.000         0.000         1.000         3.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           LAMBDA
              X             W
              ________      ________
 Y1             0.000         0.000
 Y2             0.000         0.000
 Y3             0.000         0.000
 Y4             0.000         0.000
 X              1.000         0.000
 W              0.000         1.000


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1             0.000
 Y2             0.000         0.000
 Y3             0.000         0.000         0.000
 Y4             0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           THETA
              W
              ________
 W              0.000


           ALPHA
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           ALPHA
              X             W
              ________      ________
 1              0.000         0.000


           BETA
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW             0.000         0.000         0.000         0.000         0.000
 SW             0.000         0.000         0.000         0.000         0.000
 CB#1           0.000         0.000         0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000         0.000
 SB             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           BETA
              X             W
              ________      ________
 IW             0.000         0.000
 SW             0.000         0.000
 CB#1           0.000         0.000
 IB             0.000         0.500
 SB             0.000         0.200
 X              0.000         0.000
 W              0.000         0.000


           PSI
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW             0.000
 SW             0.000         0.000
 CB#1           0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.500
 SB             0.000         0.000         0.000         0.000         0.200
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           PSI
              X             W
              ________      ________
 X              0.000
 W              0.000         1.000


     POPULATION VALUES FOR BETWEEN LEVEL, LATENT CLASS 2


           NU
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              W
              ________
 1              0.000


           LAMBDA
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 Y1             0.000         0.000         0.000         1.000         0.000
 Y2             0.000         0.000         0.000         1.000         1.000
 Y3             0.000         0.000         0.000         1.000         2.000
 Y4             0.000         0.000         0.000         1.000         3.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           LAMBDA
              X             W
              ________      ________
 Y1             0.000         0.000
 Y2             0.000         0.000
 Y3             0.000         0.000
 Y4             0.000         0.000
 X              1.000         0.000
 W              0.000         1.000


           THETA
              Y1            Y2            Y3            Y4            X
              ________      ________      ________      ________      ________
 Y1             0.000
 Y2             0.000         0.000
 Y3             0.000         0.000         0.000
 Y4             0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           THETA
              W
              ________
 W              0.000


           ALPHA
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         1.500         1.500


           ALPHA
              X             W
              ________      ________
 1              0.000         0.000


           BETA
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW             0.000         0.000         0.000         0.000         0.000
 SW             0.000         0.000         0.000         0.000         0.000
 CB#1           0.000         0.000         0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.000         0.000
 SB             0.000         0.000         0.000         0.000         0.000
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           BETA
              X             W
              ________      ________
 IW             0.000         0.000
 SW             0.000         0.000
 CB#1           0.000         0.000
 IB             0.000         0.500
 SB             0.000         0.200
 X              0.000         0.000
 W              0.000         0.000


           PSI
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 IW             0.000
 SW             0.000         0.000
 CB#1           0.000         0.000         0.000
 IB             0.000         0.000         0.000         0.500
 SB             0.000         0.000         0.000         0.000         0.200
 X              0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           PSI
              X             W
              ________      ________
 X              0.000
 W              0.000         1.000


     POPULATION VALUES FOR LATENT CLASS REGRESSION MODEL PART (WITHIN)


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


           GAMMA(C)
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 CB#1           0.000         0.000         0.000         0.000         0.000
 CB#2           0.000         0.000         0.000         0.000         0.000


           GAMMA(C)
              X             W
              ________      ________
 CB#1           0.000         0.000
 CB#2           0.000         0.000


     POPULATION VALUES FOR LATENT CLASS REGRESSION MODEL PART (BETWEEN)


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


           GAMMA(C)
              IW            SW            CB#1          IB            SB
              ________      ________      ________      ________      ________
 CB#1           0.000         0.000         0.000         0.000         0.000
 CB#2           0.000         0.000         0.000         0.000         0.000


           GAMMA(C)
              X             W
              ________      ________
 CB#1           0.000         1.000
 CB#2           0.000         0.000


TECHNICAL 8 OUTPUT


  TECHNICAL 8 OUTPUT FOR REPLICATION 1


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13137306D+05    0.0000000    0.0000000   1025.511   974.489    EM
     2 -0.13129176D+05    8.1301791    0.0006189   1023.640   976.360    EM
     3 -0.13129035D+05    0.1407713    0.0000107   1023.247   976.753    EM
     4 -0.13129032D+05    0.0028670    0.0000002   1023.263   976.737    EM
     5 -0.13129035D+05   -0.0032966   -0.0000003   1023.338   976.662    EM


TECHNICAL 9 OUTPUT

  Error messages for each replication (if any)



SAVEDATA INFORMATION

  Order of variables

    Y1
    Y2
    Y3
    Y4
    X
    W
    CB
    CLUSTER

  Save file
    ex10.8.dat

  Save file format           Free
  Save file record length    10000


     Beginning Time:  14:02:48
        Ending Time:  14:02:49
       Elapsed Time:  00:00:01



MUTHEN & MUTHEN
3463 Stoner Ave.
Los Angeles, CA  90066

Tel: (310) 391-9971
Fax: (310) 391-8971
Web: www.StatModel.com
Support: Support@StatModel.com

Copyright (c) 1998-2014 Muthen & Muthen

Back to examples