Mplus VERSION 7
MUTHEN & MUTHEN
09/22/2012   9:59 PM

INPUT INSTRUCTIONS

  title:
  	monte carlo for two-level CFA mixture model
  	with continuous factor indicators

  montecarlo:
  	names are y1-y5;
  	nobservations = 1000;
  	ncsizes = 3;
  	csizes = 40 (5) 50 (10) 20 (15);
  	genclasses = c(2);
  	classes = c(2);
  	seed = 3454367;
  	nrep = 1;
  	save = ex10.4.dat;

  analysis:
  	type = twolevel mixture;

  model population:

  	%within%

  	%overall%

  	[c#1*0];
  	
  	y1-y5*.25;
  	fw by y1@1
  	y2*.8
  	y3*.8
  	y4*.8
  	y5*.8;

  	fw*1;

  	%between%

  	%overall%

  	fb by y1@1
  	y2*.8
  	y3*.8
  	y4*.8
  	y5*.8;

  	[fb@0];
  	fb*.5;

  	c#1*1;

  !	Possible model alternatives:
  !	fb with c#1*.5; ! this model is allowed

  !	fb on c#1*.5; ! this model is allowed

  !	c#1 on fb*.5; ! this model is not internally consistent
  				! (reciprocity problem) and is disallowed


  	%c#1%
  	[fb*2];


  model:
  	
  	%within%

  	%overall%

  	[c#1*0];
  	
  	y1-y5*.25;
  	fw by y1@1
  	y2*.8
  	y3*.8
  	y4*.8
  	y5*.8;

  	fw*1;

  	%between%

  	%overall%

  	fb by y1@1
  	y2*.8
  	y3*.8
  	y4*.8
  	y5*.8;

  	[fb@0];
  	fb*.5;

  	c#1*1;

  !	Possible model alternatives:
  !	fb with c#1*.5; ! this model is allowed

  !	fb on c#1*.5; ! this model is allowed

  !	c#1 on fb*.5; ! this model is not internally consistent
  				! (reciprocity problem) and is disallowed

  	%c#1%
  	[fb*2];

  output:
  	tech8 tech9;	



INPUT READING TERMINATED NORMALLY




monte carlo for two-level CFA mixture model
with continuous factor indicators

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                        1000

Number of replications
    Requested                                                    1
    Completed                                                    1
Value of seed                                              3454367

Number of dependent variables                                    5
Number of independent variables                                  0
Number of continuous latent variables                            2
Number of categorical latent variables                           1

Observed dependent variables

  Continuous
   Y1          Y2          Y3          Y4          Y5

Continuous latent variables
   FW          FB

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                                                       OFF


SUMMARY OF DATA FOR THE FIRST REPLICATION

     Cluster information

       Size (s)    Number of clusters of Size s

          5            40
         10            50
         15            20


SAMPLE STATISTICS FOR THE FIRST REPLICATION


     SAMPLE STATISTICS


           Means
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 1              1.081         0.836         0.833         0.856         0.820


           Covariances
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1             2.604
 Y2             1.881         1.748
 Y3             1.841         1.473         1.709
 Y4             1.823         1.457         1.435         1.656
 Y5             1.835         1.472         1.467         1.427         1.714


           Correlations
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1             1.000
 Y2             0.882         1.000
 Y3             0.873         0.852         1.000
 Y4             0.878         0.856         0.853         1.000
 Y5             0.869         0.850         0.857         0.847         1.000




MODEL FIT INFORMATION

Number of Free Parameters                       23

Loglikelihood

    H0 Value

        Mean                             -5334.229
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000        -5334.229      -5334.229
           0.980       0.000        -5334.229      -5334.229
           0.950       0.000        -5334.229      -5334.229
           0.900       0.000        -5334.229      -5334.229
           0.800       0.000        -5334.229      -5334.229
           0.700       0.000        -5334.229      -5334.229
           0.500       0.000        -5334.229      -5334.229
           0.300       0.000        -5334.229      -5334.229
           0.200       0.000        -5334.229      -5334.229
           0.100       0.000        -5334.229      -5334.229
           0.050       0.000        -5334.229      -5334.229
           0.020       0.000        -5334.229      -5334.229
           0.010       0.000        -5334.229      -5334.229

Information Criteria

    Akaike (AIC)

        Mean                             10714.458
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000        10714.458      10714.458
           0.980       0.000        10714.458      10714.458
           0.950       0.000        10714.458      10714.458
           0.900       0.000        10714.458      10714.458
           0.800       0.000        10714.458      10714.458
           0.700       0.000        10714.458      10714.458
           0.500       0.000        10714.458      10714.458
           0.300       0.000        10714.458      10714.458
           0.200       0.000        10714.458      10714.458
           0.100       0.000        10714.458      10714.458
           0.050       0.000        10714.458      10714.458
           0.020       0.000        10714.458      10714.458
           0.010       0.000        10714.458      10714.458

    Bayesian (BIC)

        Mean                             10827.337
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000        10827.337      10827.337
           0.980       0.000        10827.337      10827.337
           0.950       0.000        10827.337      10827.337
           0.900       0.000        10827.337      10827.337
           0.800       0.000        10827.337      10827.337
           0.700       0.000        10827.337      10827.337
           0.500       0.000        10827.337      10827.337
           0.300       0.000        10827.337      10827.337
           0.200       0.000        10827.337      10827.337
           0.100       0.000        10827.337      10827.337
           0.050       0.000        10827.337      10827.337
           0.020       0.000        10827.337      10827.337
           0.010       0.000        10827.337      10827.337

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

        Mean                             10754.288
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000        10754.288      10754.288
           0.980       0.000        10754.288      10754.288
           0.950       0.000        10754.288      10754.288
           0.900       0.000        10754.288      10754.288
           0.800       0.000        10754.288      10754.288
           0.700       0.000        10754.288      10754.288
           0.500       0.000        10754.288      10754.288
           0.300       0.000        10754.288      10754.288
           0.200       0.000        10754.288      10754.288
           0.100       0.000        10754.288      10754.288
           0.050       0.000        10754.288      10754.288
           0.020       0.000        10754.288      10754.288
           0.010       0.000        10754.288      10754.288



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

    Latent
   Classes

       1        505.40396          0.50540
       2        494.59604          0.49460


CLASSIFICATION QUALITY

     Entropy                         0.537


CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP

Class Counts and Proportions

    Latent
   Classes

       1              505          0.50500
       2              495          0.49500


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

           1        2

    1   0.862    0.138
    2   0.141    0.859


MODEL RESULTS

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

Latent Class 1

 FW       BY
  Y1               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y2               0.800     0.8580     0.0000     0.0449     0.0034 1.000 1.000
  Y3               0.800     0.7214     0.0000     0.0383     0.0062 0.000 1.000
  Y4               0.800     0.7943     0.0000     0.0429     0.0000 1.000 1.000
  Y5               0.800     0.7453     0.0000     0.0411     0.0030 1.000 1.000

 Variances
  FW               1.000     0.7822     0.0000     0.0962     0.0474 0.000 1.000

 Residual Variances
  Y1               0.250     0.2632     0.0000     0.0184     0.0002 1.000 1.000
  Y2               0.250     0.2397     0.0000     0.0148     0.0001 1.000 1.000
  Y3               0.250     0.2456     0.0000     0.0130     0.0000 1.000 1.000
  Y4               0.250     0.2417     0.0000     0.0139     0.0001 1.000 1.000
  Y5               0.250     0.2643     0.0000     0.0128     0.0002 1.000 1.000

Latent Class 2

 FW       BY
  Y1               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y2               0.800     0.8580     0.0000     0.0449     0.0034 1.000 1.000
  Y3               0.800     0.7214     0.0000     0.0383     0.0062 0.000 1.000
  Y4               0.800     0.7943     0.0000     0.0429     0.0000 1.000 1.000
  Y5               0.800     0.7453     0.0000     0.0411     0.0030 1.000 1.000

 Variances
  FW               1.000     0.7822     0.0000     0.0962     0.0474 0.000 1.000

 Residual Variances
  Y1               0.250     0.2632     0.0000     0.0184     0.0002 1.000 1.000
  Y2               0.250     0.2397     0.0000     0.0148     0.0001 1.000 1.000
  Y3               0.250     0.2456     0.0000     0.0130     0.0000 1.000 1.000
  Y4               0.250     0.2417     0.0000     0.0139     0.0001 1.000 1.000
  Y5               0.250     0.2643     0.0000     0.0128     0.0002 1.000 1.000

Between Level

Latent Class 1

 FB       BY
  Y1               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y2               0.800     0.7733     0.0000     0.0244     0.0007 1.000 1.000
  Y3               0.800     0.8234     0.0000     0.0242     0.0005 1.000 1.000
  Y4               0.800     0.7688     0.0000     0.0227     0.0010 1.000 1.000
  Y5               0.800     0.8071     0.0000     0.0253     0.0001 1.000 1.000

 Means
  FB               2.000     2.1771     0.0000     0.1197     0.0314 1.000 1.000

 Intercepts
  Y1               0.000    -0.0237     0.0000     0.1157     0.0006 1.000 0.000
  Y2               0.000    -0.0184     0.0000     0.0915     0.0003 1.000 0.000
  Y3               0.000    -0.0764     0.0000     0.0948     0.0058 1.000 0.000
  Y4               0.000     0.0074     0.0000     0.0888     0.0001 1.000 0.000
  Y5               0.000    -0.0710     0.0000     0.0960     0.0050 1.000 0.000

 Variances
  FB               0.500     0.4111     0.0000     0.0970     0.0079 1.000 1.000

Latent Class 2

 FB       BY
  Y1               1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  Y2               0.800     0.7733     0.0000     0.0244     0.0007 1.000 1.000
  Y3               0.800     0.8234     0.0000     0.0242     0.0005 1.000 1.000
  Y4               0.800     0.7688     0.0000     0.0227     0.0010 1.000 1.000
  Y5               0.800     0.8071     0.0000     0.0253     0.0001 1.000 1.000

 Means
  FB               0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

 Intercepts
  Y1               0.000    -0.0237     0.0000     0.1157     0.0006 1.000 0.000
  Y2               0.000    -0.0184     0.0000     0.0915     0.0003 1.000 0.000
  Y3               0.000    -0.0764     0.0000     0.0948     0.0058 1.000 0.000
  Y4               0.000     0.0074     0.0000     0.0888     0.0001 1.000 0.000
  Y5               0.000    -0.0710     0.0000     0.0960     0.0050 1.000 0.000

 Variances
  FB               0.500     0.4111     0.0000     0.0970     0.0079 1.000 1.000

Categorical Latent Variables

Within Level

 Means
  C#1              0.000     0.0477     0.0000     0.2055     0.0023 1.000 0.000

Between Level

 Variances
  C#1              1.000     0.9661     0.0000     0.3720     0.0012 1.000 1.000


QUALITY OF NUMERICAL RESULTS

     Average Condition Number for the Information Matrix      0.216E-04
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS 1


           NU
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           LAMBDA
              FW            C#1           FB
              ________      ________      ________
 Y1                 0             0             0
 Y2                 1             0             0
 Y3                 2             0             0
 Y4                 3             0             0
 Y5                 4             0             0


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1                 5
 Y2                 0             6
 Y3                 0             0             7
 Y4                 0             0             0             8
 Y5                 0             0             0             0             9


           ALPHA
              FW            C#1           FB
              ________      ________      ________
 1                  0             0             0


           BETA
              FW            C#1           FB
              ________      ________      ________
 FW                 0             0             0
 C#1                0             0             0
 FB                 0             0             0


           PSI
              FW            C#1           FB
              ________      ________      ________
 FW                10
 C#1                0             0
 FB                 0             0             0


     PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS 2


           NU
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           LAMBDA
              FW            C#1           FB
              ________      ________      ________
 Y1                 0             0             0
 Y2                 1             0             0
 Y3                 2             0             0
 Y4                 3             0             0
 Y5                 4             0             0


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1                 5
 Y2                 0             6
 Y3                 0             0             7
 Y4                 0             0             0             8
 Y5                 0             0             0             0             9


           ALPHA
              FW            C#1           FB
              ________      ________      ________
 1                  0             0             0


           BETA
              FW            C#1           FB
              ________      ________      ________
 FW                 0             0             0
 C#1                0             0             0
 FB                 0             0             0


           PSI
              FW            C#1           FB
              ________      ________      ________
 FW                10
 C#1                0             0
 FB                 0             0             0


     PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS 1


           NU
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 1                 11            12            13            14            15


           LAMBDA
              FW            C#1           FB
              ________      ________      ________
 Y1                 0             0             0
 Y2                 0             0            16
 Y3                 0             0            17
 Y4                 0             0            18
 Y5                 0             0            19


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1                 0
 Y2                 0             0
 Y3                 0             0             0
 Y4                 0             0             0             0
 Y5                 0             0             0             0             0


           ALPHA
              FW            C#1           FB
              ________      ________      ________
 1                  0             0            20


           BETA
              FW            C#1           FB
              ________      ________      ________
 FW                 0             0             0
 C#1                0             0             0
 FB                 0             0             0


           PSI
              FW            C#1           FB
              ________      ________      ________
 FW                 0
 C#1                0            21
 FB                 0             0            22


     PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS 2


           NU
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 1                 11            12            13            14            15


           LAMBDA
              FW            C#1           FB
              ________      ________      ________
 Y1                 0             0             0
 Y2                 0             0            16
 Y3                 0             0            17
 Y4                 0             0            18
 Y5                 0             0            19


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1                 0
 Y2                 0             0
 Y3                 0             0             0
 Y4                 0             0             0             0
 Y5                 0             0             0             0             0


           ALPHA
              FW            C#1           FB
              ________      ________      ________
 1                  0             0             0


           BETA
              FW            C#1           FB
              ________      ________      ________
 FW                 0             0             0
 C#1                0             0             0
 FB                 0             0             0


           PSI
              FW            C#1           FB
              ________      ________      ________
 FW                 0
 C#1                0            21
 FB                 0             0            22


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C#1           C#2
              ________      ________
 1                 23             0


           GAMMA(C)
              FW            C#1           FB
              ________      ________      ________
 C#1                0             0             0
 C#2                0             0             0


     STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS 1


           NU
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           LAMBDA
              FW            C#1           FB
              ________      ________      ________
 Y1             1.000         0.000         0.000
 Y2             0.800         0.000         0.000
 Y3             0.800         0.000         0.000
 Y4             0.800         0.000         0.000
 Y5             0.800         0.000         0.000


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1             0.250
 Y2             0.000         0.250
 Y3             0.000         0.000         0.250
 Y4             0.000         0.000         0.000         0.250
 Y5             0.000         0.000         0.000         0.000         0.250


           ALPHA
              FW            C#1           FB
              ________      ________      ________
 1              0.000         0.000         0.000


           BETA
              FW            C#1           FB
              ________      ________      ________
 FW             0.000         0.000         0.000
 C#1            0.000         0.000         0.000
 FB             0.000         0.000         0.000


           PSI
              FW            C#1           FB
              ________      ________      ________
 FW             1.000
 C#1            0.000         0.000
 FB             0.000         0.000         0.000


     STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS 2


           NU
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           LAMBDA
              FW            C#1           FB
              ________      ________      ________
 Y1             1.000         0.000         0.000
 Y2             0.800         0.000         0.000
 Y3             0.800         0.000         0.000
 Y4             0.800         0.000         0.000
 Y5             0.800         0.000         0.000


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1             0.250
 Y2             0.000         0.250
 Y3             0.000         0.000         0.250
 Y4             0.000         0.000         0.000         0.250
 Y5             0.000         0.000         0.000         0.000         0.250


           ALPHA
              FW            C#1           FB
              ________      ________      ________
 1              0.000         0.000         0.000


           BETA
              FW            C#1           FB
              ________      ________      ________
 FW             0.000         0.000         0.000
 C#1            0.000         0.000         0.000
 FB             0.000         0.000         0.000


           PSI
              FW            C#1           FB
              ________      ________      ________
 FW             1.000
 C#1            0.000         0.000
 FB             0.000         0.000         0.000


     STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS 1


           NU
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           LAMBDA
              FW            C#1           FB
              ________      ________      ________
 Y1             0.000         0.000         1.000
 Y2             0.000         0.000         0.800
 Y3             0.000         0.000         0.800
 Y4             0.000         0.000         0.800
 Y5             0.000         0.000         0.800


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1             0.000
 Y2             0.000         0.000
 Y3             0.000         0.000         0.000
 Y4             0.000         0.000         0.000         0.000
 Y5             0.000         0.000         0.000         0.000         0.000


           ALPHA
              FW            C#1           FB
              ________      ________      ________
 1              0.000         0.000         2.000


           BETA
              FW            C#1           FB
              ________      ________      ________
 FW             0.000         0.000         0.000
 C#1            0.000         0.000         0.000
 FB             0.000         0.000         0.000


           PSI
              FW            C#1           FB
              ________      ________      ________
 FW             0.000
 C#1            0.000         1.000
 FB             0.000         0.000         0.500


     STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS 2


           NU
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           LAMBDA
              FW            C#1           FB
              ________      ________      ________
 Y1             0.000         0.000         1.000
 Y2             0.000         0.000         0.800
 Y3             0.000         0.000         0.800
 Y4             0.000         0.000         0.800
 Y5             0.000         0.000         0.800


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1             0.000
 Y2             0.000         0.000
 Y3             0.000         0.000         0.000
 Y4             0.000         0.000         0.000         0.000
 Y5             0.000         0.000         0.000         0.000         0.000


           ALPHA
              FW            C#1           FB
              ________      ________      ________
 1              0.000         0.000         0.000


           BETA
              FW            C#1           FB
              ________      ________      ________
 FW             0.000         0.000         0.000
 C#1            0.000         0.000         0.000
 FB             0.000         0.000         0.000


           PSI
              FW            C#1           FB
              ________      ________      ________
 FW             0.000
 C#1            0.000         1.000
 FB             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)
              FW            C#1           FB
              ________      ________      ________
 C#1            0.000         0.000         0.000
 C#2            0.000         0.000         0.000


     POPULATION VALUES FOR WITHIN LEVEL, LATENT CLASS 1


           NU
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           LAMBDA
              FW            C#1           FB
              ________      ________      ________
 Y1             1.000         0.000         0.000
 Y2             0.800         0.000         0.000
 Y3             0.800         0.000         0.000
 Y4             0.800         0.000         0.000
 Y5             0.800         0.000         0.000


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1             0.250
 Y2             0.000         0.250
 Y3             0.000         0.000         0.250
 Y4             0.000         0.000         0.000         0.250
 Y5             0.000         0.000         0.000         0.000         0.250


           ALPHA
              FW            C#1           FB
              ________      ________      ________
 1              0.000         0.000         0.000


           BETA
              FW            C#1           FB
              ________      ________      ________
 FW             0.000         0.000         0.000
 C#1            0.000         0.000         0.000
 FB             0.000         0.000         0.000


           PSI
              FW            C#1           FB
              ________      ________      ________
 FW             1.000
 C#1            0.000         0.000
 FB             0.000         0.000         0.000


     POPULATION VALUES FOR WITHIN LEVEL, LATENT CLASS 2


           NU
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           LAMBDA
              FW            C#1           FB
              ________      ________      ________
 Y1             1.000         0.000         0.000
 Y2             0.800         0.000         0.000
 Y3             0.800         0.000         0.000
 Y4             0.800         0.000         0.000
 Y5             0.800         0.000         0.000


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1             0.250
 Y2             0.000         0.250
 Y3             0.000         0.000         0.250
 Y4             0.000         0.000         0.000         0.250
 Y5             0.000         0.000         0.000         0.000         0.250


           ALPHA
              FW            C#1           FB
              ________      ________      ________
 1              0.000         0.000         0.000


           BETA
              FW            C#1           FB
              ________      ________      ________
 FW             0.000         0.000         0.000
 C#1            0.000         0.000         0.000
 FB             0.000         0.000         0.000


           PSI
              FW            C#1           FB
              ________      ________      ________
 FW             1.000
 C#1            0.000         0.000
 FB             0.000         0.000         0.000


     POPULATION VALUES FOR BETWEEN LEVEL, LATENT CLASS 1


           NU
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           LAMBDA
              FW            C#1           FB
              ________      ________      ________
 Y1             0.000         0.000         1.000
 Y2             0.000         0.000         0.800
 Y3             0.000         0.000         0.800
 Y4             0.000         0.000         0.800
 Y5             0.000         0.000         0.800


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1             0.000
 Y2             0.000         0.000
 Y3             0.000         0.000         0.000
 Y4             0.000         0.000         0.000         0.000
 Y5             0.000         0.000         0.000         0.000         0.000


           ALPHA
              FW            C#1           FB
              ________      ________      ________
 1              0.000         0.000         2.000


           BETA
              FW            C#1           FB
              ________      ________      ________
 FW             0.000         0.000         0.000
 C#1            0.000         0.000         0.000
 FB             0.000         0.000         0.000


           PSI
              FW            C#1           FB
              ________      ________      ________
 FW             0.000
 C#1            0.000         1.000
 FB             0.000         0.000         0.500


     POPULATION VALUES FOR BETWEEN LEVEL, LATENT CLASS 2


           NU
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           LAMBDA
              FW            C#1           FB
              ________      ________      ________
 Y1             0.000         0.000         1.000
 Y2             0.000         0.000         0.800
 Y3             0.000         0.000         0.800
 Y4             0.000         0.000         0.800
 Y5             0.000         0.000         0.800


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1             0.000
 Y2             0.000         0.000
 Y3             0.000         0.000         0.000
 Y4             0.000         0.000         0.000         0.000
 Y5             0.000         0.000         0.000         0.000         0.000


           ALPHA
              FW            C#1           FB
              ________      ________      ________
 1              0.000         0.000         0.000


           BETA
              FW            C#1           FB
              ________      ________      ________
 FW             0.000         0.000         0.000
 C#1            0.000         0.000         0.000
 FB             0.000         0.000         0.000


           PSI
              FW            C#1           FB
              ________      ________      ________
 FW             0.000
 C#1            0.000         1.000
 FB             0.000         0.000         0.500


     POPULATION VALUES FOR LATENT CLASS REGRESSION MODEL PART


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


           GAMMA(C)
              FW            C#1           FB
              ________      ________      ________
 C#1            0.000         0.000         0.000
 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 -0.53490783D+04    0.0000000    0.0000000    508.442   491.558    EM
     2 -0.53395275D+04    9.5507973    0.0017855    509.335   490.665    EM
     3 -0.53381381D+04    1.3894019    0.0002602    509.763   490.237    EM
     4 -0.53371584D+04    0.9797025    0.0001835    509.951   490.049    EM
     5 -0.53364275D+04    0.7308496    0.0001369    509.975   490.025    EM
     6 -0.53358735D+04    0.5540493    0.0001038    509.881   490.119    EM
     7 -0.53354519D+04    0.4215351    0.0000790    509.705   490.295    EM
     8 -0.53351323D+04    0.3196871    0.0000599    509.474   490.526    EM
     9 -0.53348915D+04    0.2407502    0.0000451    509.208   490.792    EM
    10 -0.53347118D+04    0.1797171    0.0000337    508.923   491.077    EM
    11 -0.53345789D+04    0.1329284    0.0000249    508.629   491.371    EM
    12 -0.53344814D+04    0.0974754    0.0000183    508.336   491.664    EM
    13 -0.53344104D+04    0.0709410    0.0000133    508.049   491.951    EM
    14 -0.53343591D+04    0.0513153    0.0000096    507.772   492.228    EM
    15 -0.53343222D+04    0.0369509    0.0000069    507.508   492.492    EM
    16 -0.53342957D+04    0.0265292    0.0000050    507.258   492.742    EM
    17 -0.53342766D+04    0.0190204    0.0000036    507.023   492.977    EM
    18 -0.53342630D+04    0.0136387    0.0000026    506.803   493.197    EM
    19 -0.53342532D+04    0.0097940    0.0000018    506.598   493.402    EM
    20 -0.53342461D+04    0.0070525    0.0000013    506.407   493.593    EM
    21 -0.53342410D+04    0.0050985    0.0000010    506.229   493.771    EM
    22 -0.53342373D+04    0.0037050    0.0000007    506.064   493.936    EM
    23 -0.53342346D+04    0.0027084    0.0000005    505.912   494.088    EM
    24 -0.53342326D+04    0.0019934    0.0000004    505.770   494.230    EM
    25 -0.53342312D+04    0.0014784    0.0000003    505.638   494.362    EM
    26 -0.53342301D+04    0.0011054    0.0000002    505.517   494.483    EM
    27 -0.53342292D+04    0.0008336    0.0000002    505.404   494.596    EM


TECHNICAL 9 OUTPUT

  Error messages for each replication (if any)



SAVEDATA INFORMATION

  Order of variables

    Y1
    Y2
    Y3
    Y4
    Y5
    C
    CLUSTER

  Save file
    ex10.4.dat

  Save file format           Free
  Save file record length    10000


     Beginning Time:  21:59:29
        Ending Time:  21:59:35
       Elapsed Time:  00:00:06



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