Mplus VERSION 7
MUTHEN & MUTHEN
09/22/2012   9:58 PM

INPUT INSTRUCTIONS

  title:	monte carlo for a two-level LCGA for
  	a three-category outcome

  montecarlo:
  	names are u1-u4;
  	nobservations = 1000;
  	ncsizes = 3;
  	csizes = 40 (5) 50 (10) 20 (15);
  	generate = u1-u4(2);
  	categorical = u1-u4;
  	genclasses = c(2);
  	classes = c(2);
  	seed = 3454367;
  	nrep = 1;
  	save = ex10.11.dat;

  analysis:
  	type = twolevel mixture;

  model population:

  	%within%

  	%overall%

  	i s | u1@0 u2@1 u3@2 u4@3;

  	i-s@0; i with s@0;

  	[i*1 s*1];

  	%c#2%

  	[i@0 s*0];


  	%between%

  	%overall%

  	c#1*1;

  	[u1$1-u4$1*1];
  	[u1$2-u4$2*1.5];


  model:

      %within%

  	%overall%

  	i s | u1@0 u2@1 u3@2 u4@3;

  	i-s@0; i with s@0;

  	[i*1 s*1];

  	%c#2%

  	[i@0 s*0];


  	%between%

  	%overall%

  	c#1*1;

  	[u1$1-u4$1*1] (1);
  	[u1$2-u4$2*1.5] (2);


  output:
  	tech8 tech9;



INPUT READING TERMINATED NORMALLY



monte carlo for a two-level LCGA for
a three-category outcome

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                                    4
Number of independent variables                                  0
Number of continuous latent variables                            2
Number of categorical latent variables                           1

Observed dependent variables

  Binary and ordered categorical (ordinal)
   U1          U2          U3          U4

Continuous latent variables
   I           S

Categorical latent variables
   C


Estimator                                                      MLR
Information matrix                                        OBSERVED
Optimization Specifications for the Quasi-Newton Algorithm for
Continuous Outcomes
  Maximum number of iterations                                 100
  Convergence criterion                                  0.100D-05
Optimization Specifications for the EM Algorithm
  Maximum number of iterations                                 500
  Convergence criteria
    Loglikelihood change                                 0.100D-02
    Relative loglikelihood change                        0.100D-05
    Derivative                                           0.100D-02
Optimization Specifications for the M step of the EM Algorithm for
Categorical Latent variables
  Number of M step iterations                                    1
  M step convergence criterion                           0.100D-02
  Basis for M step termination                           ITERATION
Optimization Specifications for the M step of the EM Algorithm for
Censored, Binary or Ordered Categorical (Ordinal), Unordered
Categorical (Nominal) and Count Outcomes
  Number of M step iterations                                    1
  M step convergence criterion                           0.100D-02
  Basis for M step termination                           ITERATION
  Maximum value for logit thresholds                            15
  Minimum value for logit thresholds                           -15
  Minimum expected cell size for chi-square              0.100D-01
Optimization algorithm                                         EMA
Integration Specifications
  Type                                                    STANDARD
  Number of integration points                                  15
  Dimensions of numerical integration                            1
  Adaptive quadrature                                           ON
Link                                                         LOGIT
Cholesky                                                        ON


SUMMARY OF DATA FOR THE FIRST REPLICATION

     Cluster information

       Size (s)    Number of clusters of Size s

          5            40
         10            50
         15            20





MODEL FIT INFORMATION

Number of Free Parameters                        7

Loglikelihood

    H0 Value

        Mean                             -3317.329
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000        -3317.329      -3317.329
           0.980       0.000        -3317.329      -3317.329
           0.950       0.000        -3317.329      -3317.329
           0.900       0.000        -3317.329      -3317.329
           0.800       0.000        -3317.329      -3317.329
           0.700       0.000        -3317.329      -3317.329
           0.500       0.000        -3317.329      -3317.329
           0.300       0.000        -3317.329      -3317.329
           0.200       0.000        -3317.329      -3317.329
           0.100       0.000        -3317.329      -3317.329
           0.050       0.000        -3317.329      -3317.329
           0.020       0.000        -3317.329      -3317.329
           0.010       0.000        -3317.329      -3317.329

Information Criteria

    Akaike (AIC)

        Mean                              6648.657
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000         6648.657       6648.657
           0.980       0.000         6648.657       6648.657
           0.950       0.000         6648.657       6648.657
           0.900       0.000         6648.657       6648.657
           0.800       0.000         6648.657       6648.657
           0.700       0.000         6648.657       6648.657
           0.500       0.000         6648.657       6648.657
           0.300       0.000         6648.657       6648.657
           0.200       0.000         6648.657       6648.657
           0.100       0.000         6648.657       6648.657
           0.050       0.000         6648.657       6648.657
           0.020       0.000         6648.657       6648.657
           0.010       0.000         6648.657       6648.657

    Bayesian (BIC)

        Mean                              6683.012
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000         6683.012       6683.012
           0.980       0.000         6683.012       6683.012
           0.950       0.000         6683.012       6683.012
           0.900       0.000         6683.012       6683.012
           0.800       0.000         6683.012       6683.012
           0.700       0.000         6683.012       6683.012
           0.500       0.000         6683.012       6683.012
           0.300       0.000         6683.012       6683.012
           0.200       0.000         6683.012       6683.012
           0.100       0.000         6683.012       6683.012
           0.050       0.000         6683.012       6683.012
           0.020       0.000         6683.012       6683.012
           0.010       0.000         6683.012       6683.012

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

        Mean                              6660.779
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000         6660.779       6660.779
           0.980       0.000         6660.779       6660.779
           0.950       0.000         6660.779       6660.779
           0.900       0.000         6660.779       6660.779
           0.800       0.000         6660.779       6660.779
           0.700       0.000         6660.779       6660.779
           0.500       0.000         6660.779       6660.779
           0.300       0.000         6660.779       6660.779
           0.200       0.000         6660.779       6660.779
           0.100       0.000         6660.779       6660.779
           0.050       0.000         6660.779       6660.779
           0.020       0.000         6660.779       6660.779
           0.010       0.000         6660.779       6660.779



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

    Latent
   Classes

       1        471.90365          0.47190
       2        528.09635          0.52810


CLASSIFICATION QUALITY

     Entropy                         0.723


CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP

Class Counts and Proportions

    Latent
   Classes

       1              471          0.47100
       2              529          0.52900


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

           1        2

    1   0.922    0.078
    2   0.071    0.929


MODEL RESULTS

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

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

 I        WITH
  S                0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

 Means
  I                1.000     0.7200     0.0000     0.1203     0.0784 0.000 1.000
  S                1.000     1.0382     0.0000     0.0721     0.0015 1.000 1.000

 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

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

 I        WITH
  S                0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000

 Means
  I                0.000     0.0000     0.0000     0.0000     0.0000 1.000 0.000
  S                0.000    -0.1336     0.0000     0.0543     0.0178 0.000 1.000

 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

Between Level

Latent Class 1

 Thresholds
  U1$1             1.000     0.8031     0.0000     0.0804     0.0388 0.000 1.000
  U1$2             1.500     1.2602     0.0000     0.0803     0.0575 0.000 1.000
  U2$1             1.000     0.8031     0.0000     0.0804     0.0388 0.000 1.000
  U2$2             1.500     1.2602     0.0000     0.0803     0.0575 0.000 1.000
  U3$1             1.000     0.8031     0.0000     0.0804     0.0388 0.000 1.000
  U3$2             1.500     1.2602     0.0000     0.0803     0.0575 0.000 1.000
  U4$1             1.000     0.8031     0.0000     0.0804     0.0388 0.000 1.000
  U4$2             1.500     1.2602     0.0000     0.0803     0.0575 0.000 1.000

Latent Class 2

 Thresholds
  U1$1             1.000     0.8031     0.0000     0.0804     0.0388 0.000 1.000
  U1$2             1.500     1.2602     0.0000     0.0803     0.0575 0.000 1.000
  U2$1             1.000     0.8031     0.0000     0.0804     0.0388 0.000 1.000
  U2$2             1.500     1.2602     0.0000     0.0803     0.0575 0.000 1.000
  U3$1             1.000     0.8031     0.0000     0.0804     0.0388 0.000 1.000
  U3$2             1.500     1.2602     0.0000     0.0803     0.0575 0.000 1.000
  U4$1             1.000     0.8031     0.0000     0.0804     0.0388 0.000 1.000
  U4$2             1.500     1.2602     0.0000     0.0803     0.0575 0.000 1.000

Categorical Latent Variables

Within Level

 Means
  C#1              0.000    -0.1403     0.0000     0.1560     0.0197 1.000 0.000

Between Level

 Variances
  C#1              1.000     1.0289     0.0000     0.3040     0.0008 1.000 1.000


QUALITY OF NUMERICAL RESULTS

     Average Condition Number for the Information Matrix      0.800E-02
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS 1


           NU
              U1            U2            U3            U4
              ________      ________      ________      ________
 1                  0             0             0             0


           LAMBDA
              I             S             C#1
              ________      ________      ________
 U1                 0             0             0
 U2                 0             0             0
 U3                 0             0             0
 U4                 0             0             0


           THETA
              U1            U2            U3            U4
              ________      ________      ________      ________
 U1                 0
 U2                 0             0
 U3                 0             0             0
 U4                 0             0             0             0


           ALPHA
              I             S             C#1
              ________      ________      ________
 1                  1             2             0


           BETA
              I             S             C#1
              ________      ________      ________
 I                  0             0             0
 S                  0             0             0
 C#1                0             0             0


           PSI
              I             S             C#1
              ________      ________      ________
 I                  0
 S                  0             0
 C#1                0             0             0


     PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS 2


           NU
              U1            U2            U3            U4
              ________      ________      ________      ________
 1                  0             0             0             0


           LAMBDA
              I             S             C#1
              ________      ________      ________
 U1                 0             0             0
 U2                 0             0             0
 U3                 0             0             0
 U4                 0             0             0


           THETA
              U1            U2            U3            U4
              ________      ________      ________      ________
 U1                 0
 U2                 0             0
 U3                 0             0             0
 U4                 0             0             0             0


           ALPHA
              I             S             C#1
              ________      ________      ________
 1                  0             3             0


           BETA
              I             S             C#1
              ________      ________      ________
 I                  0             0             0
 S                  0             0             0
 C#1                0             0             0


           PSI
              I             S             C#1
              ________      ________      ________
 I                  0
 S                  0             0
 C#1                0             0             0


     PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS 1


           NU
              U1            U2            U3            U4
              ________      ________      ________      ________
 1                  0             0             0             0


           LAMBDA
              I             S             C#1
              ________      ________      ________
 U1                 0             0             0
 U2                 0             0             0
 U3                 0             0             0
 U4                 0             0             0


           THETA
              U1            U2            U3            U4
              ________      ________      ________      ________
 U1                 0
 U2                 0             0
 U3                 0             0             0
 U4                 0             0             0             0


           ALPHA
              I             S             C#1
              ________      ________      ________
 1                  0             0             0


           BETA
              I             S             C#1
              ________      ________      ________
 I                  0             0             0
 S                  0             0             0
 C#1                0             0             0


           PSI
              I             S             C#1
              ________      ________      ________
 I                  0
 S                  0             0
 C#1                0             0             4


     PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS 2


           NU
              U1            U2            U3            U4
              ________      ________      ________      ________
 1                  0             0             0             0


           LAMBDA
              I             S             C#1
              ________      ________      ________
 U1                 0             0             0
 U2                 0             0             0
 U3                 0             0             0
 U4                 0             0             0


           THETA
              U1            U2            U3            U4
              ________      ________      ________      ________
 U1                 0
 U2                 0             0
 U3                 0             0             0
 U4                 0             0             0             0


           ALPHA
              I             S             C#1
              ________      ________      ________
 1                  0             0             0


           BETA
              I             S             C#1
              ________      ________      ________
 I                  0             0             0
 S                  0             0             0
 C#1                0             0             0


           PSI
              I             S             C#1
              ________      ________      ________
 I                  0
 S                  0             0
 C#1                0             0             4


     PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART (WITHIN)


           TAU(U) FOR LATENT CLASS 1
              U1$1          U1$2          U2$1          U2$2          U3$1
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           TAU(U) FOR LATENT CLASS 1
              U3$2          U4$1          U4$2
              ________      ________      ________
 1                  0             0             0


           TAU(U) FOR LATENT CLASS 2
              U1$1          U1$2          U2$1          U2$2          U3$1
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           TAU(U) FOR LATENT CLASS 2
              U3$2          U4$1          U4$2
              ________      ________      ________
 1                  0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART (BETWEEN)


           TAU(U) FOR LATENT CLASS 1
              U1$1          U1$2          U2$1          U2$2          U3$1
              ________      ________      ________      ________      ________
 1                  5             6             5             6             5


           TAU(U) FOR LATENT CLASS 1
              U3$2          U4$1          U4$2
              ________      ________      ________
 1                  6             5             6


           TAU(U) FOR LATENT CLASS 2
              U1$1          U1$2          U2$1          U2$2          U3$1
              ________      ________      ________      ________      ________
 1                  5             6             5             6             5


           TAU(U) FOR LATENT CLASS 2
              U3$2          U4$1          U4$2
              ________      ________      ________
 1                  6             5             6


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART


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


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


     STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS 1


           NU
              U1            U2            U3            U4
              ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000


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


           THETA
              U1            U2            U3            U4
              ________      ________      ________      ________
 U1             1.000
 U2             0.000         1.000
 U3             0.000         0.000         1.000
 U4             0.000         0.000         0.000         1.000


           ALPHA
              I             S             C#1
              ________      ________      ________
 1              1.000         1.000         0.000


           BETA
              I             S             C#1
              ________      ________      ________
 I              0.000         0.000         0.000
 S              0.000         0.000         0.000
 C#1            0.000         0.000         0.000


           PSI
              I             S             C#1
              ________      ________      ________
 I              0.000
 S              0.000         0.000
 C#1            0.000         0.000         0.000


     STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS 2


           NU
              U1            U2            U3            U4
              ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000


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


           THETA
              U1            U2            U3            U4
              ________      ________      ________      ________
 U1             1.000
 U2             0.000         1.000
 U3             0.000         0.000         1.000
 U4             0.000         0.000         0.000         1.000


           ALPHA
              I             S             C#1
              ________      ________      ________
 1              0.000         0.000         0.000


           BETA
              I             S             C#1
              ________      ________      ________
 I              0.000         0.000         0.000
 S              0.000         0.000         0.000
 C#1            0.000         0.000         0.000


           PSI
              I             S             C#1
              ________      ________      ________
 I              0.000
 S              0.000         0.000
 C#1            0.000         0.000         0.000


     STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS 1


           NU
              U1            U2            U3            U4
              ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000


           LAMBDA
              I             S             C#1
              ________      ________      ________
 U1             0.000         0.000         0.000
 U2             0.000         0.000         0.000
 U3             0.000         0.000         0.000
 U4             0.000         0.000         0.000


           THETA
              U1            U2            U3            U4
              ________      ________      ________      ________
 U1             0.000
 U2             0.000         0.000
 U3             0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000


           ALPHA
              I             S             C#1
              ________      ________      ________
 1              0.000         0.000         0.000


           BETA
              I             S             C#1
              ________      ________      ________
 I              0.000         0.000         0.000
 S              0.000         0.000         0.000
 C#1            0.000         0.000         0.000


           PSI
              I             S             C#1
              ________      ________      ________
 I              0.000
 S              0.000         0.000
 C#1            0.000         0.000         1.000


     STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS 2


           NU
              U1            U2            U3            U4
              ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000


           LAMBDA
              I             S             C#1
              ________      ________      ________
 U1             0.000         0.000         0.000
 U2             0.000         0.000         0.000
 U3             0.000         0.000         0.000
 U4             0.000         0.000         0.000


           THETA
              U1            U2            U3            U4
              ________      ________      ________      ________
 U1             0.000
 U2             0.000         0.000
 U3             0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000


           ALPHA
              I             S             C#1
              ________      ________      ________
 1              0.000         0.000         0.000


           BETA
              I             S             C#1
              ________      ________      ________
 I              0.000         0.000         0.000
 S              0.000         0.000         0.000
 C#1            0.000         0.000         0.000


           PSI
              I             S             C#1
              ________      ________      ________
 I              0.000
 S              0.000         0.000
 C#1            0.000         0.000         1.000


     STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART (WITHIN)


           TAU(U) FOR LATENT CLASS 1
              U1$1          U1$2          U2$1          U2$2          U3$1
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           TAU(U) FOR LATENT CLASS 1
              U3$2          U4$1          U4$2
              ________      ________      ________
 1              0.000         0.000         0.000


           TAU(U) FOR LATENT CLASS 2
              U1$1          U1$2          U2$1          U2$2          U3$1
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           TAU(U) FOR LATENT CLASS 2
              U3$2          U4$1          U4$2
              ________      ________      ________
 1              0.000         0.000         0.000


     STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART (BETWEEN)


           TAU(U) FOR LATENT CLASS 1
              U1$1          U1$2          U2$1          U2$2          U3$1
              ________      ________      ________      ________      ________
 1              1.000         1.500         1.000         1.500         1.000


           TAU(U) FOR LATENT CLASS 1
              U3$2          U4$1          U4$2
              ________      ________      ________
 1              1.500         1.000         1.500


           TAU(U) FOR LATENT CLASS 2
              U1$1          U1$2          U2$1          U2$2          U3$1
              ________      ________      ________      ________      ________
 1              1.000         1.500         1.000         1.500         1.000


           TAU(U) FOR LATENT CLASS 2
              U3$2          U4$1          U4$2
              ________      ________      ________
 1              1.500         1.000         1.500


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART


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


           GAMMA(C)
              I             S             C#1
              ________      ________      ________
 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
              U1            U2            U3            U4
              ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000


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


           THETA
              U1            U2            U3            U4
              ________      ________      ________      ________
 U1             0.000
 U2             0.000         0.000
 U3             0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000


           ALPHA
              I             S             C#1
              ________      ________      ________
 1              1.000         1.000         0.000


           BETA
              I             S             C#1
              ________      ________      ________
 I              0.000         0.000         0.000
 S              0.000         0.000         0.000
 C#1            0.000         0.000         0.000


           PSI
              I             S             C#1
              ________      ________      ________
 I              0.000
 S              0.000         0.000
 C#1            0.000         0.000         0.000


     POPULATION VALUES FOR WITHIN LEVEL, LATENT CLASS 2


           NU
              U1            U2            U3            U4
              ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000


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


           THETA
              U1            U2            U3            U4
              ________      ________      ________      ________
 U1             0.000
 U2             0.000         0.000
 U3             0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000


           ALPHA
              I             S             C#1
              ________      ________      ________
 1              0.000         0.000         0.000


           BETA
              I             S             C#1
              ________      ________      ________
 I              0.000         0.000         0.000
 S              0.000         0.000         0.000
 C#1            0.000         0.000         0.000


           PSI
              I             S             C#1
              ________      ________      ________
 I              0.000
 S              0.000         0.000
 C#1            0.000         0.000         0.000


     POPULATION VALUES FOR BETWEEN LEVEL, LATENT CLASS 1


           NU
              U1            U2            U3            U4
              ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000


           LAMBDA
              I             S             C#1
              ________      ________      ________
 U1             0.000         0.000         0.000
 U2             0.000         0.000         0.000
 U3             0.000         0.000         0.000
 U4             0.000         0.000         0.000


           THETA
              U1            U2            U3            U4
              ________      ________      ________      ________
 U1             0.000
 U2             0.000         0.000
 U3             0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000


           ALPHA
              I             S             C#1
              ________      ________      ________
 1              0.000         0.000         0.000


           BETA
              I             S             C#1
              ________      ________      ________
 I              0.000         0.000         0.000
 S              0.000         0.000         0.000
 C#1            0.000         0.000         0.000


           PSI
              I             S             C#1
              ________      ________      ________
 I              0.000
 S              0.000         0.000
 C#1            0.000         0.000         1.000


     POPULATION VALUES FOR BETWEEN LEVEL, LATENT CLASS 2


           NU
              U1            U2            U3            U4
              ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000


           LAMBDA
              I             S             C#1
              ________      ________      ________
 U1             0.000         0.000         0.000
 U2             0.000         0.000         0.000
 U3             0.000         0.000         0.000
 U4             0.000         0.000         0.000


           THETA
              U1            U2            U3            U4
              ________      ________      ________      ________
 U1             0.000
 U2             0.000         0.000
 U3             0.000         0.000         0.000
 U4             0.000         0.000         0.000         0.000


           ALPHA
              I             S             C#1
              ________      ________      ________
 1              0.000         0.000         0.000


           BETA
              I             S             C#1
              ________      ________      ________
 I              0.000         0.000         0.000
 S              0.000         0.000         0.000
 C#1            0.000         0.000         0.000


           PSI
              I             S             C#1
              ________      ________      ________
 I              0.000
 S              0.000         0.000
 C#1            0.000         0.000         1.000


     POPULATION VALUES FOR LATENT CLASS INDICATOR MODEL PART (WITHIN)


           TAU(U) FOR LATENT CLASS 1
              U1$1          U1$2          U2$1          U2$2          U3$1
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           TAU(U) FOR LATENT CLASS 1
              U3$2          U4$1          U4$2
              ________      ________      ________
 1              0.000         0.000         0.000


           TAU(U) FOR LATENT CLASS 2
              U1$1          U1$2          U2$1          U2$2          U3$1
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           TAU(U) FOR LATENT CLASS 2
              U3$2          U4$1          U4$2
              ________      ________      ________
 1              0.000         0.000         0.000


     POPULATION VALUES FOR LATENT CLASS INDICATOR MODEL PART (BETWEEN)


           TAU(U) FOR LATENT CLASS 1
              U1$1          U1$2          U2$1          U2$2          U3$1
              ________      ________      ________      ________      ________
 1              1.000         1.500         1.000         1.500         1.000


           TAU(U) FOR LATENT CLASS 1
              U3$2          U4$1          U4$2
              ________      ________      ________
 1              1.500         1.000         1.500


           TAU(U) FOR LATENT CLASS 2
              U1$1          U1$2          U2$1          U2$2          U3$1
              ________      ________      ________      ________      ________
 1              1.000         1.500         1.000         1.500         1.000


           TAU(U) FOR LATENT CLASS 2
              U3$2          U4$1          U4$2
              ________      ________      ________
 1              1.500         1.000         1.500


     POPULATION VALUES FOR LATENT CLASS REGRESSION MODEL PART


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


           GAMMA(C)
              I             S             C#1
              ________      ________      ________
 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 -0.33235599D+04    0.0000000    0.0000000    470.867   529.133    EM
     2 -0.33176533D+04    5.9065855    0.0017772    468.614   531.386    FS
     3 -0.33173501D+04    0.3032317    0.0000914    473.052   526.948    FS
     4 -0.33173329D+04    0.0171391    0.0000052    471.533   528.467    FS
     5 -0.33173296D+04    0.0033173    0.0000010    472.336   527.664    FS
     6 -0.33173287D+04    0.0009521    0.0000003    471.904   528.096    FS


TECHNICAL 9 OUTPUT

  Error messages for each replication (if any)



SAVEDATA INFORMATION

  Order of variables

    U1
    U2
    U3
    U4
    C
    CLUSTER

  Save file
    ex10.11.dat

  Save file format           Free
  Save file record length    10000


     Beginning Time:  21:58:21
        Ending Time:  21:58:21
       Elapsed Time:  00:00:00



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