Mplus VERSION 6
MUTHEN & MUTHEN
04/25/2010  10:58 PM

INPUT INSTRUCTIONS

  TITLE: mix12

          Complier Average Causal Effect (CACE) estimation
          in a randomized trial.

          Data from the JOBS II intervention trial, courtesy of
          Richard Price and Amiram Vinokur, University of Michigan.

          The analysis below replicates that of:

          Little, R.J. & Yau, L.H.Y. (1998). Statistical techniques
          for analyzing data from prevention trials:
          Treatment of no-shows using Rubin's causal model.
          Psychological Methods, 3, 147-159.

  DATA: FILE IS wjobs.dat;

  VARIABLE: NAMES ARE depress risk Tx depbase age motivate educ
          assert single econ nonwhite x10 c1 c2;

  !        c1 and c2 contain training data, that is information
  !        on class membership. In this application, c1 corresponds
  !        to the complier class - the "shows", whereas c2
  !        corresponds to the non-complier class.  The two columns
  !                c1        c2
  !                for individuals who are in the control group
  !                have values
  !                1        1
  !                to indicate that class membership is unknown,
  !                and for individuals who show up for treatment
  !                have values
  !                1        0
  !                to indicate that the individual is known to belong
  !                to class 1 (compliers),
  !                and for individuals who do not show up for treatment
  !                have values
  !                0        1
  !                to indicate that the individual is known to belong
  !                to class 2 (noncompliers)

          USEV ARE  depress risk Tx depbase age motivate educ
          assert single econ nonwhite c1-c2;
          CLASSES = c(2);
          TRAINING = c1-c2;

  ANALYSIS: TYPE = MIXTURE;
          MITERATIONS = 30;

  MODEL:
          %OVERALL%

          depress ON Tx risk depbase;

          c#1 ON age educ motivate econ assert single nonwhite;

          %c#1%

  !        c#1 is the complier class (shows)

          [depress];

  !        the statement above lets the depress intercept be
  !        different for the complier class. When no covariates
  !        are used it is often necessary to give different
  !        starting values for this parameter across the classes

          %c#2%

  !        c#2 is the noncomplier class (noshows)

          [depress];

          depress ON Tx@0;

  !        the treatment (assignment) effect is here fixed at zero
  !        for noshows in line with the analysis of Little & Yau (1998)

  OUTPUT: tech1 tech8;





INPUT READING TERMINATED NORMALLY



mix12

Complier Average Causal Effect (CACE) estimation
in a randomized trial.

Data from the JOBS II intervention trial, courtesy of
Richard Price and Amiram Vinokur, University of Michigan.

The analysis below replicates that of:

Little, R.J. & Yau, L.H.Y. (1998). Statistical techniques
for analyzing data from prevention trials:
Treatment of no-shows using Rubin's causal model.
Psychological Methods, 3, 147-159.

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                         502

Number of dependent variables                                    1
Number of independent variables                                 10
Number of continuous latent variables                            0
Number of categorical latent variables                           1

Observed dependent variables

  Continuous
   DEPRESS

Observed independent variables
   RISK        TX          DEPBASE     AGE         MOTIVATE    EDUC
   ASSERT      SINGLE      ECON        NONWHITE

Categorical latent variables
   C

Variables with special functions

  Training variables (membership)
   C1          C2


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                                  30
  Convergence criteria
    Loglikelihood change                                 0.100D-06
    Relative loglikelihood change                        0.100D-06
    Derivative                                           0.100D-05
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-05
  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-05
  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
Random Starts Specifications
  Number of initial stage random starts                         10
  Number of final stage optimizations                            2
  Number of initial stage iterations                            10
  Initial stage convergence criterion                    0.100D+01
  Random starts scale                                    0.500D+01
  Random seed for generating random starts                       0

Input data file(s)
  wjobs.dat
Input data format  FREE


RANDOM STARTS RESULTS RANKED FROM THE BEST TO THE WORST LOGLIKELIHOOD VALUES

Final stage loglikelihood values at local maxima, seeds, and initial stage start numbers:

            -729.414  939021           8
            -729.414  462953           7



THE MODEL ESTIMATION TERMINATED NORMALLY



TESTS OF MODEL FIT

Loglikelihood

          H0 Value                        -729.414
          H0 Scaling Correction Factor       1.032
            for MLR

Information Criteria

          Number of Free Parameters             14
          Akaike (AIC)                    1486.828
          Bayesian (BIC)                  1545.889
          Sample-Size Adjusted BIC        1501.452
            (n* = (n + 2) / 24)



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

    Latent
   Classes

       1        271.90883          0.54165
       2        230.09117          0.45835


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

    Latent
   Classes

       1        271.93482          0.54170
       2        230.06518          0.45830


CLASSIFICATION QUALITY

     Entropy                         0.727


CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP

Class Counts and Proportions

    Latent
   Classes

       1              278          0.55378
       2              224          0.44622


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

           1        2

    1   0.900    0.100
    2   0.097    0.903


MODEL RESULTS

                                                    Two-Tailed
                    Estimate       S.E.  Est./S.E.    P-Value

Latent Class 1

 DEPRESS    ON
    TX                -0.310      0.130     -2.378      0.017
    RISK               0.912      0.247      3.685      0.000
    DEPBASE           -1.463      0.181     -8.077      0.000

 Intercepts
    DEPRESS            1.812      0.299      6.068      0.000

 Residual Variances
    DEPRESS            0.506      0.037     13.742      0.000

Latent Class 2

 DEPRESS    ON
    TX                 0.000      0.000    999.000    999.000
    RISK               0.912      0.247      3.685      0.000
    DEPBASE           -1.463      0.181     -8.077      0.000

 Intercepts
    DEPRESS            1.633      0.273      5.977      0.000

 Residual Variances
    DEPRESS            0.506      0.037     13.742      0.000

Categorical Latent Variables

 C#1        ON
    AGE                0.079      0.015      5.184      0.000
    EDUC               0.300      0.068      4.390      0.000
    MOTIVATE           0.667      0.157      4.243      0.000
    ECON              -0.159      0.152     -1.045      0.296
    ASSERT            -0.376      0.143     -2.631      0.009
    SINGLE             0.540      0.283      1.908      0.056
    NONWHITE          -0.499      0.317     -1.571      0.116

 Intercepts
    C#1               -8.740      1.590     -5.498      0.000


LOGISTIC REGRESSION ODDS RATIO RESULTS

Categorical Latent Variables

 C#1      ON
    AGE                1.082
    EDUC               1.350
    MOTIVATE           1.948
    ECON               0.853
    ASSERT             0.687
    SINGLE             1.716
    NONWHITE           0.607


ALTERNATIVE PARAMETERIZATIONS FOR THE CATEGORICAL LATENT VARIABLE REGRESSION

Parameterization using Reference Class 1

 C#2      ON
    AGE               -0.079      0.015     -5.184      0.000
    MOTIVATE          -0.667      0.157     -4.243      0.000
    EDUC              -0.300      0.068     -4.390      0.000
    ASSERT             0.376      0.143      2.631      0.009
    SINGLE            -0.540      0.283     -1.908      0.056
    ECON               0.159      0.152      1.045      0.296
    NONWHITE           0.499      0.317      1.571      0.116

 Intercepts
    C#2                8.740      1.590      5.498      0.000


QUALITY OF NUMERICAL RESULTS

     Condition Number for the Information Matrix              0.478E-04
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR LATENT CLASS 1


           NU
              DEPRESS       RISK          TX            DEPBASE       AGE
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              MOTIVATE      EDUC          ASSERT        SINGLE        ECON
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              NONWHITE
              ________
 1                  0


           LAMBDA
              DEPRESS       RISK          TX            DEPBASE       AGE
              ________      ________      ________      ________      ________
 DEPRESS            0             0             0             0             0
 RISK               0             0             0             0             0
 TX                 0             0             0             0             0
 DEPBASE            0             0             0             0             0
 AGE                0             0             0             0             0
 MOTIVATE           0             0             0             0             0
 EDUC               0             0             0             0             0
 ASSERT             0             0             0             0             0
 SINGLE             0             0             0             0             0
 ECON               0             0             0             0             0
 NONWHITE           0             0             0             0             0


           LAMBDA
              MOTIVATE      EDUC          ASSERT        SINGLE        ECON
              ________      ________      ________      ________      ________
 DEPRESS            0             0             0             0             0
 RISK               0             0             0             0             0
 TX                 0             0             0             0             0
 DEPBASE            0             0             0             0             0
 AGE                0             0             0             0             0
 MOTIVATE           0             0             0             0             0
 EDUC               0             0             0             0             0
 ASSERT             0             0             0             0             0
 SINGLE             0             0             0             0             0
 ECON               0             0             0             0             0
 NONWHITE           0             0             0             0             0


           LAMBDA
              NONWHITE
              ________
 DEPRESS            0
 RISK               0
 TX                 0
 DEPBASE            0
 AGE                0
 MOTIVATE           0
 EDUC               0
 ASSERT             0
 SINGLE             0
 ECON               0
 NONWHITE           0


           THETA
              DEPRESS       RISK          TX            DEPBASE       AGE
              ________      ________      ________      ________      ________
 DEPRESS            0
 RISK               0             0
 TX                 0             0             0
 DEPBASE            0             0             0             0
 AGE                0             0             0             0             0
 MOTIVATE           0             0             0             0             0
 EDUC               0             0             0             0             0
 ASSERT             0             0             0             0             0
 SINGLE             0             0             0             0             0
 ECON               0             0             0             0             0
 NONWHITE           0             0             0             0             0


           THETA
              MOTIVATE      EDUC          ASSERT        SINGLE        ECON
              ________      ________      ________      ________      ________
 MOTIVATE           0
 EDUC               0             0
 ASSERT             0             0             0
 SINGLE             0             0             0             0
 ECON               0             0             0             0             0
 NONWHITE           0             0             0             0             0


           THETA
              NONWHITE
              ________
 NONWHITE           0


           ALPHA
              DEPRESS       RISK          TX            DEPBASE       AGE
              ________      ________      ________      ________      ________
 1                  1             0             0             0             0


           ALPHA
              MOTIVATE      EDUC          ASSERT        SINGLE        ECON
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           ALPHA
              NONWHITE
              ________
 1                  0


           BETA
              DEPRESS       RISK          TX            DEPBASE       AGE
              ________      ________      ________      ________      ________
 DEPRESS            0             2             3             4             0
 RISK               0             0             0             0             0
 TX                 0             0             0             0             0
 DEPBASE            0             0             0             0             0
 AGE                0             0             0             0             0
 MOTIVATE           0             0             0             0             0
 EDUC               0             0             0             0             0
 ASSERT             0             0             0             0             0
 SINGLE             0             0             0             0             0
 ECON               0             0             0             0             0
 NONWHITE           0             0             0             0             0


           BETA
              MOTIVATE      EDUC          ASSERT        SINGLE        ECON
              ________      ________      ________      ________      ________
 DEPRESS            0             0             0             0             0
 RISK               0             0             0             0             0
 TX                 0             0             0             0             0
 DEPBASE            0             0             0             0             0
 AGE                0             0             0             0             0
 MOTIVATE           0             0             0             0             0
 EDUC               0             0             0             0             0
 ASSERT             0             0             0             0             0
 SINGLE             0             0             0             0             0
 ECON               0             0             0             0             0
 NONWHITE           0             0             0             0             0


           BETA
              NONWHITE
              ________
 DEPRESS            0
 RISK               0
 TX                 0
 DEPBASE            0
 AGE                0
 MOTIVATE           0
 EDUC               0
 ASSERT             0
 SINGLE             0
 ECON               0
 NONWHITE           0


           PSI
              DEPRESS       RISK          TX            DEPBASE       AGE
              ________      ________      ________      ________      ________
 DEPRESS            5
 RISK               0             0
 TX                 0             0             0
 DEPBASE            0             0             0             0
 AGE                0             0             0             0             0
 MOTIVATE           0             0             0             0             0
 EDUC               0             0             0             0             0
 ASSERT             0             0             0             0             0
 SINGLE             0             0             0             0             0
 ECON               0             0             0             0             0
 NONWHITE           0             0             0             0             0


           PSI
              MOTIVATE      EDUC          ASSERT        SINGLE        ECON
              ________      ________      ________      ________      ________
 MOTIVATE           0
 EDUC               0             0
 ASSERT             0             0             0
 SINGLE             0             0             0             0
 ECON               0             0             0             0             0
 NONWHITE           0             0             0             0             0


           PSI
              NONWHITE
              ________
 NONWHITE           0


     PARAMETER SPECIFICATION FOR LATENT CLASS 2


           NU
              DEPRESS       RISK          TX            DEPBASE       AGE
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              MOTIVATE      EDUC          ASSERT        SINGLE        ECON
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              NONWHITE
              ________
 1                  0


           LAMBDA
              DEPRESS       RISK          TX            DEPBASE       AGE
              ________      ________      ________      ________      ________
 DEPRESS            0             0             0             0             0
 RISK               0             0             0             0             0
 TX                 0             0             0             0             0
 DEPBASE            0             0             0             0             0
 AGE                0             0             0             0             0
 MOTIVATE           0             0             0             0             0
 EDUC               0             0             0             0             0
 ASSERT             0             0             0             0             0
 SINGLE             0             0             0             0             0
 ECON               0             0             0             0             0
 NONWHITE           0             0             0             0             0


           LAMBDA
              MOTIVATE      EDUC          ASSERT        SINGLE        ECON
              ________      ________      ________      ________      ________
 DEPRESS            0             0             0             0             0
 RISK               0             0             0             0             0
 TX                 0             0             0             0             0
 DEPBASE            0             0             0             0             0
 AGE                0             0             0             0             0
 MOTIVATE           0             0             0             0             0
 EDUC               0             0             0             0             0
 ASSERT             0             0             0             0             0
 SINGLE             0             0             0             0             0
 ECON               0             0             0             0             0
 NONWHITE           0             0             0             0             0


           LAMBDA
              NONWHITE
              ________
 DEPRESS            0
 RISK               0
 TX                 0
 DEPBASE            0
 AGE                0
 MOTIVATE           0
 EDUC               0
 ASSERT             0
 SINGLE             0
 ECON               0
 NONWHITE           0


           THETA
              DEPRESS       RISK          TX            DEPBASE       AGE
              ________      ________      ________      ________      ________
 DEPRESS            0
 RISK               0             0
 TX                 0             0             0
 DEPBASE            0             0             0             0
 AGE                0             0             0             0             0
 MOTIVATE           0             0             0             0             0
 EDUC               0             0             0             0             0
 ASSERT             0             0             0             0             0
 SINGLE             0             0             0             0             0
 ECON               0             0             0             0             0
 NONWHITE           0             0             0             0             0


           THETA
              MOTIVATE      EDUC          ASSERT        SINGLE        ECON
              ________      ________      ________      ________      ________
 MOTIVATE           0
 EDUC               0             0
 ASSERT             0             0             0
 SINGLE             0             0             0             0
 ECON               0             0             0             0             0
 NONWHITE           0             0             0             0             0


           THETA
              NONWHITE
              ________
 NONWHITE           0


           ALPHA
              DEPRESS       RISK          TX            DEPBASE       AGE
              ________      ________      ________      ________      ________
 1                  6             0             0             0             0


           ALPHA
              MOTIVATE      EDUC          ASSERT        SINGLE        ECON
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           ALPHA
              NONWHITE
              ________
 1                  0


           BETA
              DEPRESS       RISK          TX            DEPBASE       AGE
              ________      ________      ________      ________      ________
 DEPRESS            0             2             0             4             0
 RISK               0             0             0             0             0
 TX                 0             0             0             0             0
 DEPBASE            0             0             0             0             0
 AGE                0             0             0             0             0
 MOTIVATE           0             0             0             0             0
 EDUC               0             0             0             0             0
 ASSERT             0             0             0             0             0
 SINGLE             0             0             0             0             0
 ECON               0             0             0             0             0
 NONWHITE           0             0             0             0             0


           BETA
              MOTIVATE      EDUC          ASSERT        SINGLE        ECON
              ________      ________      ________      ________      ________
 DEPRESS            0             0             0             0             0
 RISK               0             0             0             0             0
 TX                 0             0             0             0             0
 DEPBASE            0             0             0             0             0
 AGE                0             0             0             0             0
 MOTIVATE           0             0             0             0             0
 EDUC               0             0             0             0             0
 ASSERT             0             0             0             0             0
 SINGLE             0             0             0             0             0
 ECON               0             0             0             0             0
 NONWHITE           0             0             0             0             0


           BETA
              NONWHITE
              ________
 DEPRESS            0
 RISK               0
 TX                 0
 DEPBASE            0
 AGE                0
 MOTIVATE           0
 EDUC               0
 ASSERT             0
 SINGLE             0
 ECON               0
 NONWHITE           0


           PSI
              DEPRESS       RISK          TX            DEPBASE       AGE
              ________      ________      ________      ________      ________
 DEPRESS            5
 RISK               0             0
 TX                 0             0             0
 DEPBASE            0             0             0             0
 AGE                0             0             0             0             0
 MOTIVATE           0             0             0             0             0
 EDUC               0             0             0             0             0
 ASSERT             0             0             0             0             0
 SINGLE             0             0             0             0             0
 ECON               0             0             0             0             0
 NONWHITE           0             0             0             0             0


           PSI
              MOTIVATE      EDUC          ASSERT        SINGLE        ECON
              ________      ________      ________      ________      ________
 MOTIVATE           0
 EDUC               0             0
 ASSERT             0             0             0
 SINGLE             0             0             0             0
 ECON               0             0             0             0             0
 NONWHITE           0             0             0             0             0


           PSI
              NONWHITE
              ________
 NONWHITE           0


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART


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


           GAMMA(C)
              RISK          TX            DEPBASE       AGE           MOTIVATE
              ________      ________      ________      ________      ________
 C#1                0             0             0             8             9
 C#2                0             0             0             0             0


           GAMMA(C)
              EDUC          ASSERT        SINGLE        ECON          NONWHITE
              ________      ________      ________      ________      ________
 C#1               10            11            12            13            14
 C#2                0             0             0             0             0


     STARTING VALUES FOR LATENT CLASS 1


           NU
              DEPRESS       RISK          TX            DEPBASE       AGE
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              MOTIVATE      EDUC          ASSERT        SINGLE        ECON
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              NONWHITE
              ________
 1              0.000


           LAMBDA
              DEPRESS       RISK          TX            DEPBASE       AGE
              ________      ________      ________      ________      ________
 DEPRESS        1.000         0.000         0.000         0.000         0.000
 RISK           0.000         1.000         0.000         0.000         0.000
 TX             0.000         0.000         1.000         0.000         0.000
 DEPBASE        0.000         0.000         0.000         1.000         0.000
 AGE            0.000         0.000         0.000         0.000         1.000
 MOTIVATE       0.000         0.000         0.000         0.000         0.000
 EDUC           0.000         0.000         0.000         0.000         0.000
 ASSERT         0.000         0.000         0.000         0.000         0.000
 SINGLE         0.000         0.000         0.000         0.000         0.000
 ECON           0.000         0.000         0.000         0.000         0.000
 NONWHITE       0.000         0.000         0.000         0.000         0.000


           LAMBDA
              MOTIVATE      EDUC          ASSERT        SINGLE        ECON
              ________      ________      ________      ________      ________
 DEPRESS        0.000         0.000         0.000         0.000         0.000
 RISK           0.000         0.000         0.000         0.000         0.000
 TX             0.000         0.000         0.000         0.000         0.000
 DEPBASE        0.000         0.000         0.000         0.000         0.000
 AGE            0.000         0.000         0.000         0.000         0.000
 MOTIVATE       1.000         0.000         0.000         0.000         0.000
 EDUC           0.000         1.000         0.000         0.000         0.000
 ASSERT         0.000         0.000         1.000         0.000         0.000
 SINGLE         0.000         0.000         0.000         1.000         0.000
 ECON           0.000         0.000         0.000         0.000         1.000
 NONWHITE       0.000         0.000         0.000         0.000         0.000


           LAMBDA
              NONWHITE
              ________
 DEPRESS        0.000
 RISK           0.000
 TX             0.000
 DEPBASE        0.000
 AGE            0.000
 MOTIVATE       0.000
 EDUC           0.000
 ASSERT         0.000
 SINGLE         0.000
 ECON           0.000
 NONWHITE       1.000


           THETA
              DEPRESS       RISK          TX            DEPBASE       AGE
              ________      ________      ________      ________      ________
 DEPRESS        0.000
 RISK           0.000         0.000
 TX             0.000         0.000         0.000
 DEPBASE        0.000         0.000         0.000         0.000
 AGE            0.000         0.000         0.000         0.000         0.000
 MOTIVATE       0.000         0.000         0.000         0.000         0.000
 EDUC           0.000         0.000         0.000         0.000         0.000
 ASSERT         0.000         0.000         0.000         0.000         0.000
 SINGLE         0.000         0.000         0.000         0.000         0.000
 ECON           0.000         0.000         0.000         0.000         0.000
 NONWHITE       0.000         0.000         0.000         0.000         0.000


           THETA
              MOTIVATE      EDUC          ASSERT        SINGLE        ECON
              ________      ________      ________      ________      ________
 MOTIVATE       0.000
 EDUC           0.000         0.000
 ASSERT         0.000         0.000         0.000
 SINGLE         0.000         0.000         0.000         0.000
 ECON           0.000         0.000         0.000         0.000         0.000
 NONWHITE       0.000         0.000         0.000         0.000         0.000


           THETA
              NONWHITE
              ________
 NONWHITE       0.000


           ALPHA
              DEPRESS       RISK          TX            DEPBASE       AGE
              ________      ________      ________      ________      ________
 1             -1.211         0.000         0.000         0.000         0.000


           ALPHA
              MOTIVATE      EDUC          ASSERT        SINGLE        ECON
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           ALPHA
              NONWHITE
              ________
 1              0.000


           BETA
              DEPRESS       RISK          TX            DEPBASE       AGE
              ________      ________      ________      ________      ________
 DEPRESS        0.000         0.000         0.000         0.000         0.000
 RISK           0.000         0.000         0.000         0.000         0.000
 TX             0.000         0.000         0.000         0.000         0.000
 DEPBASE        0.000         0.000         0.000         0.000         0.000
 AGE            0.000         0.000         0.000         0.000         0.000
 MOTIVATE       0.000         0.000         0.000         0.000         0.000
 EDUC           0.000         0.000         0.000         0.000         0.000
 ASSERT         0.000         0.000         0.000         0.000         0.000
 SINGLE         0.000         0.000         0.000         0.000         0.000
 ECON           0.000         0.000         0.000         0.000         0.000
 NONWHITE       0.000         0.000         0.000         0.000         0.000


           BETA
              MOTIVATE      EDUC          ASSERT        SINGLE        ECON
              ________      ________      ________      ________      ________
 DEPRESS        0.000         0.000         0.000         0.000         0.000
 RISK           0.000         0.000         0.000         0.000         0.000
 TX             0.000         0.000         0.000         0.000         0.000
 DEPBASE        0.000         0.000         0.000         0.000         0.000
 AGE            0.000         0.000         0.000         0.000         0.000
 MOTIVATE       0.000         0.000         0.000         0.000         0.000
 EDUC           0.000         0.000         0.000         0.000         0.000
 ASSERT         0.000         0.000         0.000         0.000         0.000
 SINGLE         0.000         0.000         0.000         0.000         0.000
 ECON           0.000         0.000         0.000         0.000         0.000
 NONWHITE       0.000         0.000         0.000         0.000         0.000


           BETA
              NONWHITE
              ________
 DEPRESS        0.000
 RISK           0.000
 TX             0.000
 DEPBASE        0.000
 AGE            0.000
 MOTIVATE       0.000
 EDUC           0.000
 ASSERT         0.000
 SINGLE         0.000
 ECON           0.000
 NONWHITE       0.000


           PSI
              DEPRESS       RISK          TX            DEPBASE       AGE
              ________      ________      ________      ________      ________
 DEPRESS        0.303
 RISK           0.000         0.021
 TX             0.000         0.000         0.111
 DEPBASE        0.000         0.000         0.000         0.045
 AGE            0.000         0.000         0.000         0.000        49.554
 MOTIVATE       0.000         0.000         0.000         0.000         0.000
 EDUC           0.000         0.000         0.000         0.000         0.000
 ASSERT         0.000         0.000         0.000         0.000         0.000
 SINGLE         0.000         0.000         0.000         0.000         0.000
 ECON           0.000         0.000         0.000         0.000         0.000
 NONWHITE       0.000         0.000         0.000         0.000         0.000


           PSI
              MOTIVATE      EDUC          ASSERT        SINGLE        ECON
              ________      ________      ________      ________      ________
 MOTIVATE       0.328
 EDUC           0.000         2.047
 ASSERT         0.000         0.000         0.418
 SINGLE         0.000         0.000         0.000         0.118
 ECON           0.000         0.000         0.000         0.000         0.379
 NONWHITE       0.000         0.000         0.000         0.000         0.000


           PSI
              NONWHITE
              ________
 NONWHITE       0.077


     STARTING VALUES FOR LATENT CLASS 2


           NU
              DEPRESS       RISK          TX            DEPBASE       AGE
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              MOTIVATE      EDUC          ASSERT        SINGLE        ECON
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              NONWHITE
              ________
 1              0.000


           LAMBDA
              DEPRESS       RISK          TX            DEPBASE       AGE
              ________      ________      ________      ________      ________
 DEPRESS        1.000         0.000         0.000         0.000         0.000
 RISK           0.000         1.000         0.000         0.000         0.000
 TX             0.000         0.000         1.000         0.000         0.000
 DEPBASE        0.000         0.000         0.000         1.000         0.000
 AGE            0.000         0.000         0.000         0.000         1.000
 MOTIVATE       0.000         0.000         0.000         0.000         0.000
 EDUC           0.000         0.000         0.000         0.000         0.000
 ASSERT         0.000         0.000         0.000         0.000         0.000
 SINGLE         0.000         0.000         0.000         0.000         0.000
 ECON           0.000         0.000         0.000         0.000         0.000
 NONWHITE       0.000         0.000         0.000         0.000         0.000


           LAMBDA
              MOTIVATE      EDUC          ASSERT        SINGLE        ECON
              ________      ________      ________      ________      ________
 DEPRESS        0.000         0.000         0.000         0.000         0.000
 RISK           0.000         0.000         0.000         0.000         0.000
 TX             0.000         0.000         0.000         0.000         0.000
 DEPBASE        0.000         0.000         0.000         0.000         0.000
 AGE            0.000         0.000         0.000         0.000         0.000
 MOTIVATE       1.000         0.000         0.000         0.000         0.000
 EDUC           0.000         1.000         0.000         0.000         0.000
 ASSERT         0.000         0.000         1.000         0.000         0.000
 SINGLE         0.000         0.000         0.000         1.000         0.000
 ECON           0.000         0.000         0.000         0.000         1.000
 NONWHITE       0.000         0.000         0.000         0.000         0.000


           LAMBDA
              NONWHITE
              ________
 DEPRESS        0.000
 RISK           0.000
 TX             0.000
 DEPBASE        0.000
 AGE            0.000
 MOTIVATE       0.000
 EDUC           0.000
 ASSERT         0.000
 SINGLE         0.000
 ECON           0.000
 NONWHITE       1.000


           THETA
              DEPRESS       RISK          TX            DEPBASE       AGE
              ________      ________      ________      ________      ________
 DEPRESS        0.000
 RISK           0.000         0.000
 TX             0.000         0.000         0.000
 DEPBASE        0.000         0.000         0.000         0.000
 AGE            0.000         0.000         0.000         0.000         0.000
 MOTIVATE       0.000         0.000         0.000         0.000         0.000
 EDUC           0.000         0.000         0.000         0.000         0.000
 ASSERT         0.000         0.000         0.000         0.000         0.000
 SINGLE         0.000         0.000         0.000         0.000         0.000
 ECON           0.000         0.000         0.000         0.000         0.000
 NONWHITE       0.000         0.000         0.000         0.000         0.000


           THETA
              MOTIVATE      EDUC          ASSERT        SINGLE        ECON
              ________      ________      ________      ________      ________
 MOTIVATE       0.000
 EDUC           0.000         0.000
 ASSERT         0.000         0.000         0.000
 SINGLE         0.000         0.000         0.000         0.000
 ECON           0.000         0.000         0.000         0.000         0.000
 NONWHITE       0.000         0.000         0.000         0.000         0.000


           THETA
              NONWHITE
              ________
 NONWHITE       0.000


           ALPHA
              DEPRESS       RISK          TX            DEPBASE       AGE
              ________      ________      ________      ________      ________
 1              0.345         0.000         0.000         0.000         0.000


           ALPHA
              MOTIVATE      EDUC          ASSERT        SINGLE        ECON
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           ALPHA
              NONWHITE
              ________
 1              0.000


           BETA
              DEPRESS       RISK          TX            DEPBASE       AGE
              ________      ________      ________      ________      ________
 DEPRESS        0.000         0.000         0.000         0.000         0.000
 RISK           0.000         0.000         0.000         0.000         0.000
 TX             0.000         0.000         0.000         0.000         0.000
 DEPBASE        0.000         0.000         0.000         0.000         0.000
 AGE            0.000         0.000         0.000         0.000         0.000
 MOTIVATE       0.000         0.000         0.000         0.000         0.000
 EDUC           0.000         0.000         0.000         0.000         0.000
 ASSERT         0.000         0.000         0.000         0.000         0.000
 SINGLE         0.000         0.000         0.000         0.000         0.000
 ECON           0.000         0.000         0.000         0.000         0.000
 NONWHITE       0.000         0.000         0.000         0.000         0.000


           BETA
              MOTIVATE      EDUC          ASSERT        SINGLE        ECON
              ________      ________      ________      ________      ________
 DEPRESS        0.000         0.000         0.000         0.000         0.000
 RISK           0.000         0.000         0.000         0.000         0.000
 TX             0.000         0.000         0.000         0.000         0.000
 DEPBASE        0.000         0.000         0.000         0.000         0.000
 AGE            0.000         0.000         0.000         0.000         0.000
 MOTIVATE       0.000         0.000         0.000         0.000         0.000
 EDUC           0.000         0.000         0.000         0.000         0.000
 ASSERT         0.000         0.000         0.000         0.000         0.000
 SINGLE         0.000         0.000         0.000         0.000         0.000
 ECON           0.000         0.000         0.000         0.000         0.000
 NONWHITE       0.000         0.000         0.000         0.000         0.000


           BETA
              NONWHITE
              ________
 DEPRESS        0.000
 RISK           0.000
 TX             0.000
 DEPBASE        0.000
 AGE            0.000
 MOTIVATE       0.000
 EDUC           0.000
 ASSERT         0.000
 SINGLE         0.000
 ECON           0.000
 NONWHITE       0.000


           PSI
              DEPRESS       RISK          TX            DEPBASE       AGE
              ________      ________      ________      ________      ________
 DEPRESS        0.303
 RISK           0.000         0.021
 TX             0.000         0.000         0.111
 DEPBASE        0.000         0.000         0.000         0.045
 AGE            0.000         0.000         0.000         0.000        49.554
 MOTIVATE       0.000         0.000         0.000         0.000         0.000
 EDUC           0.000         0.000         0.000         0.000         0.000
 ASSERT         0.000         0.000         0.000         0.000         0.000
 SINGLE         0.000         0.000         0.000         0.000         0.000
 ECON           0.000         0.000         0.000         0.000         0.000
 NONWHITE       0.000         0.000         0.000         0.000         0.000


           PSI
              MOTIVATE      EDUC          ASSERT        SINGLE        ECON
              ________      ________      ________      ________      ________
 MOTIVATE       0.328
 EDUC           0.000         2.047
 ASSERT         0.000         0.000         0.418
 SINGLE         0.000         0.000         0.000         0.118
 ECON           0.000         0.000         0.000         0.000         0.379
 NONWHITE       0.000         0.000         0.000         0.000         0.000


           PSI
              NONWHITE
              ________
 NONWHITE       0.077


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART


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


           GAMMA(C)
              RISK          TX            DEPBASE       AGE           MOTIVATE
              ________      ________      ________      ________      ________
 C#1            0.000         0.000         0.000         0.000         0.000
 C#2            0.000         0.000         0.000         0.000         0.000


           GAMMA(C)
              EDUC          ASSERT        SINGLE        ECON          NONWHITE
              ________      ________      ________      ________      ________
 C#1            0.000         0.000         0.000         0.000         0.000
 C#2            0.000         0.000         0.000         0.000         0.000


TECHNICAL 8 OUTPUT


  INITIAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11647096D+04    0.0000000    0.0000000    268.776   233.224    EM
     2 -0.75458602D+03  410.1235525    0.3521252    265.003   236.997    EM
     3 -0.73781737D+03   16.7686510    0.0222223    267.836   234.164    EM
     4 -0.73232986D+03    5.4875030    0.0074375    270.153   231.847    EM
     5 -0.73040729D+03    1.9225690    0.0026253    271.420   230.580    EM
     6 -0.72974760D+03    0.6596899    0.0009032    271.946   230.054    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.65779412D+05    0.0000000    0.0000000    153.875   348.125    EM
     2 -0.35216541D+05 ************    0.4646267    182.465   319.535    EM
     3 -0.35216065D+05    0.4769335    0.0000135    182.467   319.533    EM
     4 -0.35216065D+05    0.0000024    0.0000000    182.467   319.533    EM
     5 -0.35216065D+05    0.0000000    0.0000000    182.467   319.533    EM
     6 -0.35216065D+05    0.0000000    0.0000000    182.467   319.533    EM
     7 -0.35216065D+05    0.0000000    0.0000000    182.467   319.533    EM
     8 -0.35216065D+05    0.0000000    0.0000000    182.467   319.533    EM
     9 -0.35216065D+05    0.0000000    0.0000000    182.467   319.533    EM
    10 -0.35216065D+05    0.0000000    0.0000000    182.467   319.533    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.41881405D+05    0.0000000    0.0000000    182.500   319.500    EM
     2 -0.38087304D+05 3794.1007531    0.0905915    182.500   319.500    EM
     3 -0.38087304D+05    0.0000000    0.0000000    182.500   319.500    EM
     4 -0.38087304D+05    0.0000000    0.0000000    182.500   319.500    EM
     5 -0.38087304D+05    0.0000000    0.0000000    182.500   319.500    EM
     6 -0.38087304D+05    0.0000000    0.0000000    182.500   319.500    EM
     7 -0.38087304D+05    0.0000000    0.0000000    182.500   319.500    EM
     8 -0.38087304D+05    0.0000000    0.0000000    182.500   319.500    EM
     9 -0.38087304D+05    0.0000000    0.0000000    182.500   319.500    EM
    10 -0.38087304D+05    0.0000000    0.0000000    182.500   319.500    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.59161295D+04    0.0000000    0.0000000    184.850   317.150    EM
     2 -0.80312504D+03 5113.0044728    0.8642482    195.541   306.459    EM
     3 -0.78143212D+03   21.6929188    0.0270106    208.130   293.870    EM
     4 -0.76490154D+03   16.5305846    0.0211542    223.003   278.997    EM
     5 -0.75106151D+03   13.8400240    0.0180939    238.250   263.750    EM
     6 -0.74051204D+03   10.5494718    0.0140461    251.403   250.597    EM
     7 -0.73408624D+03    6.4257979    0.0086775    260.670   241.330    EM
     8 -0.73109834D+03    2.9878995    0.0040702    266.151   235.849    EM
     9 -0.72997216D+03    1.1261804    0.0015404    269.054   232.946    EM
    10 -0.72959391D+03    0.3782536    0.0005182    270.505   231.495    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.45649156D+05    0.0000000    0.0000000    184.725   317.275    EM
     2 -0.80297258D+03 ************    0.9824099    195.680   306.320    EM
     3 -0.78114849D+03   21.8240822    0.0271791    208.352   293.648    EM
     4 -0.76465378D+03   16.4947152    0.0211160    223.255   278.745    EM
     5 -0.75085845D+03   13.7953282    0.0180413    238.489   263.511    EM
     6 -0.74037239D+03   10.4860632    0.0139654    251.589   250.411    EM
     7 -0.73401343D+03    6.3589602    0.0085889    260.788   241.212    EM
     8 -0.73106884D+03    2.9445895    0.0040116    266.216   235.784    EM
     9 -0.72996193D+03    1.1069107    0.0015141    269.087   232.913    EM
    10 -0.72959058D+03    0.3713426    0.0005087    270.522   231.478    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.25520315D+05    0.0000000    0.0000000    350.000   152.000    EM
     2 -0.16242008D+05 9278.3070774    0.3635655    350.000   152.000    EM
     3 -0.16242008D+05    0.0000000    0.0000000    350.000   152.000    EM
     4 -0.16242008D+05    0.0000000    0.0000000    350.000   152.000    EM
     5 -0.16242008D+05    0.0000000    0.0000000    350.000   152.000    EM
     6 -0.16242008D+05    0.0000000    0.0000000    350.000   152.000    EM
     7 -0.16242008D+05    0.0000000    0.0000000    350.000   152.000    EM
     8 -0.16242008D+05    0.0000000    0.0000000    350.000   152.000    EM
     9 -0.16242008D+05    0.0000000    0.0000000    350.000   152.000    EM
    10 -0.16242008D+05    0.0000000    0.0000000    350.000   152.000    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.13456169D+05    0.0000000    0.0000000    200.327   301.673    EM
     2 -0.76218195D+03 ************    0.9433582    241.880   260.120    EM
     3 -0.73893251D+03   23.2494394    0.0305038    259.501   242.499    EM
     4 -0.73243754D+03    6.4949758    0.0087897    266.932   235.068    EM
     5 -0.73036084D+03    2.0766958    0.0028353    270.143   231.857    EM
     6 -0.72971066D+03    0.6501771    0.0008902    271.421   230.579    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.32221218D+05    0.0000000    0.0000000    350.000   152.000    EM
     2 -0.75243855D+03 ************    0.9766477    299.972   202.028    EM
     3 -0.73266980D+03   19.7687547    0.0262729    281.877   220.123    EM
     4 -0.73001197D+03    2.6578341    0.0036276    275.994   226.006    EM
     5 -0.72953399D+03    0.4779800    0.0006548    273.645   228.355    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.11733712D+05    0.0000000    0.0000000    350.000   152.000    EM
     2 -0.75243858D+03 ************    0.9358738    299.972   202.028    EM
     3 -0.73266980D+03   19.7687813    0.0262730    281.877   220.123    EM
     4 -0.73001197D+03    2.6578358    0.0036276    275.994   226.006    EM
     5 -0.72953399D+03    0.4779804    0.0006548    273.645   228.355    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.51285068D+05    0.0000000    0.0000000    219.209   282.791    EM
     2 -0.14391551D+05 ************    0.7193813    350.000   152.000    EM
     3 -0.14381189D+05   10.3625936    0.0007200    350.000   152.000    EM
     4 -0.14381189D+05    0.0000000    0.0000000    350.000   152.000    EM
     5 -0.14381189D+05    0.0000000    0.0000000    350.000   152.000    EM
     6 -0.14381189D+05    0.0000000    0.0000000    350.000   152.000    EM
     7 -0.14381189D+05    0.0000000    0.0000000    350.000   152.000    EM
     8 -0.14381189D+05    0.0000000    0.0000000    350.000   152.000    EM
     9 -0.14381189D+05    0.0000000    0.0000000    350.000   152.000    EM
    10 -0.14381189D+05    0.0000000    0.0000000    350.000   152.000    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.32099533D+05    0.0000000    0.0000000    350.000   152.000    EM
     2 -0.29778338D+05 2321.1947477    0.0723124    350.000   152.000    EM
     3 -0.29778338D+05    0.0000000    0.0000000    350.000   152.000    EM
     4 -0.29778338D+05    0.0000000    0.0000000    350.000   152.000    EM
     5 -0.29778338D+05    0.0000000    0.0000000    350.000   152.000    EM
     6 -0.29778338D+05    0.0000000    0.0000000    350.000   152.000    EM
     7 -0.29778338D+05    0.0000000    0.0000000    350.000   152.000    EM
     8 -0.29778338D+05    0.0000000    0.0000000    350.000   152.000    EM
     9 -0.29778338D+05    0.0000000    0.0000000    350.000   152.000    EM
    10 -0.29778338D+05    0.0000000    0.0000000    350.000   152.000    EM


  FINAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7


     5 -0.72953399D+03    0.4779800    0.0006548    273.645   228.355    EM
     6 -0.72944147D+03    0.0925130    0.0001268    272.682   229.318    EM
     7 -0.72942124D+03    0.0202364    0.0000277    272.275   229.725    EM
     8 -0.72941617D+03    0.0050630    0.0000069    272.096   229.904    EM
     9 -0.72941477D+03    0.0014085    0.0000019    272.014   229.986    EM
    10 -0.72941434D+03    0.0004203    0.0000006    271.975   230.025    EM
    11 -0.72941421D+03    0.0001309    0.0000002    271.956   230.044    EM
    12 -0.72941417D+03    0.0000418    0.0000001    271.946   230.054    EM
    13 -0.72941416D+03    0.0000135    0.0000000    271.941   230.059    EM
    14 -0.72941415D+03    0.0000044    0.0000000    271.938   230.062    EM
    15 -0.72941415D+03    0.0000015    0.0000000    271.937   230.063    EM
    16 -0.72941415D+03    0.0000005    0.0000000    271.936   230.064    EM
    17 -0.72941415D+03    0.0000002    0.0000000    271.935   230.065    EM
    18 -0.72941415D+03    0.0000001    0.0000000    271.935   230.065    EM
    19 -0.72941415D+03    0.0000000    0.0000000    271.935   230.065    EM
    20 -0.72941415D+03    0.0000000    0.0000000    271.935   230.065    EM
    21 -0.72941415D+03    0.0000000    0.0000000    271.935   230.065    EM
    22 -0.72941415D+03    0.0000000    0.0000000    271.935   230.065    EM
    23 -0.72941415D+03    0.0000000    0.0000000    271.935   230.065    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


     5 -0.72953399D+03    0.4779804    0.0006548    273.645   228.355    EM
     6 -0.72944147D+03    0.0925125    0.0001268    272.682   229.318    EM
     7 -0.72942124D+03    0.0202364    0.0000277    272.275   229.725    EM
     8 -0.72941617D+03    0.0050630    0.0000069    272.096   229.904    EM
     9 -0.72941477D+03    0.0014085    0.0000019    272.014   229.986    EM
    10 -0.72941434D+03    0.0004203    0.0000006    271.975   230.025    EM
    11 -0.72941421D+03    0.0001309    0.0000002    271.956   230.044    EM
    12 -0.72941417D+03    0.0000418    0.0000001    271.946   230.054    EM
    13 -0.72941416D+03    0.0000135    0.0000000    271.941   230.059    EM
    14 -0.72941415D+03    0.0000044    0.0000000    271.938   230.062    EM
    15 -0.72941415D+03    0.0000015    0.0000000    271.937   230.063    EM
    16 -0.72941415D+03    0.0000005    0.0000000    271.936   230.064    EM
    17 -0.72941415D+03    0.0000002    0.0000000    271.935   230.065    EM
    18 -0.72941415D+03    0.0000001    0.0000000    271.935   230.065    EM
    19 -0.72941415D+03    0.0000000    0.0000000    271.935   230.065    EM
    20 -0.72941415D+03    0.0000000    0.0000000    271.935   230.065    EM
    21 -0.72941415D+03    0.0000000    0.0000000    271.935   230.065    EM
    22 -0.72941415D+03    0.0000000    0.0000000    271.935   230.065    EM
    23 -0.72941415D+03    0.0000000    0.0000000    271.935   230.065    EM


     Beginning Time:  22:58:11
        Ending Time:  22:58:11
       Elapsed Time:  00:00:00



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

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

Copyright (c) 1998-2010 Muthen & Muthen

Back to table of examples