Mplus VERSION 7.3
MUTHEN & MUTHEN
09/22/2014   5:35 PM

INPUT INSTRUCTIONS

  TITLE:this is an example of two-level mixture
  	regression for a continuous dependent variable
          with a between-level categorical latent variable
  DATA:	FILE = ex10.2.dat;
  VARIABLE:	NAMES ARE y x1 x2 w dummy clus;
  	USEVARIABLES = y-w;
  	CLASSES = cb(2);
  	WITHIN = x1 x2;
  	BETWEEN = cb w;
  	CLUSTER = clus;
  ANALYSIS:	TYPE = TWOLEVEL MIXTURE RANDOM;
  	PROCESSORS = 2;
  MODEL:
  	%WITHIN%
  	%OVERALL%
  	y ON x1 x2;
  	%cb#1%
  	y ON x1 x2;
  	%cb#2%
  	y ON x1 x2;
  	%BETWEEN%
  	%OVERALL%
  	cb ON w;
  	y ON w;
  OUTPUT:	TECH1 TECH8;	




INPUT READING TERMINATED NORMALLY



this is an example of two-level mixture
regression for a continuous dependent variable
with a between-level categorical latent variable

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                        1000

Number of dependent variables                                    1
Number of independent variables                                  3
Number of continuous latent variables                            0
Number of categorical latent variables                           1

Observed dependent variables

  Continuous
   Y

Observed independent variables
   X1          X2          W

Categorical latent variables
   CB

Variables with special functions

  Cluster variable      CLUS

  Within variables
   X1          X2

  Between variables
   W


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

Input data file(s)
  ex10.2.dat
Input data format  FREE


SUMMARY OF DATA

     Number of clusters                        110



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


1 perturbed starting value run(s) did not converge.
Final stage loglikelihood values at local maxima, seeds, and initial stage start numbers:

           -1574.798  573096           20
           -1574.798  903420           5
           -1574.799  unperturbed      0
           -1718.499  76974            16



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                       11

Loglikelihood

          H0 Value                       -1574.798
          H0 Scaling Correction Factor      0.9606
            for MLR

Information Criteria

          Akaike (AIC)                    3171.596
          Bayesian (BIC)                  3225.581
          Sample-Size Adjusted BIC        3190.645
            (n* = (n + 2) / 24)



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

    Latent
   Classes

       1        503.44178          0.50344
       2        496.55822          0.49656


FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP

Class Counts and Proportions

    Latent
   Classes

       1              500          0.50000
       2              500          0.50000


CLASSIFICATION QUALITY

     Entropy                         0.928


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

           1        2

    1   0.981    0.019
    2   0.025    0.975


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

           1        2

    1   0.975    0.025
    2   0.019    0.981


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

              1        2

    1      3.654    0.000
    2     -3.963    0.000


MODEL RESULTS

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

Within Level

Latent Class 1

 Y          ON
    X1                 1.944      0.059     33.024      0.000
    X2                 1.018      0.043     23.797      0.000

 Residual Variances
    Y                  1.005      0.046     21.764      0.000

Latent Class 2

 Y          ON
    X1                 0.972      0.042     23.367      0.000
    X2                 1.944      0.059     32.914      0.000

 Residual Variances
    Y                  1.005      0.046     21.764      0.000

Between Level

Latent Class 1

 Y          ON
    W                  0.695      0.077      8.979      0.000

 Intercepts
    Y                  0.807      0.143      5.660      0.000

 Residual Variances
    Y                  0.497      0.093      5.358      0.000

Latent Class 2

 Y          ON
    W                  0.695      0.077      8.979      0.000

 Intercepts
    Y                  2.463      0.104     23.737      0.000

 Residual Variances
    Y                  0.497      0.093      5.358      0.000

Categorical Latent Variables

Within Level

Between Level

 CB#1       ON
    W                 -0.821      0.217     -3.783      0.000

 Intercepts
    CB#1               0.067      0.217      0.310      0.757


ALTERNATIVE PARAMETERIZATIONS FOR THE CATEGORICAL LATENT VARIABLE REGRESSION

Parameterization using Reference Class 1

 CB#2     ON
    W                  0.821      0.217      3.783      0.000

 Intercepts
    CB#2              -0.067      0.217     -0.310      0.757


QUALITY OF NUMERICAL RESULTS

     Condition Number for the Information Matrix              0.203E-01
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS 1


           NU
              Y             X1            X2            W
              ________      ________      ________      ________
 1                  0             0             0             0


           LAMBDA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 Y                  0             0             0             0             0
 X1                 0             0             0             0             0
 X2                 0             0             0             0             0
 W                  0             0             0             0             0


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


           ALPHA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           BETA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1               0             0             0             0             0
 Y                  0             0             1             2             0
 X1                 0             0             0             0             0
 X2                 0             0             0             0             0
 W                  0             0             0             0             0


           PSI
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1               0
 Y                  0             3
 X1                 0             0             0
 X2                 0             0             0             0
 W                  0             0             0             0             0


     PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS 2


           NU
              Y             X1            X2            W
              ________      ________      ________      ________
 1                  0             0             0             0


           LAMBDA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 Y                  0             0             0             0             0
 X1                 0             0             0             0             0
 X2                 0             0             0             0             0
 W                  0             0             0             0             0


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


           ALPHA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           BETA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1               0             0             0             0             0
 Y                  0             0             4             5             0
 X1                 0             0             0             0             0
 X2                 0             0             0             0             0
 W                  0             0             0             0             0


           PSI
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1               0
 Y                  0             3
 X1                 0             0             0
 X2                 0             0             0             0
 W                  0             0             0             0             0


     PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS 1


           NU
              Y             X1            X2            W
              ________      ________      ________      ________
 1                  0             0             0             0


           LAMBDA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 Y                  0             0             0             0             0
 X1                 0             0             0             0             0
 X2                 0             0             0             0             0
 W                  0             0             0             0             0


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


           ALPHA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 1                  0             6             0             0             0


           BETA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1               0             0             0             0             0
 Y                  0             0             0             0             7
 X1                 0             0             0             0             0
 X2                 0             0             0             0             0
 W                  0             0             0             0             0


           PSI
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1               0
 Y                  0             8
 X1                 0             0             0
 X2                 0             0             0             0
 W                  0             0             0             0             0


     PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS 2


           NU
              Y             X1            X2            W
              ________      ________      ________      ________
 1                  0             0             0             0


           LAMBDA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 Y                  0             0             0             0             0
 X1                 0             0             0             0             0
 X2                 0             0             0             0             0
 W                  0             0             0             0             0


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


           ALPHA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 1                  0             9             0             0             0


           BETA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1               0             0             0             0             0
 Y                  0             0             0             0             7
 X1                 0             0             0             0             0
 X2                 0             0             0             0             0
 W                  0             0             0             0             0


           PSI
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1               0
 Y                  0             8
 X1                 0             0             0
 X2                 0             0             0             0
 W                  0             0             0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART (WITHIN)


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


           GAMMA(C)
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1               0             0             0             0             0
 CB#2               0             0             0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART (BETWEEN)


           ALPHA(C)
              CB#1          CB#2
              ________      ________
 1                 10             0


           GAMMA(C)
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1               0             0             0             0            11
 CB#2               0             0             0             0             0


     STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS 1


           NU
              Y             X1            X2            W
              ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000


           LAMBDA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 Y              0.000         1.000         0.000         0.000         0.000
 X1             0.000         0.000         1.000         0.000         0.000
 X2             0.000         0.000         0.000         1.000         0.000
 W              0.000         0.000         0.000         0.000         1.000


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


           ALPHA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           BETA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1           0.000         0.000         0.000         0.000         0.000
 Y              0.000         0.000         0.000         0.000         0.000
 X1             0.000         0.000         0.000         0.000         0.000
 X2             0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           PSI
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1           0.000
 Y              0.000         3.939
 X1             0.000         0.000         0.504
 X2             0.000         0.000         0.000         0.480
 W              0.000         0.000         0.000         0.000         0.000


     STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS 2


           NU
              Y             X1            X2            W
              ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000


           LAMBDA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 Y              0.000         1.000         0.000         0.000         0.000
 X1             0.000         0.000         1.000         0.000         0.000
 X2             0.000         0.000         0.000         1.000         0.000
 W              0.000         0.000         0.000         0.000         1.000


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


           ALPHA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           BETA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1           0.000         0.000         0.000         0.000         0.000
 Y              0.000         0.000         0.000         0.000         0.000
 X1             0.000         0.000         0.000         0.000         0.000
 X2             0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           PSI
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1           0.000
 Y              0.000         3.939
 X1             0.000         0.000         0.504
 X2             0.000         0.000         0.000         0.480
 W              0.000         0.000         0.000         0.000         0.000


     STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS 1


           NU
              Y             X1            X2            W
              ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000


           LAMBDA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 Y              0.000         1.000         0.000         0.000         0.000
 X1             0.000         0.000         1.000         0.000         0.000
 X2             0.000         0.000         0.000         1.000         0.000
 W              0.000         0.000         0.000         0.000         1.000


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


           ALPHA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 1              0.000        -1.358         0.000         0.000         0.000


           BETA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1           0.000         0.000         0.000         0.000         0.000
 Y              0.000         0.000         0.000         0.000         0.000
 X1             0.000         0.000         0.000         0.000         0.000
 X2             0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           PSI
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1           0.000
 Y              0.000         3.939
 X1             0.000         0.000         0.000
 X2             0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.471


     STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS 2


           NU
              Y             X1            X2            W
              ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000


           LAMBDA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 Y              0.000         1.000         0.000         0.000         0.000
 X1             0.000         0.000         1.000         0.000         0.000
 X2             0.000         0.000         0.000         1.000         0.000
 W              0.000         0.000         0.000         0.000         1.000


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


           ALPHA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 1              0.000         4.256         0.000         0.000         0.000


           BETA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1           0.000         0.000         0.000         0.000         0.000
 Y              0.000         0.000         0.000         0.000         0.000
 X1             0.000         0.000         0.000         0.000         0.000
 X2             0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           PSI
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1           0.000
 Y              0.000         3.939
 X1             0.000         0.000         0.000
 X2             0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.471


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART (WITHIN)


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


           GAMMA(C)
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1           0.000         0.000         0.000         0.000         0.000
 CB#2           0.000         0.000         0.000         0.000         0.000


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART (BETWEEN)


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


           GAMMA(C)
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1           0.000         0.000         0.000         0.000         0.000
 CB#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 -0.24402700D+04    0.0000000    0.0000000    491.269   508.731    EM
     2 -0.17814527D+04  658.8172919    0.2699772    510.773   489.227    EM
     3 -0.16800895D+04  101.3631646    0.0568992    512.734   487.266    EM
     4 -0.16585313D+04   21.5582310    0.0128316    512.645   487.355    EM
     5 -0.16519224D+04    6.6089197    0.0039848    517.285   482.715    EM
     6 -0.16500961D+04    1.8262822    0.0011055    510.864   489.136    EM
     7 -0.16452372D+04    4.8588774    0.0029446    509.937   490.063    EM
     8 -0.16432253D+04    2.0118994    0.0012229    505.566   494.434    EM
     9 -0.16385767D+04    4.6485986    0.0028289    509.642   490.358    EM
    10 -0.16377290D+04    0.8477318    0.0005174    508.150   491.850    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.39627439D+04    0.0000000    0.0000000    388.391   611.609    EM
     2 -0.19151255D+04 2047.6184705    0.5167173    235.065   764.935    EM
     3 -0.17405269D+04  174.5986006    0.0911682    226.942   773.058    EM
     4 -0.17155585D+04   24.9683244    0.0143453    231.638   768.362    EM
     5 -0.17139083D+04    1.6501973    0.0009619    239.998   760.002    EM
     6 -0.17110284D+04    2.8799248    0.0016803    253.676   746.324    EM
     7 -0.17067921D+04    4.2362867    0.0024759    267.589   732.411    EM
     8 -0.17059327D+04    0.8594792    0.0005036    288.705   711.295    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.50959470D+04    0.0000000    0.0000000    161.825   838.175    EM
     2 -0.30849062D+04 2011.0407548    0.3946353    404.912   595.088    EM
     3 -0.22191322D+04  865.7740051    0.2806484    425.018   574.982    EM
     4 -0.19638495D+04  255.2827014    0.1150372    322.278   677.722    EM
     5 -0.18899850D+04   73.8645492    0.0376121    314.012   685.988    EM
     6 -0.18721272D+04   17.8577363    0.0094486    371.758   628.242    EM
     7 -0.18623948D+04    9.7323972    0.0051986    411.951   588.049    EM
     8 -0.18456852D+04   16.7096218    0.0089721    442.420   557.580    EM
     9 -0.18444016D+04    1.2836439    0.0006955    479.326   520.674    EM
    10 -0.18437273D+04    0.6742372    0.0003656    473.222   526.778    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.49010271D+04    0.0000000    0.0000000    543.302   456.698    EM
     2 -0.67798103D+04 ************   -0.3833448    709.271   290.729    EM
     3 -0.26762499D+04 4103.5604211    0.6052618    639.218   360.782    EM
     4 -0.22177098D+04  458.5400462    0.1713368    421.106   578.894    EM
     5 -0.24668507D+04 -249.1408650   -0.1123415    445.624   554.376    EM
     6 -0.21746117D+04  292.2389684    0.1184664    584.848   415.152    EM
     7 -0.19128878D+04  261.7239179    0.1203543    422.153   577.847    EM
     8 -0.26124492D+04 -699.5614024   -0.3657096    424.356   575.644    EM
     9 -0.23503300D+04  262.1192695    0.1003347    371.984   628.016    EM
    10 -0.22425906D+04  107.7393669    0.0458401    361.281   638.719    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.34161133D+04    0.0000000    0.0000000    385.992   614.008    EM
     2 -0.19856138D+04 1430.4995001    0.4187506    290.191   709.809    EM
     3 -0.18741694D+04  111.4443624    0.0561259    211.473   788.527    EM
     4 -0.18317153D+04   42.4540743    0.0226522    209.312   790.688    EM
     5 -0.18194209D+04   12.2944522    0.0067120    218.063   781.937    EM
     6 -0.18185290D+04    0.8918745    0.0004902    198.946   801.054    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.27087504D+04    0.0000000    0.0000000     91.208   908.792    EM
     2 -0.19352983D+04  773.4520252    0.2855383    158.031   841.969    EM
     3 -0.17617369D+04  173.5614064    0.0896820    307.602   692.398    EM
     4 -0.16686240D+04   93.1129144    0.0528529    471.007   528.993    EM
     5 -0.16282568D+04   40.3672336    0.0241919    490.464   509.536    EM
     6 -0.16215350D+04    6.7217436    0.0041282    492.176   507.824    EM
     7 -0.16178978D+04    3.6371972    0.0022431    492.238   507.762    EM
     8 -0.16142449D+04    3.6529487    0.0022578    492.145   507.855    EM
     9 -0.16105078D+04    3.7370518    0.0023150    492.027   507.973    EM
    10 -0.16068055D+04    3.7023716    0.0022989    491.789   508.211    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.38271679D+04    0.0000000    0.0000000     37.014   962.986    EM
     2 -0.21944924D+04 1632.6754762    0.4266015      6.531   993.469    EM
     3 -0.20494183D+04  145.0741044    0.0661083     12.327   987.673    EM
     4 -0.18965866D+04  152.8317585    0.0745732     16.272   983.728    EM
     5 -0.18535565D+04   43.0300644    0.0226882     23.175   976.825    EM
     6 -0.18492757D+04    4.2807987    0.0023095     31.613   968.387    EM
     7 -0.18467282D+04    2.5475212    0.0013776     36.644   963.356    EM
     8 -0.18460963D+04    0.6318461    0.0003421     39.759   960.241    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.54966603D+04    0.0000000    0.0000000    728.771   271.229    EM
     2 -0.20084927D+04 3488.1676146    0.6345976    757.006   242.994    EM
     3 -0.18021596D+04  206.3331039    0.1027303    744.453   255.547    EM
     4 -0.17871269D+04   15.0327109    0.0083415    719.168   280.832    EM
     5 -0.17906732D+04   -3.5463120   -0.0019844    713.575   286.425    EM
     6 -0.17783642D+04   12.3090049    0.0068740    724.286   275.714    EM
     7 -0.17792897D+04   -0.9254645   -0.0005204    710.559   289.441    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.30316448D+04    0.0000000    0.0000000    102.072   897.928    EM
     2 -0.75018996D+04 ************   -1.4745312     84.716   915.284    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.61729718D+04    0.0000000    0.0000000    591.271   408.729    EM
     2 -0.23485068D+04 3824.4649860    0.6195501    517.683   482.317    EM
     3 -0.20116119D+04  336.8948254    0.1434507    615.653   384.347    EM
     4 -0.18650742D+04  146.5377469    0.0728459    618.058   381.942    EM
     5 -0.18384801D+04   26.5941168    0.0142590    608.336   391.664    EM
     6 -0.18301722D+04    8.3078940    0.0045189    593.898   406.102    EM
     7 -0.18173649D+04   12.8073206    0.0069979    563.314   436.686    EM
     8 -0.18187285D+04   -1.3636485   -0.0007503    536.101   463.899    EM
     9 -0.18150042D+04    3.7242906    0.0020477    516.112   483.888    EM
    10 -0.18094358D+04    5.5684558    0.0030680    520.631   479.369    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.27445523D+04    0.0000000    0.0000000    941.798    58.202    EM
     2 -0.32685309D+04 -523.9786528   -0.1909159    950.254    49.746    EM
     3 -0.22505752D+04 1017.9557462    0.3114414    946.764    53.236    EM
     4 -0.19628527D+04  287.7224694    0.1278440    954.511    45.489    EM
     5 -0.19275731D+04   35.2796156    0.0179736    954.774    45.226    EM
     6 -0.19195114D+04    8.0617056    0.0041823    953.222    46.778    EM
     7 -0.19174251D+04    2.0863301    0.0010869    954.324    45.676    EM
     8 -0.19229203D+04   -5.4952257   -0.0028659    951.661    48.339    EM
     9 -0.19198642D+04    3.0560780    0.0015893    950.368    49.632    EM
    10 -0.19193475D+04    0.5166982    0.0002691    950.368    49.632    EM


  FINAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.27087504D+04    0.0000000    0.0000000     91.208   908.792    EM
     2 -0.19352983D+04  773.4520252    0.2855383    158.031   841.969    EM
     3 -0.17617369D+04  173.5614064    0.0896820    307.602   692.398    EM
     4 -0.16686240D+04   93.1129144    0.0528529    471.007   528.993    EM
     5 -0.16282568D+04   40.3672336    0.0241919    490.464   509.536    EM
     6 -0.16215350D+04    6.7217436    0.0041282    492.176   507.824    EM
     7 -0.16178978D+04    3.6371972    0.0022431    492.238   507.762    EM
     8 -0.16142449D+04    3.6529487    0.0022578    492.145   507.855    EM
     9 -0.16105078D+04    3.7370518    0.0023150    492.027   507.973    EM
    10 -0.16068055D+04    3.7023716    0.0022989    491.789   508.211    EM
    11 -0.16031456D+04    3.6598225    0.0022777    491.548   508.452    EM
    12 -0.15995049D+04    3.6407082    0.0022710    491.972   508.028    EM
    13 -0.15949525D+04    4.5524057    0.0028461    497.916   502.084    EM
    14 -0.15915888D+04    3.3637786    0.0021090    498.993   501.007    EM
    15 -0.15884081D+04    3.1806611    0.0019984    501.625   498.375    EM
    16 -0.15858097D+04    2.5983630    0.0016358    501.834   498.166    EM
    17 -0.15836446D+04    2.1651113    0.0013653    501.353   498.647    EM
    18 -0.15818160D+04    1.8286178    0.0011547    501.064   498.936    EM
    19 -0.15800823D+04    1.7337425    0.0010960    503.728   496.272    EM
    20 -0.15785739D+04    1.5084042    0.0009546    506.685   493.315    EM
    21 -0.15776792D+04    0.8946900    0.0005668    506.297   493.703    EM
    22 -0.15769674D+04    0.7117242    0.0004511    506.014   493.986    EM
    23 -0.15764313D+04    0.5361128    0.0003400    505.522   494.478    EM
    24 -0.15760174D+04    0.4139240    0.0002626    505.111   494.889    EM
    25 -0.15757046D+04    0.3127991    0.0001985    504.777   495.223    EM
    26 -0.15754624D+04    0.2421981    0.0001537    504.594   495.406    EM
    27 -0.15752816D+04    0.1808164    0.0001148    504.457   495.543    EM
    28 -0.15751556D+04    0.1259895    0.0000800    504.267   495.733    EM
    29 -0.15750633D+04    0.0922936    0.0000586    504.098   495.902    EM
    30 -0.15749950D+04    0.0683462    0.0000434    503.960   496.040    EM
    31 -0.15749443D+04    0.0506360    0.0000321    503.848   496.152    EM
    32 -0.15749068D+04    0.0375436    0.0000238    503.758   496.242    EM
    33 -0.15748789D+04    0.0278609    0.0000177    503.685   496.315    EM
    34 -0.15748582D+04    0.0206952    0.0000131    503.627   496.373    EM
    35 -0.15748428D+04    0.0153870    0.0000098    503.581   496.419    EM
    36 -0.15748314D+04    0.0114505    0.0000073    503.543   496.457    EM
    37 -0.15747999D+04    0.0315216    0.0000200    503.505   496.495    FS
    38 -0.15747981D+04    0.0017164    0.0000011    503.457   496.543    EM
    39 -0.15747980D+04    0.0001113    0.0000001    503.437   496.563    EM


  TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.24402700D+04    0.0000000    0.0000000    491.269   508.731    EM
     2 -0.17814527D+04  658.8172919    0.2699772    510.773   489.227    EM
     3 -0.16800895D+04  101.3631646    0.0568992    512.734   487.266    EM
     4 -0.16585313D+04   21.5582310    0.0128316    512.645   487.355    EM
     5 -0.16519224D+04    6.6089197    0.0039848    517.285   482.715    EM
     6 -0.16500961D+04    1.8262822    0.0011055    510.864   489.136    EM
     7 -0.16452372D+04    4.8588774    0.0029446    509.937   490.063    EM
     8 -0.16432253D+04    2.0118994    0.0012229    505.566   494.434    EM
     9 -0.16385767D+04    4.6485986    0.0028289    509.642   490.358    EM
    10 -0.16377290D+04    0.8477318    0.0005174    508.150   491.850    EM
    11 -0.16336673D+04    4.0616385    0.0024800    510.719   489.281    EM
    12 -0.16298616D+04    3.8057085    0.0023295    508.959   491.041    EM
    13 -0.16254405D+04    4.4210986    0.0027126    505.532   494.468    EM
    14 -0.16228307D+04    2.6098136    0.0016056    502.373   497.627    EM
    15 -0.16181306D+04    4.7000602    0.0028962    507.532   492.468    EM
    16 -0.16152063D+04    2.9243521    0.0018072    504.941   495.059    EM
    17 -0.16107489D+04    4.4573500    0.0027596    505.509   494.491    EM
    18 -0.16065602D+04    4.1887414    0.0026005    507.278   492.722    EM
    19 -0.16038271D+04    2.7331218    0.0017012    506.685   493.315    EM
    20 -0.16000300D+04    3.7970848    0.0023675    505.623   494.377    EM
    21 -0.15961364D+04    3.8936127    0.0024335    506.186   493.814    EM
    22 -0.15931448D+04    2.9915686    0.0018743    505.595   494.405    EM
    23 -0.15897772D+04    3.3675971    0.0021138    505.670   494.330    EM
    24 -0.15871929D+04    2.5843179    0.0016256    504.565   495.435    EM
    25 -0.15845595D+04    2.6333579    0.0016591    504.691   495.309    EM
    26 -0.15826073D+04    1.9522164    0.0012320    503.659   496.341    EM
    27 -0.15808175D+04    1.7898389    0.0011309    503.717   496.283    EM
    28 -0.15794715D+04    1.3460374    0.0008515    503.225   496.775    EM
    29 -0.15783682D+04    1.1033000    0.0006985    503.174   496.826    EM
    30 -0.15775239D+04    0.8442142    0.0005349    502.985   497.015    EM
    31 -0.15768670D+04    0.6569069    0.0004164    502.913   497.087    EM
    32 -0.15763668D+04    0.5002166    0.0003172    502.840   497.160    EM
    33 -0.15759857D+04    0.3811181    0.0002418    502.806   497.194    EM
    34 -0.15756962D+04    0.2895135    0.0001837    502.802   497.198    EM
    35 -0.15754742D+04    0.2219915    0.0001409    502.846   497.154    EM
    36 -0.15753005D+04    0.1736555    0.0001102    502.955   497.045    EM
    37 -0.15751673D+04    0.1332576    0.0000846    503.077   496.923    EM
    38 -0.15750732D+04    0.0940543    0.0000597    503.123   496.877    EM
    39 -0.15750042D+04    0.0690182    0.0000438    503.147   496.853    EM
    40 -0.15748206D+04    0.1836425    0.0001166    503.356   496.644    FS
    41 -0.15747990D+04    0.0216076    0.0000137    503.430   496.570    EM
    42 -0.15747986D+04    0.0003666    0.0000002    503.461   496.539    EM


     Beginning Time:  17:35:48
        Ending Time:  17:35:50
       Elapsed Time:  00:00:02



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