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

INPUT INSTRUCTIONS

  title:
  	this is an example of a LCGA for a count
  	outcome using a zero-inflated Poisson
  	model

  montecarlo:
  	names are u1-u4;
  	generate = u1-u4(ci);
  	count = u1-u4(i);
  	genclasses = c(2);
  	classes = c(2);
  	nobs = 500;
  	seed = 3454367;
  	nrep = 1;
  	save = ex8.11.dat;

  analysis:
  	type = mixture;
  	algo = int;

  model population:

  	%overall%

  	i s | u1@0 u2@1 u3@2 u4@3;
  	[i*.5 s*0];

  	ii si | u1#1@0 u2#1@1 u3#1@2 u4#1@3;
  	[ii@0]
  	[si*-.5] (1);
  	[u1#1-u4#1*.5] (2);

  	i-si@0;
  	i with s-si@0;
  	s with ii-si@0;
  	ii with si@0;

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

  model:

  	%overall%

  	i s | u1@0 u2@1 u3@2 u4@3;
  	[i*.5 s*0];

  	ii si | u1#1@0 u2#1@1 u3#1@2 u4#1@3;
  	[ii@0]
  	[si*-.5] (1);
  	[u1#1-u4#1*.5] (2);

  	i-si@0;
  	i with s-si@0;
  	s with ii-si@0;
  	ii with si@0;

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

  output:
  	tech8 tech9;
  	
  	
  	

  	
  	



INPUT READING TERMINATED NORMALLY




this is an example of a LCGA for a count
outcome using a zero-inflated Poisson
model

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                         500

Number of replications
    Requested                                                    1
    Completed                                                    1
Value of seed                                              3454367

Number of dependent variables                                    4
Number of independent variables                                  0
Number of continuous latent variables                            4
Number of categorical latent variables                           1

Observed dependent variables

  Count
   U1          U2          U3          U4

Continuous latent variables
   I           S           II          SI

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                            0
  Adaptive quadrature                                           ON
Cholesky                                                       OFF





MODEL FIT INFORMATION

Number of Free Parameters                        7

Loglikelihood

    H0 Value

        Mean                             -3107.217
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000        -3107.217      -3107.217
           0.980       0.000        -3107.217      -3107.217
           0.950       0.000        -3107.217      -3107.217
           0.900       0.000        -3107.217      -3107.217
           0.800       0.000        -3107.217      -3107.217
           0.700       0.000        -3107.217      -3107.217
           0.500       0.000        -3107.217      -3107.217
           0.300       0.000        -3107.217      -3107.217
           0.200       0.000        -3107.217      -3107.217
           0.100       0.000        -3107.217      -3107.217
           0.050       0.000        -3107.217      -3107.217
           0.020       0.000        -3107.217      -3107.217
           0.010       0.000        -3107.217      -3107.217

Information Criteria

    Akaike (AIC)

        Mean                              6228.433
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000         6228.433       6228.433
           0.980       0.000         6228.433       6228.433
           0.950       0.000         6228.433       6228.433
           0.900       0.000         6228.433       6228.433
           0.800       0.000         6228.433       6228.433
           0.700       0.000         6228.433       6228.433
           0.500       0.000         6228.433       6228.433
           0.300       0.000         6228.433       6228.433
           0.200       0.000         6228.433       6228.433
           0.100       0.000         6228.433       6228.433
           0.050       0.000         6228.433       6228.433
           0.020       0.000         6228.433       6228.433
           0.010       0.000         6228.433       6228.433

    Bayesian (BIC)

        Mean                              6257.935
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000         6257.935       6257.935
           0.980       0.000         6257.935       6257.935
           0.950       0.000         6257.935       6257.935
           0.900       0.000         6257.935       6257.935
           0.800       0.000         6257.935       6257.935
           0.700       0.000         6257.935       6257.935
           0.500       0.000         6257.935       6257.935
           0.300       0.000         6257.935       6257.935
           0.200       0.000         6257.935       6257.935
           0.100       0.000         6257.935       6257.935
           0.050       0.000         6257.935       6257.935
           0.020       0.000         6257.935       6257.935
           0.010       0.000         6257.935       6257.935

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

        Mean                              6235.717
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000         6235.717       6235.717
           0.980       0.000         6235.717       6235.717
           0.950       0.000         6235.717       6235.717
           0.900       0.000         6235.717       6235.717
           0.800       0.000         6235.717       6235.717
           0.700       0.000         6235.717       6235.717
           0.500       0.000         6235.717       6235.717
           0.300       0.000         6235.717       6235.717
           0.200       0.000         6235.717       6235.717
           0.100       0.000         6235.717       6235.717
           0.050       0.000         6235.717       6235.717
           0.020       0.000         6235.717       6235.717
           0.010       0.000         6235.717       6235.717

Chi-Square Test of Model Fit for the Count Outcomes

    Pearson Chi-Square

        Mean                              2438.728
        Std Dev                              0.000
        Degrees of freedom                    9983
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000         9657.229       2438.728
           0.980       0.000         9694.953       2438.728
           0.950       0.000         9751.723       2438.728
           0.900       0.000         9802.349       2438.728
           0.800       0.000         9863.888       2438.728
           0.700       0.000         9908.421       2438.728
           0.500       0.000         9982.333       2438.728
           0.300       0.000        10056.612       2438.728
           0.200       0.000        10101.723       2438.728
           0.100       0.000        10164.507       2438.728
           0.050       0.000        10216.551       2438.728
           0.020       0.000        10275.338       2438.728
           0.010       0.000        10314.654       2438.728

    Likelihood Ratio Chi-Square

        Mean                               881.584
        Std Dev                              0.000
        Degrees of freedom                    9983
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000         9657.229        881.584
           0.980       0.000         9694.953        881.584
           0.950       0.000         9751.723        881.584
           0.900       0.000         9802.349        881.584
           0.800       0.000         9863.888        881.584
           0.700       0.000         9908.421        881.584
           0.500       0.000         9982.333        881.584
           0.300       0.000        10056.612        881.584
           0.200       0.000        10101.723        881.584
           0.100       0.000        10164.507        881.584
           0.050       0.000        10216.551        881.584
           0.020       0.000        10275.338        881.584
           0.010       0.000        10314.654        881.584



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

    Latent
   Classes

       1        239.65249          0.47930
       2        260.34751          0.52070


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

    Latent
   Classes

       1        239.72733          0.47945
       2        260.27267          0.52055


CLASSIFICATION QUALITY

     Entropy                         0.437


CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP

Class Counts and Proportions

    Latent
   Classes

       1              208          0.41600
       2              292          0.58400


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

           1        2

    1   0.863    0.137
    2   0.206    0.794


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

           1        2

    1   0.749    0.251
    2   0.109    0.891


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

              1        2

    1      1.093    0.000
    2     -2.098    0.000


MODEL RESULTS

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

 I        |
  U1                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U2                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U3                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U4                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000

 S        |
  U1                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U2                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U3                  2.000     2.0000     0.0000     0.0000     0.0000 1.000 0.000
  U4                  3.000     3.0000     0.0000     0.0000     0.0000 1.000 0.000

 II       |
  U1#1                1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U2#1                1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U3#1                1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U4#1                1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000

 SI       |
  U1#1                0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U2#1                1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U3#1                2.000     2.0000     0.0000     0.0000     0.0000 1.000 0.000
  U4#1                3.000     3.0000     0.0000     0.0000     0.0000 1.000 0.000

 I        WITH
  S                   0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  II                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  SI                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

 S        WITH
  II                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  SI                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

 II       WITH
  SI                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

 Means
  I                   1.000     0.9413     0.0000     0.0627     0.0034 1.000 1.000
  S                   0.200     0.2223     0.0000     0.0281     0.0005 1.000 1.000
  II                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  SI                 -0.500    -0.4187     0.0000     0.0530     0.0066 1.000 1.000

 Intercepts
  U1#1                0.500     0.4279     0.0000     0.0905     0.0052 1.000 1.000
  U1                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U2#1                0.500     0.4279     0.0000     0.0905     0.0052 1.000 1.000
  U2                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U3#1                0.500     0.4279     0.0000     0.0905     0.0052 1.000 1.000
  U3                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U4#1                0.500     0.4279     0.0000     0.0905     0.0052 1.000 1.000
  U4                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

 Variances
  I                   0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  S                   0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  II                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  SI                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

Latent Class 2

 I        |
  U1                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U2                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U3                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U4                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000

 S        |
  U1                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U2                  1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U3                  2.000     2.0000     0.0000     0.0000     0.0000 1.000 0.000
  U4                  3.000     3.0000     0.0000     0.0000     0.0000 1.000 0.000

 II       |
  U1#1                1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U2#1                1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U3#1                1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U4#1                1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000

 SI       |
  U1#1                0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U2#1                1.000     1.0000     0.0000     0.0000     0.0000 1.000 0.000
  U3#1                2.000     2.0000     0.0000     0.0000     0.0000 1.000 0.000
  U4#1                3.000     3.0000     0.0000     0.0000     0.0000 1.000 0.000

 I        WITH
  S                   0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  II                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  SI                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

 S        WITH
  II                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  SI                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

 II       WITH
  SI                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

 Means
  I                   0.500     0.5215     0.0000     0.0936     0.0005 1.000 1.000
  S                   0.000    -0.0240     0.0000     0.0453     0.0006 1.000 0.000
  II                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  SI                 -0.500    -0.4187     0.0000     0.0530     0.0066 1.000 1.000

 Intercepts
  U1#1                0.500     0.4279     0.0000     0.0905     0.0052 1.000 1.000
  U1                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U2#1                0.500     0.4279     0.0000     0.0905     0.0052 1.000 1.000
  U2                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U3#1                0.500     0.4279     0.0000     0.0905     0.0052 1.000 1.000
  U3                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  U4#1                0.500     0.4279     0.0000     0.0905     0.0052 1.000 1.000
  U4                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

 Variances
  I                   0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  S                   0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  II                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  SI                  0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

Categorical Latent Variables

 Means
  C#1                 0.000    -0.0828     0.0000     0.1719     0.0069 1.000 0.000


QUALITY OF NUMERICAL RESULTS

     Average Condition Number for the Information Matrix      0.346E-02
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR LATENT CLASS 1


           NU
              U1#1          U1            U2#1          U2            U3#1
              ________      ________      ________      ________      ________
 1                  1             0             1             0             1


           NU
              U3            U4#1          U4
              ________      ________      ________
 1                  0             1             0


           LAMBDA
              I             S             II            SI
              ________      ________      ________      ________
 U1#1               0             0             0             0
 U1                 0             0             0             0
 U2#1               0             0             0             0
 U2                 0             0             0             0
 U3#1               0             0             0             0
 U3                 0             0             0             0
 U4#1               0             0             0             0
 U4                 0             0             0             0


           THETA
              U1#1          U1            U2#1          U2            U3#1
              ________      ________      ________      ________      ________
 U1#1               0
 U1                 0             0
 U2#1               0             0             0
 U2                 0             0             0             0
 U3#1               0             0             0             0             0
 U3                 0             0             0             0             0
 U4#1               0             0             0             0             0
 U4                 0             0             0             0             0


           THETA
              U3            U4#1          U4
              ________      ________      ________
 U3                 0
 U4#1               0             0
 U4                 0             0             0


           ALPHA
              I             S             II            SI
              ________      ________      ________      ________
 1                  2             3             0             4


           BETA
              I             S             II            SI
              ________      ________      ________      ________
 I                  0             0             0             0
 S                  0             0             0             0
 II                 0             0             0             0
 SI                 0             0             0             0


           PSI
              I             S             II            SI
              ________      ________      ________      ________
 I                  0
 S                  0             0
 II                 0             0             0
 SI                 0             0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS 2


           NU
              U1#1          U1            U2#1          U2            U3#1
              ________      ________      ________      ________      ________
 1                  1             0             1             0             1


           NU
              U3            U4#1          U4
              ________      ________      ________
 1                  0             1             0


           LAMBDA
              I             S             II            SI
              ________      ________      ________      ________
 U1#1               0             0             0             0
 U1                 0             0             0             0
 U2#1               0             0             0             0
 U2                 0             0             0             0
 U3#1               0             0             0             0
 U3                 0             0             0             0
 U4#1               0             0             0             0
 U4                 0             0             0             0


           THETA
              U1#1          U1            U2#1          U2            U3#1
              ________      ________      ________      ________      ________
 U1#1               0
 U1                 0             0
 U2#1               0             0             0
 U2                 0             0             0             0
 U3#1               0             0             0             0             0
 U3                 0             0             0             0             0
 U4#1               0             0             0             0             0
 U4                 0             0             0             0             0


           THETA
              U3            U4#1          U4
              ________      ________      ________
 U3                 0
 U4#1               0             0
 U4                 0             0             0


           ALPHA
              I             S             II            SI
              ________      ________      ________      ________
 1                  5             6             0             4


           BETA
              I             S             II            SI
              ________      ________      ________      ________
 I                  0             0             0             0
 S                  0             0             0             0
 II                 0             0             0             0
 SI                 0             0             0             0


           PSI
              I             S             II            SI
              ________      ________      ________      ________
 I                  0
 S                  0             0
 II                 0             0             0
 SI                 0             0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C#1           C#2
              ________      ________
 1                  7             0


           GAMMA(C)
              I             S             II            SI
              ________      ________      ________      ________
 C#1                0             0             0             0
 C#2                0             0             0             0


     STARTING VALUES FOR LATENT CLASS 1


           NU
              U1#1          U1            U2#1          U2            U3#1
              ________      ________      ________      ________      ________
 1              0.500         0.000         0.500         0.000         0.500


           NU
              U3            U4#1          U4
              ________      ________      ________
 1              0.000         0.500         0.000


           LAMBDA
              I             S             II            SI
              ________      ________      ________      ________
 U1#1           0.000         0.000         1.000         0.000
 U1             1.000         0.000         0.000         0.000
 U2#1           0.000         0.000         1.000         1.000
 U2             1.000         1.000         0.000         0.000
 U3#1           0.000         0.000         1.000         2.000
 U3             1.000         2.000         0.000         0.000
 U4#1           0.000         0.000         1.000         3.000
 U4             1.000         3.000         0.000         0.000


           THETA
              U1#1          U1            U2#1          U2            U3#1
              ________      ________      ________      ________      ________
 U1#1           0.000
 U1             0.000         0.000
 U2#1           0.000         0.000         0.000
 U2             0.000         0.000         0.000         0.000
 U3#1           0.000         0.000         0.000         0.000         0.000
 U3             0.000         0.000         0.000         0.000         0.000
 U4#1           0.000         0.000         0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000         0.000


           THETA
              U3            U4#1          U4
              ________      ________      ________
 U3             0.000
 U4#1           0.000         0.000
 U4             0.000         0.000         0.000


           ALPHA
              I             S             II            SI
              ________      ________      ________      ________
 1              1.000         0.200         0.000        -0.500


           BETA
              I             S             II            SI
              ________      ________      ________      ________
 I              0.000         0.000         0.000         0.000
 S              0.000         0.000         0.000         0.000
 II             0.000         0.000         0.000         0.000
 SI             0.000         0.000         0.000         0.000


           PSI
              I             S             II            SI
              ________      ________      ________      ________
 I              0.000
 S              0.000         0.000
 II             0.000         0.000         0.000
 SI             0.000         0.000         0.000         0.000


     STARTING VALUES FOR LATENT CLASS 2


           NU
              U1#1          U1            U2#1          U2            U3#1
              ________      ________      ________      ________      ________
 1              0.500         0.000         0.500         0.000         0.500


           NU
              U3            U4#1          U4
              ________      ________      ________
 1              0.000         0.500         0.000


           LAMBDA
              I             S             II            SI
              ________      ________      ________      ________
 U1#1           0.000         0.000         1.000         0.000
 U1             1.000         0.000         0.000         0.000
 U2#1           0.000         0.000         1.000         1.000
 U2             1.000         1.000         0.000         0.000
 U3#1           0.000         0.000         1.000         2.000
 U3             1.000         2.000         0.000         0.000
 U4#1           0.000         0.000         1.000         3.000
 U4             1.000         3.000         0.000         0.000


           THETA
              U1#1          U1            U2#1          U2            U3#1
              ________      ________      ________      ________      ________
 U1#1           0.000
 U1             0.000         0.000
 U2#1           0.000         0.000         0.000
 U2             0.000         0.000         0.000         0.000
 U3#1           0.000         0.000         0.000         0.000         0.000
 U3             0.000         0.000         0.000         0.000         0.000
 U4#1           0.000         0.000         0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000         0.000


           THETA
              U3            U4#1          U4
              ________      ________      ________
 U3             0.000
 U4#1           0.000         0.000
 U4             0.000         0.000         0.000


           ALPHA
              I             S             II            SI
              ________      ________      ________      ________
 1              0.500         0.000         0.000        -0.500


           BETA
              I             S             II            SI
              ________      ________      ________      ________
 I              0.000         0.000         0.000         0.000
 S              0.000         0.000         0.000         0.000
 II             0.000         0.000         0.000         0.000
 SI             0.000         0.000         0.000         0.000


           PSI
              I             S             II            SI
              ________      ________      ________      ________
 I              0.000
 S              0.000         0.000
 II             0.000         0.000         0.000
 SI             0.000         0.000         0.000         0.000


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART


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


           GAMMA(C)
              I             S             II            SI
              ________      ________      ________      ________
 C#1            0.000         0.000         0.000         0.000
 C#2            0.000         0.000         0.000         0.000


     POPULATION VALUES FOR LATENT CLASS 1


           NU
              U1#1          U1            U2#1          U2            U3#1
              ________      ________      ________      ________      ________
 1              0.500         0.000         0.500         0.000         0.500


           NU
              U3            U4#1          U4
              ________      ________      ________
 1              0.000         0.500         0.000


           LAMBDA
              I             S             II            SI
              ________      ________      ________      ________
 U1#1           0.000         0.000         1.000         0.000
 U1             1.000         0.000         0.000         0.000
 U2#1           0.000         0.000         1.000         1.000
 U2             1.000         1.000         0.000         0.000
 U3#1           0.000         0.000         1.000         2.000
 U3             1.000         2.000         0.000         0.000
 U4#1           0.000         0.000         1.000         3.000
 U4             1.000         3.000         0.000         0.000


           THETA
              U1#1          U1            U2#1          U2            U3#1
              ________      ________      ________      ________      ________
 U1#1           0.000
 U1             0.000         0.000
 U2#1           0.000         0.000         0.000
 U2             0.000         0.000         0.000         0.000
 U3#1           0.000         0.000         0.000         0.000         0.000
 U3             0.000         0.000         0.000         0.000         0.000
 U4#1           0.000         0.000         0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000         0.000


           THETA
              U3            U4#1          U4
              ________      ________      ________
 U3             0.000
 U4#1           0.000         0.000
 U4             0.000         0.000         0.000


           ALPHA
              I             S             II            SI
              ________      ________      ________      ________
 1              1.000         0.200         0.000        -0.500


           BETA
              I             S             II            SI
              ________      ________      ________      ________
 I              0.000         0.000         0.000         0.000
 S              0.000         0.000         0.000         0.000
 II             0.000         0.000         0.000         0.000
 SI             0.000         0.000         0.000         0.000


           PSI
              I             S             II            SI
              ________      ________      ________      ________
 I              0.000
 S              0.000         0.000
 II             0.000         0.000         0.000
 SI             0.000         0.000         0.000         0.000


     POPULATION VALUES FOR LATENT CLASS 2


           NU
              U1#1          U1            U2#1          U2            U3#1
              ________      ________      ________      ________      ________
 1              0.500         0.000         0.500         0.000         0.500


           NU
              U3            U4#1          U4
              ________      ________      ________
 1              0.000         0.500         0.000


           LAMBDA
              I             S             II            SI
              ________      ________      ________      ________
 U1#1           0.000         0.000         1.000         0.000
 U1             1.000         0.000         0.000         0.000
 U2#1           0.000         0.000         1.000         1.000
 U2             1.000         1.000         0.000         0.000
 U3#1           0.000         0.000         1.000         2.000
 U3             1.000         2.000         0.000         0.000
 U4#1           0.000         0.000         1.000         3.000
 U4             1.000         3.000         0.000         0.000


           THETA
              U1#1          U1            U2#1          U2            U3#1
              ________      ________      ________      ________      ________
 U1#1           0.000
 U1             0.000         0.000
 U2#1           0.000         0.000         0.000
 U2             0.000         0.000         0.000         0.000
 U3#1           0.000         0.000         0.000         0.000         0.000
 U3             0.000         0.000         0.000         0.000         0.000
 U4#1           0.000         0.000         0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000         0.000


           THETA
              U3            U4#1          U4
              ________      ________      ________
 U3             0.000
 U4#1           0.000         0.000
 U4             0.000         0.000         0.000


           ALPHA
              I             S             II            SI
              ________      ________      ________      ________
 1              0.500         0.000         0.000        -0.500


           BETA
              I             S             II            SI
              ________      ________      ________      ________
 I              0.000         0.000         0.000         0.000
 S              0.000         0.000         0.000         0.000
 II             0.000         0.000         0.000         0.000
 SI             0.000         0.000         0.000         0.000


           PSI
              I             S             II            SI
              ________      ________      ________      ________
 I              0.000
 S              0.000         0.000
 II             0.000         0.000         0.000
 SI             0.000         0.000         0.000         0.000


     POPULATION VALUES FOR LATENT CLASS REGRESSION MODEL PART


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


           GAMMA(C)
              I             S             II            SI
              ________      ________      ________      ________
 C#1            0.000         0.000         0.000         0.000
 C#2            0.000         0.000         0.000         0.000


TECHNICAL 8 OUTPUT


  TECHNICAL 8 OUTPUT FOR REPLICATION 1


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.31106174D+04    0.0000000    0.0000000    239.707   260.293    EM
     2 -0.31072867D+04    3.3307814    0.0010708    239.587   260.413    EM
     3 -0.31072323D+04    0.0543802    0.0000175    239.544   260.456    EM
     4 -0.31072206D+04    0.0116653    0.0000038    239.584   260.416    EM
     5 -0.31072175D+04    0.0031141    0.0000010    239.652   260.348    EM
     6 -0.31072166D+04    0.0009150    0.0000003    239.727   260.273    EM


TECHNICAL 9 OUTPUT

  Error messages for each replication (if any)



SAVEDATA INFORMATION

  Order of variables

    U1
    U2
    U3
    U4
    C

  Save file
    ex8.11.dat

  Save file format           Free
  Save file record length    10000


     Beginning Time:  14:05:12
        Ending Time:  14:05:12
       Elapsed Time:  00:00:00



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