Mplus VERSION 7.2
MUTHEN & MUTHEN
05/07/2014   2:41 PM

INPUT INSTRUCTIONS

  TITLE:	this is an example of mixture randomized
  	trials modeling using CACE estimation with
  	missing data on the latent class indicator
  DATA:	FILE IS ex7.24.dat;
  VARIABLE:	NAMES ARE u y x1 x2 c;
  	USEVARIABLES ARE u-x2;
  	CLASSES = c (2);
  	CATEGORICAL = u;
  	MISSING = u (999);
  ANALYSIS:	TYPE = MIXTURE;
  MODEL:	
  	%OVERALL%
  	y ON x1 x2;
  	c ON x1;

  	%c#1%
  	[u$1@15];
  	[y];
  	y;
  	y ON x2@0;

  	%c#2%
  	[u$1@-15];
  	[y*.5];
  	y;
  OUTPUT:	TECH1 TECH8;



INPUT READING TERMINATED NORMALLY



this is an example of mixture randomized
trials modeling using CACE estimation with
missing data on the latent class indicator

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                         500

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

Observed dependent variables

  Continuous
   Y

  Binary and ordered categorical (ordinal)
   U

Observed independent variables
   X1          X2

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-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
Maximum number of iterations for H1                           2000
Convergence criterion for H1                             0.100D-03
Optimization algorithm                                         EMA
Random Starts Specifications
  Number of initial stage random starts                         20
  Number of final stage optimizations                            4
  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
Link                                                         LOGIT

Input data file(s)
  ex7.24.dat
Input data format  FREE


SUMMARY OF DATA

     Number of missing data patterns             2
     Number of y missing data patterns           1
     Number of u missing data patterns           2


COVARIANCE COVERAGE OF DATA

Minimum covariance coverage value   0.100


     PROPORTION OF DATA PRESENT


           Covariance Coverage
              U             Y             X1            X2
              ________      ________      ________      ________
 U              0.494
 Y              0.494         1.000
 X1             0.494         1.000         1.000
 X2             0.494         1.000         1.000         1.000


     PROPORTION OF DATA PRESENT FOR U


           Covariance Coverage
              U
              ________
 U              0.494


     PROPORTION OF DATA PRESENT FOR Y


           Covariance Coverage
              Y             X1            X2
              ________      ________      ________
 Y              1.000
 X1             1.000         1.000
 X2             1.000         1.000         1.000


UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES

    U
      Category 1    0.437      108.000
      Category 2    0.563      139.000


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:

            -920.329  608496           4
            -920.329  939021           8
            -920.329  903420           5
            -920.329  93468            3



THE BEST LOGLIKELIHOOD VALUE HAS BEEN REPLICATED.  RERUN WITH AT LEAST TWICE THE
RANDOM STARTS TO CHECK THAT THE BEST LOGLIKELIHOOD IS STILL OBTAINED AND REPLICATED.


THE MODEL ESTIMATION TERMINATED NORMALLY



MODEL FIT INFORMATION

Number of Free Parameters                        8

Loglikelihood

          H0 Value                        -920.329
          H0 Scaling Correction Factor      0.9713
            for MLR

Information Criteria

          Akaike (AIC)                    1856.658
          Bayesian (BIC)                  1890.375
          Sample-Size Adjusted BIC        1864.983
            (n* = (n + 2) / 24)

Chi-Square Test of Model Fit for the Binary and Ordered Categorical
(Ordinal) Outcomes

          Pearson Chi-Square

          Value                              0.557
          Degrees of Freedom                     0
          P-Value                           0.0000

          Likelihood Ratio Chi-Square

          Value                              0.558
          Degrees of Freedom                     0
          P-Value                           0.0000

Chi-Square Test for MCAR under the Unrestricted Latent Class Indicator Model

          Pearson Chi-Square

          Value                              0.000
          Degrees of Freedom                     0
          P-Value                           1.0000

          Likelihood Ratio Chi-Square

          Value                              0.000
          Degrees of Freedom                     0
          P-Value                           1.0000



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

    Latent
   Classes

       1        230.45419          0.46091
       2        269.54581          0.53909


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

    Latent
   Classes

       1        230.45425          0.46091
       2        269.54575          0.53909


CLASSIFICATION QUALITY

     Entropy                         0.658


CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP

Class Counts and Proportions

    Latent
   Classes

       1              228          0.45600
       2              272          0.54400


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

           1        2

    1   0.881    0.119
    2   0.109    0.891


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

           1        2

    1   0.872    0.128
    2   0.101    0.899


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

              1        2

    1      1.916    0.000
    2     -2.190    0.000


MODEL RESULTS

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

Latent Class 1

 Y          ON
    X1                 1.960      0.068     28.712      0.000
    X2                 0.000      0.000    999.000    999.000

 Intercepts
    Y                  2.123      0.117     18.131      0.000

 Thresholds
    U$1               15.000      0.000    999.000    999.000

 Residual Variances
    Y                  1.957      0.187     10.461      0.000

Latent Class 2

 Y          ON
    X1                 1.960      0.068     28.712      0.000
    X2                 0.628      0.150      4.177      0.000

 Intercepts
    Y                  2.756      0.141     19.584      0.000

 Thresholds
    U$1              -15.000      0.000    999.000    999.000

 Residual Variances
    Y                  0.975      0.087     11.170      0.000

Categorical Latent Variables

 C#1        ON
    X1                 1.541      0.205      7.503      0.000

 Intercepts
    C#1               -0.147      0.151     -0.974      0.330


RESULTS IN PROBABILITY SCALE

Latent Class 1

 U
    Category 1         1.000      0.000      0.000      1.000
    Category 2         0.000      0.000      0.000      1.000

Latent Class 2

 U
    Category 1         0.000      0.000      0.000      1.000
    Category 2         1.000      0.000      0.000      1.000


LATENT CLASS ODDS RATIO RESULTS

Latent Class 1 Compared to Latent Class 2

 U
    Category > 1       0.000      0.000    999.000    999.000


LOGISTIC REGRESSION ODDS RATIO RESULTS

Categorical Latent Variables

 C#1      ON
    X1                 4.670


ALTERNATIVE PARAMETERIZATIONS FOR THE CATEGORICAL LATENT VARIABLE REGRESSION

Parameterization using Reference Class 1

 C#2      ON
    X1                -1.541      0.205     -7.503      0.000

 Intercepts
    C#2                0.147      0.151      0.974      0.330


QUALITY OF NUMERICAL RESULTS

     Condition Number for the Information Matrix              0.285E-01
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR LATENT CLASS 1


           NU
              Y             X1            X2
              ________      ________      ________
 1                  0             0             0


           LAMBDA
              Y             X1            X2
              ________      ________      ________
 Y                  0             0             0
 X1                 0             0             0
 X2                 0             0             0


           THETA
              Y             X1            X2
              ________      ________      ________
 Y                  0
 X1                 0             0
 X2                 0             0             0


           ALPHA
              Y             X1            X2
              ________      ________      ________
 1                  1             0             0


           BETA
              Y             X1            X2
              ________      ________      ________
 Y                  0             2             0
 X1                 0             0             0
 X2                 0             0             0


           PSI
              Y             X1            X2
              ________      ________      ________
 Y                  3
 X1                 0             0
 X2                 0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS 2


           NU
              Y             X1            X2
              ________      ________      ________
 1                  0             0             0


           LAMBDA
              Y             X1            X2
              ________      ________      ________
 Y                  0             0             0
 X1                 0             0             0
 X2                 0             0             0


           THETA
              Y             X1            X2
              ________      ________      ________
 Y                  0
 X1                 0             0
 X2                 0             0             0


           ALPHA
              Y             X1            X2
              ________      ________      ________
 1                  4             0             0


           BETA
              Y             X1            X2
              ________      ________      ________
 Y                  0             2             5
 X1                 0             0             0
 X2                 0             0             0


           PSI
              Y             X1            X2
              ________      ________      ________
 Y                  6
 X1                 0             0
 X2                 0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART


           TAU(U) FOR LATENT CLASS 1
              U$1
              ________
 1                  0


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


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART


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


           GAMMA(C)
              X1            X2
              ________      ________
 C#1                8             0
 C#2                0             0


     STARTING VALUES FOR LATENT CLASS 1


           NU
              Y             X1            X2
              ________      ________      ________
 1              0.000         0.000         0.000


           LAMBDA
              Y             X1            X2
              ________      ________      ________
 Y              1.000         0.000         0.000
 X1             0.000         1.000         0.000
 X2             0.000         0.000         1.000


           THETA
              Y             X1            X2
              ________      ________      ________
 Y              0.000
 X1             0.000         0.000
 X2             0.000         0.000         0.000


           ALPHA
              Y             X1            X2
              ________      ________      ________
 1              0.376         0.000         0.000


           BETA
              Y             X1            X2
              ________      ________      ________
 Y              0.000         0.000         0.000
 X1             0.000         0.000         0.000
 X2             0.000         0.000         0.000


           PSI
              Y             X1            X2
              ________      ________      ________
 Y              2.296
 X1             0.000         0.520
 X2             0.000         0.000         0.125


     STARTING VALUES FOR LATENT CLASS 2


           NU
              Y             X1            X2
              ________      ________      ________
 1              0.000         0.000         0.000


           LAMBDA
              Y             X1            X2
              ________      ________      ________
 Y              1.000         0.000         0.000
 X1             0.000         1.000         0.000
 X2             0.000         0.000         1.000


           THETA
              Y             X1            X2
              ________      ________      ________
 Y              0.000
 X1             0.000         0.000
 X2             0.000         0.000         0.000


           ALPHA
              Y             X1            X2
              ________      ________      ________
 1              0.500         0.000         0.000


           BETA
              Y             X1            X2
              ________      ________      ________
 Y              0.000         0.000         0.000
 X1             0.000         0.000         0.000
 X2             0.000         0.000         0.000


           PSI
              Y             X1            X2
              ________      ________      ________
 Y              2.296
 X1             0.000         0.520
 X2             0.000         0.000         0.125


     STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART


           TAU(U) FOR LATENT CLASS 1
              U$1
              ________
 1             15.000


           TAU(U) FOR LATENT CLASS 2
              U$1
              ________
 1            -15.000


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART


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


           GAMMA(C)
              X1            X2
              ________      ________
 C#1            0.000         0.000
 C#2            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 -0.18117641D+04    0.0000000    0.0000000    228.022   271.978    EM
     2 -0.94431132D+03  867.4527416    0.4787890    226.399   273.601    EM
     3 -0.92990155D+03   14.4097758    0.0152596    226.533   273.467    EM
     4 -0.92402218D+03    5.8793662    0.0063226    227.097   272.903    EM
     5 -0.92175251D+03    2.2696720    0.0024563    227.798   272.202    EM
     6 -0.92088265D+03    0.8698597    0.0009437    228.466   271.534    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.49364830D+04    0.0000000    0.0000000    208.219   291.781    EM
     2 -0.99059598D+03 3945.8870438    0.7993316    213.313   286.687    EM
     3 -0.94549139D+03   45.1045875    0.0455328    220.625   279.375    EM
     4 -0.93116719D+03   14.3242026    0.0151500    223.525   276.475    EM
     5 -0.92486209D+03    6.3051032    0.0067712    225.439   274.561    EM
     6 -0.92218976D+03    2.6723232    0.0028894    226.838   273.162    EM
     7 -0.92108781D+03    1.1019504    0.0011949    227.884   272.116    EM
     8 -0.92063771D+03    0.4501057    0.0004887    228.658   271.342    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.55213266D+04    0.0000000    0.0000000    111.686   388.314    EM
     2 -0.96807607D+03 4553.2505466    0.8246660    167.378   332.622    EM
     3 -0.93470659D+03   33.3694790    0.0344699    199.195   300.805    EM
     4 -0.92573624D+03    8.9703535    0.0095970    213.031   286.969    EM
     5 -0.92241290D+03    3.3233385    0.0035899    220.519   279.481    EM
     6 -0.92114393D+03    1.2689699    0.0013757    224.710   275.290    EM
     7 -0.92065219D+03    0.4917436    0.0005338    227.085   272.915    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.23559220D+04    0.0000000    0.0000000    268.296   231.704    EM
     2 -0.96450662D+03 1391.4153864    0.5906033    230.539   269.461    EM
     3 -0.93499409D+03   29.5125305    0.0305986    228.639   271.361    EM
     4 -0.92548421D+03    9.5098805    0.0101711    228.323   271.677    EM
     5 -0.92208708D+03    3.3971257    0.0036706    228.572   271.428    EM
     6 -0.92090522D+03    1.1818636    0.0012817    228.988   271.012    EM
     7 -0.92051421D+03    0.3910136    0.0004246    229.394   270.606    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.23302159D+04    0.0000000    0.0000000    271.370   228.630    EM
     2 -0.96733630D+03 1362.8795684    0.5848727    250.068   249.932    EM
     3 -0.93528273D+03   32.0535735    0.0331359    238.373   261.627    EM
     4 -0.92539741D+03    9.8853258    0.0105693    233.646   266.354    EM
     5 -0.92196600D+03    3.4314013    0.0037080    231.523   268.477    EM
     6 -0.92082537D+03    1.1406337    0.0012372    230.629   269.371    EM
     7 -0.92047316D+03    0.3522090    0.0003825    230.311   269.689    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.34590119D+04    0.0000000    0.0000000    347.263   152.737    EM
     2 -0.96481398D+03 2494.1979406    0.7210724    286.689   213.311    EM
     3 -0.93126787D+03   33.5461125    0.0347695    255.223   244.777    EM
     4 -0.92350657D+03    7.7613022    0.0083341    242.454   257.546    EM
     5 -0.92120575D+03    2.3008146    0.0024914    236.185   263.815    EM
     6 -0.92055680D+03    0.6489509    0.0007045    233.117   266.883    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.49605714D+04    0.0000000    0.0000000    184.588   315.412    EM
     2 -0.13426806D+04 3617.8908027    0.7293295    213.238   286.762    EM
     3 -0.98000126D+03  362.6793032    0.2701159    216.678   283.322    EM
     4 -0.94025395D+03   39.7473027    0.0405584    221.865   278.135    EM
     5 -0.92778627D+03   12.4676846    0.0132599    224.328   275.672    EM
     6 -0.92310216D+03    4.6841115    0.0050487    226.114   273.886    EM
     7 -0.92134923D+03    1.7529244    0.0018989    227.446   272.554    EM
     8 -0.92070326D+03    0.6459739    0.0007011    228.414   271.586    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.34904930D+04    0.0000000    0.0000000    249.459   250.541    EM
     2 -0.95962372D+03 2530.8692390    0.7250750    257.281   242.719    EM
     3 -0.92411871D+03   35.5050134    0.0369989    237.077   262.923    EM
     4 -0.92167299D+03    2.4457178    0.0026465    233.091   266.909    EM
     5 -0.92082379D+03    0.8491987    0.0009214    231.255   268.745    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.28039026D+04    0.0000000    0.0000000    148.932   351.068    EM
     2 -0.96639372D+03 1837.5088415    0.6553398    186.117   313.883    EM
     3 -0.93387491D+03   32.5188004    0.0336496    207.434   292.566    EM
     4 -0.92526697D+03    8.6079444    0.0092174    217.161   282.839    EM
     5 -0.92214005D+03    3.1269235    0.0033795    222.672   277.328    EM
     6 -0.92098487D+03    1.1551819    0.0012527    225.882   274.118    EM
     7 -0.92056642D+03    0.4184456    0.0004543    227.754   272.246    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.64803436D+04    0.0000000    0.0000000    123.379   376.621    EM
     2 -0.97028623D+03 5510.0573346    0.8502724    172.748   327.252    EM
     3 -0.93570779D+03   34.5784326    0.0356374    200.945   299.055    EM
     4 -0.92618189D+03    9.5259041    0.0101804    213.673   286.327    EM
     5 -0.92259429D+03    3.5875992    0.0038735    220.732   279.268    EM
     6 -0.92121182D+03    1.3824752    0.0014985    224.764   275.236    EM
     7 -0.92067602D+03    0.5357988    0.0005816    227.087   272.913    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.28797241D+04    0.0000000    0.0000000    453.865    46.135    EM
     2 -0.13437391D+04 1535.9849889    0.5333792    344.492   155.508    EM
     3 -0.99460335D+03  349.1357781    0.2598241    310.580   189.420    EM
     4 -0.96870081D+03   25.9025393    0.0260431    283.319   216.681    EM
     5 -0.95381606D+03   14.8847488    0.0153657    263.810   236.190    EM
     6 -0.94304583D+03   10.7702262    0.0112917    250.109   249.891    EM
     7 -0.93493727D+03    8.1085625    0.0085983    241.198   258.802    EM
     8 -0.92882009D+03    6.1171853    0.0065429    235.688   264.312    EM
     9 -0.92465505D+03    4.1650395    0.0044842    232.423   267.577    EM
    10 -0.92231244D+03    2.3426018    0.0025335    230.671   269.329    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.40184056D+04    0.0000000    0.0000000     48.112   451.888    EM
     2 -0.15278834D+04 2490.5221902    0.6197787    130.123   369.877    EM
     3 -0.96947043D+03  558.4129456    0.3654814    176.244   323.756    EM
     4 -0.93511578D+03   34.3546524    0.0354365    202.641   297.359    EM
     5 -0.92589014D+03    9.2256408    0.0098658    214.551   285.449    EM
     6 -0.92245603D+03    3.4341094    0.0037090    221.209   278.791    EM
     7 -0.92114454D+03    1.3114856    0.0014217    225.036   274.964    EM
     8 -0.92064372D+03    0.5008221    0.0005437    227.250   272.750    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.32670711D+04    0.0000000    0.0000000    498.955     1.045    EM
     2 -0.24944601D+04  772.6109793    0.2364843    437.766    62.234    EM
     3 -0.14792911D+04 1015.1689767    0.4069694    359.353   140.647    EM
     4 -0.10391978D+04  440.0932838    0.2975028    336.969   163.031    EM
     5 -0.10047963D+04   34.4015589    0.0331040    322.480   177.520    EM
     6 -0.98856321D+03   16.2330445    0.0161556    304.982   195.018    EM
     7 -0.97298225D+03   15.5809580    0.0157612    285.824   214.176    EM
     8 -0.95905739D+03   13.9248599    0.0143115    267.995   232.005    EM
     9 -0.94773319D+03   11.3242011    0.0118076    253.805   246.195    EM
    10 -0.93888365D+03    8.8495450    0.0093376    243.852   256.148    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.31150712D+04    0.0000000    0.0000000    323.661   176.339    EM
     2 -0.97184587D+03 2143.2253474    0.6880181    263.852   236.148    EM
     3 -0.93440186D+03   37.4440122    0.0385288    246.765   253.235    EM
     4 -0.92743392D+03    6.9679407    0.0074571    238.418   261.582    EM
     5 -0.92360703D+03    3.8268890    0.0041263    233.815   266.185    EM
     6 -0.92173307D+03    1.8739592    0.0020290    231.452   268.548    EM
     7 -0.92090920D+03    0.8238679    0.0008938    230.387   269.613    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.48935229D+04    0.0000000    0.0000000    252.049   247.951    EM
     2 -0.93603522D+03 3957.4876752    0.8087196    242.001   257.999    EM
     3 -0.92276378D+03   13.2714408    0.0141784    234.527   265.473    EM
     4 -0.92105352D+03    1.7102543    0.0018534    231.981   268.019    EM
     5 -0.92056701D+03    0.4865121    0.0005282    230.876   269.124    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.25581119D+04    0.0000000    0.0000000    127.662   372.338    EM
     2 -0.95494127D+03 1603.1706597    0.6267007    176.395   323.605    EM
     3 -0.93010157D+03   24.8396927    0.0260117    203.962   296.038    EM
     4 -0.92383077D+03    6.2708010    0.0067421    215.826   284.174    EM
     5 -0.92163227D+03    2.1984973    0.0023798    222.212   277.788    EM
     6 -0.92082735D+03    0.8049217    0.0008734    225.742   274.258    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.45520951D+04    0.0000000    0.0000000    238.967   261.033    EM
     2 -0.14336295D+04 3118.4655436    0.6850616    271.724   228.276    EM
     3 -0.97971035D+03  453.9191976    0.3166224    246.262   253.738    EM
     4 -0.94025364D+03   39.4567133    0.0402739    235.306   264.694    EM
     5 -0.92807218D+03   12.1814600    0.0129555    231.452   268.548    EM
     6 -0.92327866D+03    4.7935149    0.0051650    229.880   270.120    EM
     7 -0.92142212D+03    1.8565476    0.0020108    229.383   270.617    EM
     8 -0.92072976D+03    0.6923520    0.0007514    229.381   270.619    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.29961519D+04    0.0000000    0.0000000    331.322   168.678    EM
     2 -0.10025566D+04 1993.5952431    0.6653852    297.698   202.302    EM
     3 -0.97063823D+03   31.9184105    0.0318370    277.251   222.749    EM
     4 -0.95620913D+03   14.4291032    0.0148656    261.521   238.479    EM
     5 -0.94546433D+03   10.7448040    0.0112369    249.457   250.543    EM
     6 -0.93710837D+03    8.3559519    0.0088379    241.128   258.872    EM
     7 -0.93057031D+03    6.5380670    0.0069769    235.799   264.201    EM
     8 -0.92582053D+03    4.7497728    0.0051042    232.542   267.458    EM
     9 -0.92293755D+03    2.8829838    0.0031140    230.712   269.288    EM
    10 -0.92148180D+03    1.4557459    0.0015773    229.858   270.142    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.30727134D+04    0.0000000    0.0000000    129.484   370.516    EM
     2 -0.96529662D+03 2107.4167440    0.6858488    175.679   324.321    EM
     3 -0.93766588D+03   27.6307400    0.0286241    201.407   298.593    EM
     4 -0.92795054D+03    9.7153414    0.0103612    213.855   286.145    EM
     5 -0.92359990D+03    4.3506440    0.0046884    220.690   279.310    EM
     6 -0.92171327D+03    1.8866305    0.0020427    224.580   275.420    EM
     7 -0.92091387D+03    0.7993998    0.0008673    226.849   273.151    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.36602246D+04    0.0000000    0.0000000    269.910   230.090    EM
     2 -0.98852155D+03 2671.7030270    0.7299287    244.899   255.101    EM
     3 -0.94204139D+03   46.4801659    0.0470199    234.120   265.880    EM
     4 -0.92868576D+03   13.3556274    0.0141773    230.745   269.255    EM
     5 -0.92349481D+03    5.1909485    0.0055896    229.465   270.535    EM
     6 -0.92150073D+03    1.9940764    0.0021593    229.143   270.857    EM
     7 -0.92075863D+03    0.7420993    0.0008053    229.242   270.758    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.49565761D+04    0.0000000    0.0000000    393.395   106.605    EM
     2 -0.12308156D+04 3725.7604924    0.7516803    309.162   190.838    EM
     3 -0.95052062D+03  280.2950063    0.2277311    271.519   228.481    EM
     4 -0.92944571D+03   21.0749125    0.0221720    248.508   251.492    EM
     5 -0.92378804D+03    5.6576657    0.0060871    238.818   261.182    EM
     6 -0.92162270D+03    2.1653454    0.0023440    234.006   265.994    EM
     7 -0.92080824D+03    0.8144613    0.0008837    231.725   268.275    EM


  FINAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


     7 -0.92047316D+03    0.3522090    0.0003825    230.311   269.689    EM
     8 -0.92037050D+03    0.1026569    0.0001115    230.242   269.758    EM
     9 -0.92034126D+03    0.0292410    0.0000318    230.263   269.737    EM
    10 -0.92033283D+03    0.0084309    0.0000092    230.307   269.693    EM
    11 -0.92033030D+03    0.0025300    0.0000027    230.349   269.651    EM
    12 -0.92032950D+03    0.0008040    0.0000009    230.382   269.618    EM
    13 -0.92032923D+03    0.0002721    0.0000003    230.406   269.594    EM
    14 -0.92032913D+03    0.0000976    0.0000001    230.423   269.577    EM
    15 -0.92032909D+03    0.0000367    0.0000000    230.434   269.566    EM
    16 -0.92032908D+03    0.0000143    0.0000000    230.441   269.559    EM
    17 -0.92032907D+03    0.0000057    0.0000000    230.446   269.554    EM
    18 -0.92032907D+03    0.0000023    0.0000000    230.449   269.551    EM
    19 -0.92032907D+03    0.0000009    0.0000000    230.451   269.549    EM
    20 -0.92032907D+03    0.0000004    0.0000000    230.452   269.548    EM
    21 -0.92032907D+03    0.0000002    0.0000000    230.453   269.547    EM
    22 -0.92032907D+03    0.0000001    0.0000000    230.453   269.547    EM
    23 -0.92032907D+03    0.0000000    0.0000000    230.454   269.546    EM
    24 -0.92032907D+03    0.0000000    0.0000000    230.454   269.546    EM
    25 -0.92032907D+03    0.0000000    0.0000000    230.454   269.546    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3


     7 -0.92051421D+03    0.3910136    0.0004246    229.394   270.606    EM
     8 -0.92038920D+03    0.1250063    0.0001358    229.722   270.278    EM
     9 -0.92034929D+03    0.0399064    0.0000434    229.963   270.037    EM
    10 -0.92033619D+03    0.0131015    0.0000142    230.131   269.869    EM
    11 -0.92033169D+03    0.0044984    0.0000049    230.244   269.756    EM
    12 -0.92033007D+03    0.0016208    0.0000018    230.319   269.681    EM
    13 -0.92032946D+03    0.0006092    0.0000007    230.367   269.633    EM
    14 -0.92032923D+03    0.0002365    0.0000003    230.398   269.602    EM
    15 -0.92032913D+03    0.0000940    0.0000001    230.419   269.581    EM
    16 -0.92032909D+03    0.0000379    0.0000000    230.431   269.569    EM
    17 -0.92032908D+03    0.0000155    0.0000000    230.440   269.560    EM
    18 -0.92032907D+03    0.0000063    0.0000000    230.445   269.555    EM
    19 -0.92032907D+03    0.0000026    0.0000000    230.448   269.552    EM
    20 -0.92032907D+03    0.0000011    0.0000000    230.451   269.549    EM
    21 -0.92032907D+03    0.0000004    0.0000000    230.452   269.548    EM
    22 -0.92032907D+03    0.0000002    0.0000000    230.453   269.547    EM
    23 -0.92032907D+03    0.0000001    0.0000000    230.453   269.547    EM
    24 -0.92032907D+03    0.0000000    0.0000000    230.454   269.546    EM
    25 -0.92032907D+03    0.0000000    0.0000000    230.454   269.546    EM
    26 -0.92032907D+03    0.0000000    0.0000000    230.454   269.546    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5


     6 -0.92055680D+03    0.6489509    0.0007045    233.117   266.883    EM
     7 -0.92038612D+03    0.1706784    0.0001854    231.654   268.346    EM
     8 -0.92034329D+03    0.0428339    0.0000465    230.975   269.025    EM
     9 -0.92033270D+03    0.0105855    0.0000115    230.669   269.331    EM
    10 -0.92033005D+03    0.0026542    0.0000029    230.534   269.466    EM
    11 -0.92032935D+03    0.0006946    0.0000008    230.478   269.522    EM
    12 -0.92032916D+03    0.0001946    0.0000002    230.457   269.543    EM
    13 -0.92032910D+03    0.0000594    0.0000001    230.450   269.550    EM
    14 -0.92032908D+03    0.0000198    0.0000000    230.449   269.551    EM
    15 -0.92032907D+03    0.0000071    0.0000000    230.449   269.551    EM
    16 -0.92032907D+03    0.0000027    0.0000000    230.451   269.549    EM
    17 -0.92032907D+03    0.0000011    0.0000000    230.452   269.548    EM
    18 -0.92032907D+03    0.0000004    0.0000000    230.452   269.548    EM
    19 -0.92032907D+03    0.0000002    0.0000000    230.453   269.547    EM
    20 -0.92032907D+03    0.0000001    0.0000000    230.454   269.546    EM
    21 -0.92032907D+03    0.0000000    0.0000000    230.454   269.546    EM
    22 -0.92032907D+03    0.0000000    0.0000000    230.454   269.546    EM
    23 -0.92032907D+03    0.0000000    0.0000000    230.454   269.546    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


     7 -0.92056642D+03    0.4184456    0.0004543    227.754   272.246    EM
     8 -0.92041633D+03    0.1500905    0.0001630    228.847   271.153    EM
     9 -0.92036195D+03    0.0543752    0.0000591    229.488   270.512    EM
    10 -0.92034178D+03    0.0201712    0.0000219    229.867   270.133    EM
    11 -0.92033409D+03    0.0076916    0.0000084    230.094   269.906    EM
    12 -0.92033108D+03    0.0030063    0.0000033    230.231   269.769    EM
    13 -0.92032989D+03    0.0011979    0.0000013    230.315   269.685    EM
    14 -0.92032940D+03    0.0004838    0.0000005    230.367   269.633    EM
    15 -0.92032921D+03    0.0001972    0.0000002    230.399   269.601    EM
    16 -0.92032913D+03    0.0000809    0.0000001    230.420   269.580    EM
    17 -0.92032909D+03    0.0000333    0.0000000    230.432   269.568    EM
    18 -0.92032908D+03    0.0000137    0.0000000    230.440   269.560    EM
    19 -0.92032907D+03    0.0000057    0.0000000    230.445   269.555    EM
    20 -0.92032907D+03    0.0000023    0.0000000    230.449   269.551    EM
    21 -0.92032907D+03    0.0000010    0.0000000    230.451   269.549    EM
    22 -0.92032907D+03    0.0000004    0.0000000    230.452   269.548    EM
    23 -0.92032907D+03    0.0000002    0.0000000    230.453   269.547    EM
    24 -0.92032907D+03    0.0000001    0.0000000    230.453   269.547    EM
    25 -0.92032907D+03    0.0000000    0.0000000    230.454   269.546    EM
    26 -0.92032907D+03    0.0000000    0.0000000    230.454   269.546    EM
    27 -0.92032907D+03    0.0000000    0.0000000    230.454   269.546    EM


     Beginning Time:  14:41:52
        Ending Time:  14:41:52
       Elapsed Time:  00:00:00



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