Mplus VERSION 7
MUTHEN & MUTHEN
09/22/2012  10:34 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
           -1574.801  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 CLASS PATTERNS
BASED ON ESTIMATED POSTERIOR PROBABILITIES

    Latent
   Classes

       1        503.44188          0.50344
       2        496.55812          0.49656


CLASSIFICATION QUALITY

     Entropy                         0.928


CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP

Class Counts and Proportions

    Latent
   Classes

       1              500          0.50000
       2              500          0.50000


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


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         3.943
 X1             0.000         0.000         0.504
 X2             0.000         0.000         0.000         0.481
 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         3.943
 X1             0.000         0.000         0.504
 X2             0.000         0.000         0.000         0.481
 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        -1.359         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         3.943
 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         0.472


     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         4.257         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         3.943
 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         0.472


     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 -0.24401450D+04    0.0000000    0.0000000    491.275   508.725    EM
     2 -0.17815697D+04  658.5753479    0.2698919    510.779   489.221    EM
     3 -0.16802249D+04  101.3447641    0.0568851    512.735   487.265    EM
     4 -0.16585932D+04   21.6317370    0.0128743    512.521   487.479    EM
     5 -0.16519037D+04    6.6894783    0.0040332    516.935   483.065    EM
     6 -0.16496947D+04    2.2090448    0.0013373    509.377   490.623    EM
     7 -0.16473835D+04    2.3111812    0.0014010    512.040   487.960    EM
     8 -0.16422084D+04    5.1751242    0.0031414    516.480   483.520    EM
     9 -0.16393625D+04    2.8458699    0.0017330    510.685   489.315    EM
    10 -0.16377447D+04    1.6178328    0.0009869    509.218   490.782    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.39611024D+04    0.0000000    0.0000000    388.333   611.667    EM
     2 -0.19151902D+04 2045.9122081    0.5165007    234.991   765.009    EM
     3 -0.17405539D+04  174.6362517    0.0911848    226.854   773.146    EM
     4 -0.17155995D+04   24.9543772    0.0143370    231.550   768.450    EM
     5 -0.17139964D+04    1.6031049    0.0009344    239.386   760.614    EM
     6 -0.17109080D+04    3.0884205    0.0018019    252.930   747.070    EM
     7 -0.17054232D+04    5.4848153    0.0032058    270.565   729.435    EM
     8 -0.17048846D+04    0.5385525    0.0003158    283.552   716.448    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.50938585D+04    0.0000000    0.0000000    161.673   838.327    EM
     2 -0.30840753D+04 2009.7831318    0.3945503    404.767   595.233    EM
     3 -0.22193925D+04  864.6828269    0.2803702    424.573   575.427    EM
     4 -0.19637171D+04  255.6753886    0.1152006    320.330   679.670    EM
     5 -0.18901279D+04   73.5892146    0.0374744    305.198   694.802    EM
     6 -0.18765252D+04   13.6026941    0.0071967    359.503   640.497    EM
     7 -0.18597460D+04   16.7791847    0.0089416    395.182   604.818    EM
     8 -0.18518561D+04    7.8898818    0.0042425    419.804   580.196    EM
     9 -0.18464165D+04    5.4396621    0.0029374    456.984   543.016    EM
    10 -0.18465968D+04   -0.1802882   -0.0000976    467.625   532.375    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.48993574D+04    0.0000000    0.0000000    542.990   457.010    EM
     2 -0.67709782D+04 ************   -0.3820135    709.185   290.815    EM
     3 -0.26775553D+04 4093.4228525    0.6045541    637.893   362.107    EM
     4 -0.22168623D+04  460.6930560    0.1720573    422.858   577.142    EM
     5 -0.24569461D+04 -240.0838277   -0.1082989    451.893   548.107    EM
     6 -0.21508453D+04  306.1008485    0.1245859    602.014   397.986    EM
     7 -0.19458358D+04  205.0094266    0.0953157    399.459   600.541    EM
     8 -0.26233581D+04 -677.5222166   -0.3481908    361.516   638.484    EM
     9 -0.22443484D+04  379.0096785    0.1444750    389.778   610.222    EM
    10 -0.22036277D+04   40.7206880    0.0181437    401.861   598.139    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.34154194D+04    0.0000000    0.0000000    385.757   614.243    EM
     2 -0.19849014D+04 1430.5180046    0.4188411    291.578   708.422    EM
     3 -0.18743080D+04  110.5933744    0.0557173    225.179   774.821    EM
     4 -0.18352155D+04   39.0925025    0.0208570    214.740   785.260    EM
     5 -0.18197781D+04   15.4374152    0.0084118    230.363   769.637    EM
     6 -0.18126707D+04    7.1073853    0.0039056    240.931   759.069    EM
     7 -0.18103029D+04    2.3678288    0.0013063    264.205   735.795    EM
     8 -0.18113307D+04   -1.0277947   -0.0005677    286.619   713.381    EM
     9 -0.18114974D+04   -0.1666873   -0.0000920    290.916   709.084    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.27084484D+04    0.0000000    0.0000000     91.247   908.753    EM
     2 -0.19352166D+04  773.2317601    0.2854888    158.004   841.996    EM
     3 -0.17618064D+04  173.4101848    0.0896076    307.404   692.596    EM
     4 -0.16687159D+04   93.0905093    0.0528381    471.000   529.000    EM
     5 -0.16283169D+04   40.3989807    0.0242096    490.459   509.541    EM
     6 -0.16215877D+04    6.7292111    0.0041326    492.170   507.830    EM
     7 -0.16179521D+04    3.6355900    0.0022420    492.229   507.771    EM
     8 -0.16142997D+04    3.6524407    0.0022574    492.142   507.858    EM
     9 -0.16105622D+04    3.7374965    0.0023152    492.028   507.972    EM
    10 -0.16068594D+04    3.7027820    0.0022991    491.791   508.209    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.38261499D+04    0.0000000    0.0000000     37.034   962.966    EM
     2 -0.21945310D+04 1631.6189609    0.4264388      6.530   993.470    EM
     3 -0.20493329D+04  145.1980864    0.0661636     12.322   987.678    EM
     4 -0.18965438D+04  152.7890758    0.0745555     16.271   983.729    EM
     5 -0.18536087D+04   42.9351199    0.0226386     23.155   976.845    EM
     6 -0.18493211D+04    4.2876446    0.0023131     31.597   968.403    EM
     7 -0.18467770D+04    2.5440296    0.0013757     36.633   963.367    EM
     8 -0.18461497D+04    0.6273062    0.0003397     39.737   960.263    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.54938534D+04    0.0000000    0.0000000    728.772   271.228    EM
     2 -0.20085138D+04 3485.3395903    0.6344071    756.878   243.122    EM
     3 -0.18022048D+04  206.3089835    0.1027172    744.595   255.405    EM
     4 -0.17874182D+04   14.7866594    0.0082048    722.611   277.389    EM
     5 -0.17920439D+04   -4.6257535   -0.0025880    716.733   283.267    EM
     6 -0.17786978D+04   13.3461551    0.0074474    708.481   291.519    EM
     7 -0.17804873D+04   -1.7895581   -0.0010061    694.177   305.823    EM
     8 -0.17815156D+04   -1.0282214   -0.0005775    678.386   321.614    EM
     9 -0.17771062D+04    4.4093585    0.0024751    684.837   315.163    EM
    10 -0.17744856D+04    2.6205940    0.0014746    685.004   314.996    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.30318466D+04    0.0000000    0.0000000    102.100   897.900    EM
     2 -0.74995997D+04 ************   -1.4736079     84.447   915.553    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.61697150D+04    0.0000000    0.0000000    591.423   408.577    EM
     2 -0.23487181D+04 3820.9969011    0.6193150    517.732   482.268    EM
     3 -0.20122777D+04  336.4403868    0.1432443    616.194   383.806    EM
     4 -0.18628661D+04  149.4115524    0.0742500    620.895   379.105    EM
     5 -0.18441018D+04   18.7643669    0.0100728    601.713   398.287    EM
     6 -0.18286399D+04   15.4619064    0.0083845    572.108   427.892    EM
     7 -0.18178151D+04   10.8247421    0.0059196    557.767   442.233    EM
     8 -0.18142001D+04    3.6150099    0.0019887    535.409   464.591    EM
     9 -0.18161564D+04   -1.9562975   -0.0010783    534.353   465.647    EM
    10 -0.18170323D+04   -0.8759165   -0.0004823    534.266   465.734    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.27445245D+04    0.0000000    0.0000000    941.839    58.161    EM
     2 -0.32701751D+04 -525.6505957   -0.1915270    950.254    49.746    EM
     3 -0.22502371D+04 1019.9380020    0.3118909    948.222    51.778    EM
     4 -0.19573275D+04  292.9096607    0.1301684    954.891    45.109    EM
     5 -0.19221776D+04   35.1498345    0.0179581    954.444    45.556    EM
     6 -0.19207719D+04    1.4057596    0.0007313    950.189    49.811    EM
     7 -0.19197862D+04    0.9856980    0.0005132    950.215    49.785    EM


  FINAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5




  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.27084484D+04    0.0000000    0.0000000     91.247   908.753    EM
     2 -0.19352166D+04  773.2317601    0.2854888    158.004   841.996    EM
     3 -0.17618064D+04  173.4101848    0.0896076    307.404   692.596    EM
     4 -0.16687159D+04   93.0905093    0.0528381    471.000   529.000    EM
     5 -0.16283169D+04   40.3989807    0.0242096    490.459   509.541    EM
     6 -0.16215877D+04    6.7292111    0.0041326    492.170   507.830    EM
     7 -0.16179521D+04    3.6355900    0.0022420    492.229   507.771    EM
     8 -0.16142997D+04    3.6524407    0.0022574    492.142   507.858    EM
     9 -0.16105622D+04    3.7374965    0.0023152    492.028   507.972    EM
    10 -0.16068594D+04    3.7027820    0.0022991    491.791   508.209    EM
    11 -0.16031989D+04    3.6605472    0.0022781    491.547   508.453    EM
    12 -0.15995613D+04    3.6375321    0.0022689    491.926   508.074    EM
    13 -0.15950060D+04    4.5553349    0.0028479    497.901   502.099    EM
    14 -0.15916328D+04    3.3731604    0.0021148    498.983   501.017    EM
    15 -0.15884528D+04    3.1800660    0.0019980    501.595   498.405    EM
    16 -0.15858457D+04    2.6070886    0.0016413    501.835   498.165    EM
    17 -0.15836733D+04    2.1723999    0.0013699    501.360   498.640    EM
    18 -0.15818404D+04    1.8328517    0.0011573    501.061   498.939    EM
    19 -0.15801122D+04    1.7282008    0.0010925    503.613   496.387    EM
    20 -0.15785887D+04    1.5235077    0.0009642    506.678   493.322    EM
    21 -0.15776906D+04    0.8981357    0.0005689    506.305   493.695    EM
    22 -0.15769764D+04    0.7141690    0.0004527    506.016   493.984    EM
    23 -0.15764377D+04    0.5387623    0.0003416    505.527   494.473    EM
    24 -0.15760223D+04    0.4153387    0.0002635    505.115   494.885    EM
    25 -0.15757083D+04    0.3139685    0.0001992    504.780   495.220    EM
    26 -0.15754653D+04    0.2429999    0.0001542    504.595   495.405    EM
    27 -0.15752837D+04    0.1816933    0.0001153    504.458   495.542    EM
    28 -0.15751571D+04    0.1265747    0.0000804    504.269   495.731    EM
    29 -0.15750644D+04    0.0926777    0.0000588    504.100   495.900    EM
    30 -0.15749958D+04    0.0686268    0.0000436    503.961   496.039    EM
    31 -0.15749449D+04    0.0508448    0.0000323    503.849   496.151    EM
    32 -0.15749072D+04    0.0376987    0.0000239    503.759   496.241    EM
    33 -0.15748793D+04    0.0279761    0.0000178    503.686   496.314    EM
    34 -0.15748585D+04    0.0207807    0.0000132    503.628   496.372    EM
    35 -0.15748430D+04    0.0154505    0.0000098    503.581   496.419    EM
    36 -0.15748315D+04    0.0114976    0.0000073    503.544   496.456    EM
    37 -0.15747999D+04    0.0316505    0.0000201    503.505   496.495    FS
    38 -0.15747981D+04    0.0017248    0.0000011    503.457   496.543    EM
    39 -0.15747980D+04    0.0001114    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 -0.24401450D+04    0.0000000    0.0000000    491.275   508.725    EM
     2 -0.17815697D+04  658.5753479    0.2698919    510.779   489.221    EM
     3 -0.16802249D+04  101.3447641    0.0568851    512.735   487.265    EM
     4 -0.16585932D+04   21.6317370    0.0128743    512.521   487.479    EM
     5 -0.16519037D+04    6.6894783    0.0040332    516.935   483.065    EM
     6 -0.16496947D+04    2.2090448    0.0013373    509.377   490.623    EM
     7 -0.16473835D+04    2.3111812    0.0014010    512.040   487.960    EM
     8 -0.16422084D+04    5.1751242    0.0031414    516.480   483.520    EM
     9 -0.16393625D+04    2.8458699    0.0017330    510.685   489.315    EM
    10 -0.16377447D+04    1.6178328    0.0009869    509.218   490.782    EM
    11 -0.16321876D+04    5.5570575    0.0033931    510.800   489.200    EM
    12 -0.16292910D+04    2.8966291    0.0017747    515.250   484.750    EM
    13 -0.16264650D+04    2.8259717    0.0017345    509.805   490.195    EM
    14 -0.16223644D+04    4.1005905    0.0025212    510.170   489.830    EM
    15 -0.16194029D+04    2.9614728    0.0018254    508.257   491.743    EM
    16 -0.16149379D+04    4.4650723    0.0027572    509.812   490.188    EM
    17 -0.16110736D+04    3.8642165    0.0023928    513.836   486.164    EM
    18 -0.16075656D+04    3.5080539    0.0021775    508.738   491.262    EM
    19 -0.16042916D+04    3.2739748    0.0020366    508.738   491.262    EM
    20 -0.16002967D+04    3.9949654    0.0024902    506.697   493.303    EM
    21 -0.15967058D+04    3.5908163    0.0022438    503.383   496.617    EM
    22 -0.15936077D+04    3.0981231    0.0019403    505.179   494.821    EM
    23 -0.15902964D+04    3.3112808    0.0020779    505.142   494.858    EM
    24 -0.15877018D+04    2.5946702    0.0016316    503.427   496.573    EM
    25 -0.15852062D+04    2.4955347    0.0015718    505.026   494.974    EM
    26 -0.15831875D+04    2.0186864    0.0012735    503.663   496.337    EM
    27 -0.15813547D+04    1.8328027    0.0011577    504.104   495.896    EM
    28 -0.15799420D+04    1.4127844    0.0008934    503.440   496.560    EM
    29 -0.15787430D+04    1.1989544    0.0007589    503.529   496.471    EM
    30 -0.15778269D+04    0.9160865    0.0005803    503.221   496.779    EM
    31 -0.15770985D+04    0.7283919    0.0004616    503.161   496.839    EM
    32 -0.15765452D+04    0.5533352    0.0003509    503.033   496.967    EM
    33 -0.15761207D+04    0.4244851    0.0002693    502.972   497.028    EM
    34 -0.15757988D+04    0.3218556    0.0002042    502.931   497.069    EM
    35 -0.15755529D+04    0.2459293    0.0001561    502.937   497.063    EM
    36 -0.15753620D+04    0.1908961    0.0001212    503.006   496.994    EM
    37 -0.15752128D+04    0.1492499    0.0000947    503.125   496.875    EM
    38 -0.15748395D+04    0.3732786    0.0002370    503.260   496.740    FS
    39 -0.15748265D+04    0.0129511    0.0000082    502.694   497.306    FS
    40 -0.15748055D+04    0.0210094    0.0000133    502.935   497.065    EM
    41 -0.15748029D+04    0.0025898    0.0000016    503.059   496.941    EM
    42 -0.15748016D+04    0.0013822    0.0000009    503.132   496.868    EM
    43 -0.15748006D+04    0.0009827    0.0000006    503.183   496.817    EM


     Beginning Time:  22:34:09
        Ending Time:  22:34:12
       Elapsed Time:  00:00:03



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