Mplus VERSION 7.2
MUTHEN & MUTHEN
05/07/2014   2:42 PM

INPUT INSTRUCTIONS

  TITLE:	this is an example of a LCGA for a three-
  	category outcome
  DATA:	FILE IS ex8.10.dat;
  VARIABLE:	NAMES ARE u1-u4 c;
  	USEV = u1-u4;
  	CLASSES = c(2);
  	CATEGORICAL = u1-u4;
  ANALYSIS:	TYPE = MIXTURE;
  MODEL:	
  	%OVERALL%
  	i s | u1@0 u2@1 u3@2 u4@3;
  !	[u1$1-u4$1*-.5] (1);
  !	[u1$2-u4$2* .5] (2);
  !	%c#1%
  ! 	[i*1 s*0];
  !	%c#2%
  !	[i@0 s*0];
  OUTPUT:	TECH1 TECH8;



INPUT READING TERMINATED NORMALLY



this is an example of a LCGA for a three-
category outcome

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                         500

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

Observed dependent variables

  Binary and ordered categorical (ordinal)
   U1          U2          U3          U4

Continuous latent variables
   I           S

Categorical latent variables
   C


Estimator                                                      MLR
Information matrix                                        OBSERVED
Optimization Specifications for the Quasi-Newton Algorithm for
Continuous Outcomes
  Maximum number of iterations                                 100
  Convergence criterion                                  0.100D-05
Optimization Specifications for the EM Algorithm
  Maximum number of iterations                                 500
  Convergence criteria
    Loglikelihood change                                 0.100D-06
    Relative loglikelihood change                        0.100D-06
    Derivative                                           0.100D-05
Optimization Specifications for the M step of the EM Algorithm for
Categorical Latent variables
  Number of M step iterations                                    1
  M step convergence criterion                           0.100D-05
  Basis for M step termination                           ITERATION
Optimization Specifications for the M step of the EM Algorithm for
Censored, Binary or Ordered Categorical (Ordinal), Unordered
Categorical (Nominal) and Count Outcomes
  Number of M step iterations                                    1
  M step convergence criterion                           0.100D-05
  Basis for M step termination                           ITERATION
  Maximum value for logit thresholds                            15
  Minimum value for logit thresholds                           -15
  Minimum expected cell size for chi-square              0.100D-01
Optimization algorithm                                         EMA
Random Starts Specifications
  Number of initial stage random starts                         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)
  ex8.10.dat
Input data format  FREE


UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES

    U1
      Category 1    0.602      301.000
      Category 2    0.114       57.000
      Category 3    0.284      142.000
    U2
      Category 1    0.482      241.000
      Category 2    0.114       57.000
      Category 3    0.404      202.000
    U3
      Category 1    0.430      215.000
      Category 2    0.070       35.000
      Category 3    0.500      250.000
    U4
      Category 1    0.410      205.000
      Category 2    0.058       29.000
      Category 3    0.532      266.000


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:

           -1706.048  285380           1
           -1706.048  253358           2
           -1706.048  462953           7
           -1706.048  637345           19



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                        6

Loglikelihood

          H0 Value                       -1706.048
          H0 Scaling Correction Factor      0.9907
            for MLR

Information Criteria

          Akaike (AIC)                    3424.096
          Bayesian (BIC)                  3449.384
          Sample-Size Adjusted BIC        3430.339
            (n* = (n + 2) / 24)

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

          Pearson Chi-Square

          Value                             69.894
          Degrees of Freedom                    74
          P-Value                           0.6137

          Likelihood Ratio Chi-Square

          Value                             74.075
          Degrees of Freedom                    74
          P-Value                           0.4757



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

    Latent
   Classes

       1        240.72030          0.48144
       2        259.27970          0.51856


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

    Latent
   Classes

       1        240.72030          0.48144
       2        259.27970          0.51856


CLASSIFICATION QUALITY

     Entropy                         0.705


CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP

Class Counts and Proportions

    Latent
   Classes

       1              244          0.48800
       2              256          0.51200


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

           1        2

    1   0.913    0.087
    2   0.070    0.930


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

           1        2

    1   0.925    0.075
    2   0.082    0.918


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

              1        2

    1      2.516    0.000
    2     -2.415    0.000


MODEL RESULTS

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

Latent Class 1

 I        |
    U1                 1.000      0.000    999.000    999.000
    U2                 1.000      0.000    999.000    999.000
    U3                 1.000      0.000    999.000    999.000
    U4                 1.000      0.000    999.000    999.000

 S        |
    U1                 0.000      0.000    999.000    999.000
    U2                 1.000      0.000    999.000    999.000
    U3                 2.000      0.000    999.000    999.000
    U4                 3.000      0.000    999.000    999.000

 Means
    I                  0.717      0.179      4.000      0.000
    S                  1.070      0.114      9.383      0.000

 Thresholds
    U1$1               0.746      0.118      6.322      0.000
    U1$2               1.276      0.118     10.779      0.000
    U2$1               0.746      0.118      6.322      0.000
    U2$2               1.276      0.118     10.779      0.000
    U3$1               0.746      0.118      6.322      0.000
    U3$2               1.276      0.118     10.779      0.000
    U4$1               0.746      0.118      6.322      0.000
    U4$2               1.276      0.118     10.779      0.000

Latent Class 2

 I        |
    U1                 1.000      0.000    999.000    999.000
    U2                 1.000      0.000    999.000    999.000
    U3                 1.000      0.000    999.000    999.000
    U4                 1.000      0.000    999.000    999.000

 S        |
    U1                 0.000      0.000    999.000    999.000
    U2                 1.000      0.000    999.000    999.000
    U3                 2.000      0.000    999.000    999.000
    U4                 3.000      0.000    999.000    999.000

 Means
    I                  0.000      0.000    999.000    999.000
    S                 -0.117      0.077     -1.523      0.128

 Thresholds
    U1$1               0.746      0.118      6.322      0.000
    U1$2               1.276      0.118     10.779      0.000
    U2$1               0.746      0.118      6.322      0.000
    U2$2               1.276      0.118     10.779      0.000
    U3$1               0.746      0.118      6.322      0.000
    U3$2               1.276      0.118     10.779      0.000
    U4$1               0.746      0.118      6.322      0.000
    U4$2               1.276      0.118     10.779      0.000

Categorical Latent Variables

 Means
    C#1               -0.074      0.137     -0.540      0.589


RESULTS IN PROBABILITY SCALE

Latent Class 1

 U1
    Category 1         0.507      0.031     16.532      0.000
    Category 2         0.129      0.009     13.894      0.000
    Category 3         0.364      0.028     12.861      0.000
 U2
    Category 1         0.261      0.023     11.507      0.000
    Category 2         0.114      0.009     12.457      0.000
    Category 3         0.625      0.027     22.921      0.000
 U3
    Category 1         0.108      0.019      5.708      0.000
    Category 2         0.063      0.010      6.437      0.000
    Category 3         0.829      0.028     29.994      0.000
 U4
    Category 1         0.040      0.011      3.485      0.000
    Category 2         0.026      0.007      3.654      0.000
    Category 3         0.934      0.018     50.874      0.000

Latent Class 2

 U1
    Category 1         0.678      0.026     26.343      0.000
    Category 2         0.103      0.009     11.385      0.000
    Category 3         0.218      0.020     10.803      0.000
 U2
    Category 1         0.703      0.019     36.510      0.000
    Category 2         0.098      0.008     12.565      0.000
    Category 3         0.199      0.015     12.909      0.000
 U3
    Category 1         0.727      0.024     29.914      0.000
    Category 2         0.092      0.008     11.206      0.000
    Category 3         0.181      0.019      9.481      0.000
 U4
    Category 1         0.750      0.034     21.877      0.000
    Category 2         0.086      0.010      8.395      0.000
    Category 3         0.164      0.026      6.330      0.000


LATENT CLASS ODDS RATIO RESULTS

Latent Class 1 Compared to Latent Class 2

 U1
    Category > 1       2.049      0.367      5.577      0.000
    Category > 2       2.049      0.367      5.577      0.000
 U2
    Category > 1       6.715      0.816      8.229      0.000
    Category > 2       6.715      0.816      8.229      0.000
 U3
    Category > 1      22.007      3.658      6.017      0.000
    Category > 2      22.007      3.658      6.017      0.000
 U4
    Category > 1      72.126     19.180      3.760      0.000
    Category > 2      72.126     19.180      3.760      0.000


QUALITY OF NUMERICAL RESULTS

     Condition Number for the Information Matrix              0.118E-01
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR LATENT CLASS 1


     PARAMETER SPECIFICATION FOR LATENT CLASS 2


     PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART


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


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


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


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


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C#1           C#2
              ________      ________
 1                  6             0


     PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR GROWTH MODEL PART


           LAMBDA(F) FOR LATENT CLASS 1
              I             S
              ________      ________
 U1                 0             0
 U2                 0             0
 U3                 0             0
 U4                 0             0


           ALPHA(F) FOR LATENT CLASS 1
              I             S
              ________      ________
 1                  3             4


           LAMBDA(F) FOR LATENT CLASS 2
              I             S
              ________      ________
 U1                 0             0
 U2                 0             0
 U3                 0             0
 U4                 0             0


           ALPHA(F) FOR LATENT CLASS 2
              I             S
              ________      ________
 1                  0             5


     STARTING VALUES FOR LATENT CLASS 1


     STARTING VALUES FOR LATENT CLASS 2


     STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART


           TAU(U) FOR LATENT CLASS 1
              U1$1          U1$2          U2$1          U2$2          U3$1
              ________      ________      ________      ________      ________
 1             -0.076         0.296        -0.076         0.296        -0.076


           TAU(U) FOR LATENT CLASS 1
              U3$2          U4$1          U4$2
              ________      ________      ________
 1              0.296        -0.076         0.296


           TAU(U) FOR LATENT CLASS 2
              U1$1          U1$2          U2$1          U2$2          U3$1
              ________      ________      ________      ________      ________
 1             -0.076         0.296        -0.076         0.296        -0.076


           TAU(U) FOR LATENT CLASS 2
              U3$2          U4$1          U4$2
              ________      ________      ________
 1              0.296        -0.076         0.296


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART


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


     STARTING VALUES FOR LATENT CLASS INDICATOR GROWTH MODEL PART


           LAMBDA(F) FOR CLASS LATENT CLASS 1
              I             S
              ________      ________
 U1             1.000         0.000
 U2             1.000         1.000
 U3             1.000         2.000
 U4             1.000         3.000


           ALPHA(F) FOR LATENT CLASS 1
              I             S
              ________      ________
 1              0.000         0.000


           LAMBDA(F) FOR CLASS LATENT CLASS 2
              I             S
              ________      ________
 U1             1.000         0.000
 U2             1.000         1.000
 U3             1.000         2.000
 U4             1.000         3.000


           ALPHA(F) FOR LATENT CLASS 2
              I             S
              ________      ________
 1              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 -0.18606604D+04    0.0000000    0.0000000    250.000   250.000    EM
     2 -0.18309810D+04   29.6793556    0.0159510    250.000   250.000    EM
     3 -0.18309759D+04    0.0051130    0.0000028    250.000   250.000    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.26664050D+04    0.0000000    0.0000000    362.060   137.940    EM
     2 -0.19127747D+04  753.6302620    0.2826391    260.235   239.765    EM
     3 -0.17243963D+04  188.3784414    0.0984844    257.687   242.313    EM
     4 -0.17095281D+04   14.8681579    0.0086222    255.869   244.131    EM
     5 -0.17069464D+04    2.5817506    0.0015102    253.661   246.339    EM
     6 -0.17065074D+04    0.4389675    0.0002572    251.529   248.471    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.77177122D+04    0.0000000    0.0000000    198.770   301.230    EM
     2 -0.18262588D+04 5891.4534656    0.7633679    197.020   302.980    EM
     3 -0.17638927D+04   62.3660350    0.0341496    208.545   291.455    EM
     4 -0.17216828D+04   42.2099417    0.0239300    218.696   281.304    EM
     5 -0.17086978D+04   12.9850201    0.0075421    224.245   275.755    EM
     6 -0.17067915D+04    1.9062648    0.0011156    227.535   272.465    EM
     7 -0.17064767D+04    0.3147921    0.0001844    229.936   270.064    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.30692158D+04    0.0000000    0.0000000    291.562   208.438    EM
     2 -0.17167225D+04 1352.4933046    0.4406641    284.119   215.881    EM
     3 -0.17106726D+04    6.0498734    0.0035241    276.200   223.800    EM
     4 -0.17091163D+04    1.5562789    0.0009097    270.042   229.958    EM
     5 -0.17081597D+04    0.9566477    0.0005597    264.942   235.058    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.22238902D+04    0.0000000    0.0000000    193.136   306.864    EM
     2 -0.17165055D+04  507.3846560    0.2281518    194.890   305.110    EM
     3 -0.17113332D+04    5.1723196    0.0030133    202.067   297.933    EM
     4 -0.17097241D+04    1.6090992    0.0009403    208.261   291.739    EM
     5 -0.17086275D+04    1.0965625    0.0006414    213.656   286.344    EM
     6 -0.17078457D+04    0.7817991    0.0004576    218.248   281.752    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.26452699D+04    0.0000000    0.0000000     48.833   451.167    EM
     2 -0.18891915D+04  756.0784114    0.2858228    111.098   388.902    EM
     3 -0.17565852D+04  132.6062947    0.0701921    136.164   363.836    EM
     4 -0.17307795D+04   25.8056589    0.0146908    157.278   342.722    EM
     5 -0.17211157D+04    9.6638009    0.0055835    171.026   328.974    EM
     6 -0.17170203D+04    4.0954097    0.0023795    181.607   318.393    EM
     7 -0.17141678D+04    2.8525122    0.0016613    190.699   309.301    EM
     8 -0.17119714D+04    2.1964100    0.0012813    198.619   301.381    EM
     9 -0.17103016D+04    1.6698077    0.0009754    205.469   294.531    EM
    10 -0.17090604D+04    1.2411717    0.0007257    211.333   288.667    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.99114563D+04    0.0000000    0.0000000    467.957    32.043    EM
     2 -0.17973727D+04 8114.0835596    0.8186570    445.030    54.970    EM
     3 -0.17740273D+04   23.3454510    0.0129887    417.587    82.413    EM
     4 -0.17545082D+04   19.5190555    0.0110027    395.597   104.403    EM
     5 -0.17440560D+04   10.4522219    0.0059574    380.092   119.908    EM
     6 -0.17369935D+04    7.0625204    0.0040495    366.464   133.536    EM
     7 -0.17307269D+04    6.2665736    0.0036077    353.226   146.774    EM
     8 -0.17253348D+04    5.3921269    0.0031155    340.760   159.240    EM
     9 -0.17208669D+04    4.4678456    0.0025896    329.351   170.649    EM
    10 -0.17172506D+04    3.6163946    0.0021015    319.094   180.906    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.36400198D+04    0.0000000    0.0000000    284.353   215.647    EM
     2 -0.17131333D+04 1926.8865145    0.5293616    277.443   222.557    EM
     3 -0.17093316D+04    3.8017075    0.0022192    270.652   229.348    EM
     4 -0.17082407D+04    1.0908340    0.0006382    265.393   234.607    EM
     5 -0.17075501D+04    0.6906301    0.0004043    261.068   238.932    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.37686672D+04    0.0000000    0.0000000    305.582   194.418    EM
     2 -0.17123853D+04 2056.2818822    0.5456258    297.482   202.518    EM
     3 -0.17096174D+04    2.7678882    0.0016164    291.008   208.992    EM
     4 -0.17085025D+04    1.1149176    0.0006521    285.660   214.340    EM
     5 -0.17077544D+04    0.7480930    0.0004379    281.161   218.839    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.32766772D+04    0.0000000    0.0000000    334.861   165.139    EM
     2 -0.17304559D+04 1546.2213019    0.4718870    327.545   172.455    EM
     3 -0.17223833D+04    8.0725938    0.0046650    314.457   185.543    EM
     4 -0.17183715D+04    4.0117425    0.0023292    303.426   196.574    EM
     5 -0.17151835D+04    3.1880169    0.0018553    293.587   206.413    EM
     6 -0.17126802D+04    2.5032813    0.0014595    284.991   215.009    EM
     7 -0.17107754D+04    1.9048405    0.0011122    277.602   222.398    EM
     8 -0.17093683D+04    1.4071149    0.0008225    271.328   228.672    EM
     9 -0.17083539D+04    1.0143526    0.0005934    266.051   233.949    EM
    10 -0.17076364D+04    0.7175503    0.0004200    261.644   238.356    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.41599611D+04    0.0000000    0.0000000    405.593    94.407    EM
     2 -0.17603706D+04 2399.5905075    0.5768300    399.574   100.426    EM
     3 -0.17539589D+04    6.4116910    0.0036422    388.214   111.786    EM
     4 -0.17478562D+04    6.1027862    0.0034794    375.560   124.440    EM
     5 -0.17417572D+04    6.0989287    0.0034894    362.215   137.785    EM
     6 -0.17358606D+04    5.8966589    0.0033855    348.683   151.317    EM
     7 -0.17303416D+04    5.5189463    0.0031794    335.393   164.607    EM
     8 -0.17253471D+04    4.9944961    0.0028864    322.715   177.285    EM
     9 -0.17209864D+04    4.3607604    0.0025275    310.943   189.057    EM
    10 -0.17173203D+04    3.6660777    0.0021302    300.281   199.719    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.37030397D+04    0.0000000    0.0000000    202.477   297.523    EM
     2 -0.17165622D+04 1986.4774922    0.5364451    202.239   297.761    EM
     3 -0.17100957D+04    6.4665036    0.0037671    208.231   291.769    EM
     4 -0.17087046D+04    1.3911320    0.0008135    213.486   286.514    EM
     5 -0.17078816D+04    0.8230157    0.0004817    218.062   281.938    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.70414208D+04    0.0000000    0.0000000    166.452   333.548    EM
     2 -0.18285256D+04 5212.8951713    0.7403187    167.251   332.749    EM
     3 -0.18221563D+04    6.3693272    0.0034833    169.957   330.043    EM
     4 -0.18044416D+04   17.7146467    0.0097218    176.922   323.078    EM
     5 -0.17702741D+04   34.1675531    0.0189352    188.637   311.363    EM
     6 -0.17358301D+04   34.4440369    0.0194569    200.722   299.278    EM
     7 -0.17185068D+04   17.3233021    0.0099798    210.344   289.656    EM
     8 -0.17126120D+04    5.8947589    0.0034302    218.146   281.854    EM
     9 -0.17103104D+04    2.3015764    0.0013439    224.885   275.115    EM
    10 -0.17089791D+04    1.3313019    0.0007784    230.698   269.302    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.37319049D+04    0.0000000    0.0000000    371.471   128.529    EM
     2 -0.17450635D+04 1986.8414486    0.5323934    365.061   134.939    EM
     3 -0.17368373D+04    8.2261383    0.0047139    350.853   149.147    EM
     4 -0.17312232D+04    5.6140911    0.0032324    337.548   162.452    EM
     5 -0.17261312D+04    5.0920003    0.0029413    324.755   175.245    EM
     6 -0.17216600D+04    4.4712125    0.0025903    312.818   187.182    EM
     7 -0.17178773D+04    3.7826903    0.0021971    301.962   198.038    EM
     8 -0.17147979D+04    3.0794250    0.0017926    292.310   207.690    EM
     9 -0.17123832D+04    2.4147459    0.0014082    283.892   216.108    EM
    10 -0.17105533D+04    1.8298680    0.0010686    276.666   223.334    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.79221117D+04    0.0000000    0.0000000    318.489   181.511    EM
     2 -0.17225545D+04 6199.5571956    0.7825637    317.081   182.919    EM
     3 -0.17144840D+04    8.0704440    0.0046852    308.624   191.376    EM
     4 -0.17119847D+04    2.4993465    0.0014578    301.096   198.904    EM
     5 -0.17102852D+04    1.6994592    0.0009927    294.382   205.618    EM
     6 -0.17090452D+04    1.2400026    0.0007250    288.570   211.430    EM
     7 -0.17081461D+04    0.8990940    0.0005261    283.622   216.378    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.31302569D+04    0.0000000    0.0000000    177.920   322.080    EM
     2 -0.17252777D+04 1404.9791900    0.4488383    187.716   312.284    EM
     3 -0.17179103D+04    7.3674465    0.0042703    198.858   301.142    EM
     4 -0.17146334D+04    3.2768317    0.0019075    208.404   291.596    EM
     5 -0.17122336D+04    2.3998279    0.0013996    216.706   283.294    EM
     6 -0.17104386D+04    1.7949787    0.0010483    223.834   276.166    EM
     7 -0.17091229D+04    1.3157009    0.0007692    229.879   270.121    EM
     8 -0.17081792D+04    0.9437444    0.0005522    234.958   265.042    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.44643914D+04    0.0000000    0.0000000     62.147   437.853    EM
     2 -0.17756185D+04 2688.7729591    0.6022709     78.314   421.686    EM
     3 -0.17581831D+04   17.4353429    0.0098193     97.653   402.347    EM
     4 -0.17483269D+04    9.8562179    0.0056059    112.007   387.993    EM
     5 -0.17413756D+04    6.9513189    0.0039760    124.926   375.074    EM
     6 -0.17347204D+04    6.6551783    0.0038218    138.240   361.760    EM
     7 -0.17287379D+04    5.9825170    0.0034487    151.237   348.763    EM
     8 -0.17236709D+04    5.0669937    0.0029310    163.354   336.646    EM
     9 -0.17195117D+04    4.1592024    0.0024130    174.365   325.635    EM
    10 -0.17161673D+04    3.3444245    0.0019450    184.218   315.782    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.43521459D+04    0.0000000    0.0000000    179.521   320.479    EM
     2 -0.17240750D+04 2628.0708826    0.6038563    188.149   311.851    EM
     3 -0.17173391D+04    6.7358708    0.0039069    199.798   300.202    EM
     4 -0.17143116D+04    3.0274988    0.0017629    209.289   290.711    EM
     5 -0.17120063D+04    2.3053468    0.0013448    217.506   282.494    EM
     6 -0.17102731D+04    1.7331843    0.0010124    224.531   275.469    EM
     7 -0.17090037D+04    1.2693376    0.0007422    230.473   269.527    EM
     8 -0.17080947D+04    0.9089964    0.0005319    235.456   264.544    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.24765555D+04    0.0000000    0.0000000    484.762    15.238    EM
     2 -0.19411367D+04  535.4187987    0.2161949    448.715    51.285    EM
     3 -0.17957747D+04  145.3620205    0.0748850    431.231    68.769    EM
     4 -0.17637918D+04   31.9829120    0.0178101    411.173    88.827    EM
     5 -0.17538559D+04    9.9359338    0.0056333    398.041   101.959    EM
     6 -0.17485528D+04    5.3030238    0.0030236    388.311   111.689    EM
     7 -0.17424375D+04    6.1153386    0.0034974    376.844   123.156    EM
     8 -0.17356858D+04    6.7517377    0.0038749    363.706   136.294    EM
     9 -0.17295709D+04    6.1148743    0.0035230    350.639   149.361    EM
    10 -0.17243655D+04    5.2054284    0.0030097    338.379   161.621    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.41850351D+04    0.0000000    0.0000000    242.729   257.271    EM
     2 -0.17085560D+04 2476.4790686    0.5917463    241.434   258.566    EM
     3 -0.17061316D+04    2.4243920    0.0014190    241.034   258.966    EM
     4 -0.17060539D+04    0.0777068    0.0000455    240.902   259.098    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.54574827D+04    0.0000000    0.0000000    406.482    93.518    EM
     2 -0.17598187D+04 3697.6640063    0.6775402    395.950   104.050    EM
     3 -0.17510435D+04    8.7751526    0.0049864    381.997   118.003    EM
     4 -0.17445177D+04    6.5258731    0.0037268    368.360   131.640    EM
     5 -0.17384360D+04    6.0816467    0.0034861    354.695   145.305    EM
     6 -0.17327187D+04    5.7173112    0.0032888    341.204   158.796    EM
     7 -0.17274753D+04    5.2433720    0.0030261    328.205   171.795    EM
     8 -0.17228244D+04    4.6509560    0.0026923    316.002   183.998    EM
     9 -0.17188481D+04    3.9762996    0.0023080    304.832   195.168    EM
    10 -0.17155767D+04    3.2714153    0.0019033    294.842   205.158    EM


  FINAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19


     4 -0.17060539D+04    0.0777068    0.0000455    240.902   259.098    EM
     5 -0.17060486D+04    0.0053614    0.0000031    240.848   259.152    EM
     6 -0.17060481D+04    0.0004423    0.0000003    240.820   259.180    EM
     7 -0.17060481D+04    0.0000469    0.0000000    240.800   259.200    EM
     8 -0.17060481D+04    0.0000106    0.0000000    240.786   259.214    EM
     9 -0.17060480D+04    0.0000053    0.0000000    240.774   259.226    EM
    10 -0.17060480D+04    0.0000034    0.0000000    240.765   259.235    EM
    11 -0.17060480D+04    0.0000023    0.0000000    240.757   259.243    EM
    12 -0.17060480D+04    0.0000016    0.0000000    240.750   259.250    EM
    13 -0.17060480D+04    0.0000011    0.0000000    240.745   259.255    EM
    14 -0.17060480D+04    0.0000007    0.0000000    240.741   259.259    EM
    15 -0.17060480D+04    0.0000005    0.0000000    240.737   259.263    EM
    16 -0.17060480D+04    0.0000003    0.0000000    240.734   259.266    EM
    17 -0.17060480D+04    0.0000002    0.0000000    240.732   259.268    EM
    18 -0.17060480D+04    0.0000002    0.0000000    240.730   259.270    EM
    19 -0.17060480D+04    0.0000001    0.0000000    240.728   259.272    EM
    20 -0.17060480D+04    0.0000001    0.0000000    240.727   259.273    EM
    21 -0.17060480D+04    0.0000000    0.0000000    240.725   259.275    EM
    22 -0.17060480D+04    0.0000000    0.0000000    240.725   259.275    EM
    23 -0.17060480D+04    0.0000000    0.0000000    240.724   259.276    EM
    24 -0.17060480D+04    0.0000000    0.0000000    240.723   259.277    EM
    25 -0.17060480D+04    0.0000000    0.0000000    240.723   259.277    EM
    26 -0.17060480D+04    0.0000000    0.0000000    240.722   259.278    EM
    27 -0.17060480D+04    0.0000000    0.0000000    240.722   259.278    EM
    28 -0.17060480D+04    0.0000000    0.0000000    240.722   259.278    EM
    29 -0.17060480D+04    0.0000000    0.0000000    240.721   259.279    EM
    30 -0.17060480D+04    0.0000000    0.0000000    240.721   259.279    EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


     7 -0.17064767D+04    0.3147921    0.0001844    229.936   270.064    EM
     8 -0.17063354D+04    0.1413123    0.0000828    231.852   268.148    EM
     9 -0.17062433D+04    0.0921142    0.0000540    233.418   266.582    EM
    10 -0.17061807D+04    0.0625467    0.0000367    234.706   265.294    EM
    11 -0.17061382D+04    0.0425709    0.0000250    235.767   264.233    EM
    12 -0.17061092D+04    0.0289500    0.0000170    236.641   263.359    EM
    13 -0.17060895D+04    0.0196694    0.0000115    237.361   262.639    EM
    14 -0.17060762D+04    0.0133546    0.0000078    237.954   262.046    EM
    15 -0.17060671D+04    0.0090625    0.0000053    238.443   261.557    EM
    16 -0.17060610D+04    0.0061475    0.0000036    238.846   261.154    EM
    17 -0.17060568D+04    0.0041690    0.0000024    239.177   260.823    EM
    18 -0.17060540D+04    0.0028266    0.0000017    239.450   260.550    EM
    19 -0.17060521D+04    0.0019161    0.0000011    239.674   260.326    EM
    20 -0.17060508D+04    0.0012988    0.0000008    239.859   260.141    EM
    21 -0.17060499D+04    0.0008803    0.0000005    240.012   259.988    EM
    22 -0.17060493D+04    0.0005966    0.0000003    240.137   259.863    EM
    23 -0.17060489D+04    0.0004043    0.0000002    240.240   259.760    EM
    24 -0.17060486D+04    0.0002739    0.0000002    240.325   259.675    EM
    25 -0.17060484D+04    0.0001856    0.0000001    240.395   259.605    EM
    26 -0.17060483D+04    0.0001258    0.0000001    240.453   259.547    EM
    27 -0.17060482D+04    0.0000852    0.0000000    240.500   259.500    EM
    28 -0.17060482D+04    0.0000577    0.0000000    240.539   259.461    EM
    29 -0.17060481D+04    0.0000391    0.0000000    240.571   259.429    EM
    30 -0.17060481D+04    0.0000265    0.0000000    240.597   259.403    EM
    31 -0.17060481D+04    0.0000180    0.0000000    240.619   259.381    EM
    32 -0.17060481D+04    0.0000122    0.0000000    240.637   259.363    EM
    33 -0.17060481D+04    0.0000082    0.0000000    240.652   259.348    EM
    34 -0.17060480D+04    0.0000056    0.0000000    240.664   259.336    EM
    35 -0.17060480D+04    0.0000038    0.0000000    240.674   259.326    EM
    36 -0.17060480D+04    0.0000026    0.0000000    240.682   259.318    EM
    37 -0.17060480D+04    0.0000017    0.0000000    240.689   259.311    EM
    38 -0.17060480D+04    0.0000012    0.0000000    240.694   259.306    EM
    39 -0.17060480D+04    0.0000025    0.0000000    240.720   259.280    FS
    40 -0.17060480D+04    0.0000000    0.0000000    240.720   259.280    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1


     6 -0.17065074D+04    0.4389675    0.0002572    251.529   248.471    EM
     7 -0.17063462D+04    0.1611579    0.0000944    249.663   250.337    EM
     8 -0.17062491D+04    0.0971915    0.0000570    248.094   251.906    EM
     9 -0.17061842D+04    0.0648884    0.0000380    246.793   253.207    EM
    10 -0.17061403D+04    0.0439082    0.0000257    245.720   254.280    EM
    11 -0.17061105D+04    0.0297509    0.0000174    244.835   255.165    EM
    12 -0.17060903D+04    0.0201563    0.0000118    244.107   255.893    EM
    13 -0.17060767D+04    0.0136535    0.0000080    243.508   256.492    EM
    14 -0.17060674D+04    0.0092476    0.0000054    243.014   256.986    EM
    15 -0.17060612D+04    0.0062632    0.0000037    242.608   257.392    EM
    16 -0.17060569D+04    0.0042419    0.0000025    242.274   257.726    EM
    17 -0.17060541D+04    0.0028730    0.0000017    241.999   258.001    EM
    18 -0.17060521D+04    0.0019459    0.0000011    241.773   258.227    EM
    19 -0.17060508D+04    0.0013180    0.0000008    241.587   258.413    EM
    20 -0.17060499D+04    0.0008927    0.0000005    241.433   258.567    EM
    21 -0.17060493D+04    0.0006047    0.0000004    241.307   258.693    EM
    22 -0.17060489D+04    0.0004096    0.0000002    241.203   258.797    EM
    23 -0.17060486D+04    0.0002775    0.0000002    241.118   258.882    EM
    24 -0.17060484D+04    0.0001880    0.0000001    241.048   258.952    EM
    25 -0.17060483D+04    0.0001273    0.0000001    240.990   259.010    EM
    26 -0.17060482D+04    0.0000863    0.0000001    240.942   259.058    EM
    27 -0.17060482D+04    0.0000584    0.0000000    240.903   259.097    EM
    28 -0.17060481D+04    0.0000396    0.0000000    240.871   259.129    EM
    29 -0.17060481D+04    0.0000268    0.0000000    240.844   259.156    EM
    30 -0.17060481D+04    0.0000182    0.0000000    240.822   259.178    EM
    31 -0.17060481D+04    0.0000123    0.0000000    240.804   259.196    EM
    32 -0.17060481D+04    0.0000083    0.0000000    240.789   259.211    EM
    33 -0.17060480D+04    0.0000057    0.0000000    240.777   259.223    EM
    34 -0.17060480D+04    0.0000038    0.0000000    240.767   259.233    EM
    35 -0.17060480D+04    0.0000026    0.0000000    240.759   259.241    EM
    36 -0.17060480D+04    0.0000018    0.0000000    240.752   259.248    EM
    37 -0.17060480D+04    0.0000012    0.0000000    240.746   259.254    EM
    38 -0.17060480D+04    0.0000008    0.0000000    240.742   259.258    EM
    39 -0.17060480D+04    0.0000017    0.0000000    240.721   259.279    FS
    40 -0.17060480D+04    0.0000000    0.0000000    240.720   259.280    FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7


     5 -0.17075501D+04    0.6906301    0.0004043    261.068   238.932    EM
     6 -0.17070755D+04    0.4745622    0.0002779    257.495   242.505    EM
     7 -0.17067486D+04    0.3269447    0.0001915    254.542   245.458    EM
     8 -0.17065245D+04    0.2240938    0.0001313    252.104   247.896    EM
     9 -0.17063715D+04    0.1529421    0.0000896    250.093   249.907    EM
    10 -0.17062675D+04    0.1040784    0.0000610    248.436   251.564    EM
    11 -0.17061968D+04    0.0706924    0.0000414    247.071   252.929    EM
    12 -0.17061488D+04    0.0479580    0.0000281    245.947   254.053    EM
    13 -0.17061163D+04    0.0325107    0.0000191    245.022   254.978    EM
    14 -0.17060943D+04    0.0220290    0.0000129    244.261   255.739    EM
    15 -0.17060794D+04    0.0149228    0.0000087    243.634   256.366    EM
    16 -0.17060693D+04    0.0101076    0.0000059    243.118   256.882    EM
    17 -0.17060624D+04    0.0068457    0.0000040    242.694   257.306    EM
    18 -0.17060578D+04    0.0046364    0.0000027    242.345   257.655    EM
    19 -0.17060546D+04    0.0031402    0.0000018    242.057   257.943    EM
    20 -0.17060525D+04    0.0021268    0.0000012    241.821   258.179    EM
    21 -0.17060511D+04    0.0014405    0.0000008    241.626   258.374    EM
    22 -0.17060501D+04    0.0009757    0.0000006    241.466   258.534    EM
    23 -0.17060494D+04    0.0006609    0.0000004    241.334   258.666    EM
    24 -0.17060490D+04    0.0004477    0.0000003    241.225   258.775    EM
    25 -0.17060487D+04    0.0003033    0.0000002    241.136   258.864    EM
    26 -0.17060485D+04    0.0002054    0.0000001    241.062   258.938    EM
    27 -0.17060483D+04    0.0001392    0.0000001    241.002   258.998    EM
    28 -0.17060482D+04    0.0000943    0.0000001    240.952   259.048    EM
    29 -0.17060482D+04    0.0000639    0.0000000    240.911   259.089    EM
    30 -0.17060481D+04    0.0000433    0.0000000    240.877   259.123    EM
    31 -0.17060481D+04    0.0000293    0.0000000    240.850   259.150    EM
    32 -0.17060481D+04    0.0000199    0.0000000    240.827   259.173    EM
    33 -0.17060481D+04    0.0000135    0.0000000    240.808   259.192    EM
    34 -0.17060481D+04    0.0000091    0.0000000    240.792   259.208    EM
    35 -0.17060480D+04    0.0000062    0.0000000    240.780   259.220    EM
    36 -0.17060480D+04    0.0000130    0.0000000    240.722   259.278    FS
    37 -0.17060480D+04    0.0000000    0.0000000    240.720   259.280    FS


     Beginning Time:  14:42:22
        Ending Time:  14:42:22
       Elapsed Time:  00:00:00



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