Mplus VERSION 8.8
MUTHEN & MUTHEN
04/19/2022  11:17 PM

INPUT INSTRUCTIONS

  TITLE:      this is an example of a LCGA for a binary
              outcome
  DATA:       FILE IS ex8.9.dat;
  VARIABLE:   NAMES ARE u1-u4;
              CLASSES = c (2);
              CATEGORICAL = u1-u4;
  ANALYSIS:   TYPE = MIXTURE;
  MODEL:
              %OVERALL%
              i s | u1@0 u2@1 u3@2 u4@3;
  OUTPUT:     TECH1 TECH8;



INPUT READING TERMINATED NORMALLY



this is an example of a LCGA for a binary
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)
  ex8.9.dat
Input data format  FREE


UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES

    U1
      Category 1    0.602          301.000
      Category 2    0.398          199.000
    U2
      Category 1    0.482          241.000
      Category 2    0.518          259.000
    U3
      Category 1    0.430          215.000
      Category 2    0.570          285.000
    U4
      Category 1    0.410          205.000
      Category 2    0.590          295.000


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:

           -1272.307  415931           10
           -1272.307  399671           13
           -1272.307  76974            16
           -1272.307  608496           4



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                        5

Loglikelihood

          H0 Value                       -1272.307
          H0 Scaling Correction Factor      1.0263
            for MLR

Information Criteria

          Akaike (AIC)                    2554.614
          Bayesian (BIC)                  2575.687
          Sample-Size Adjusted BIC        2559.817
            (n* = (n + 2) / 24)

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

          Pearson Chi-Square

          Value                              6.013
          Degrees of Freedom                    10
          P-Value                           0.8142

          Likelihood Ratio Chi-Square

          Value                              6.044
          Degrees of Freedom                    10
          P-Value                           0.8116



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

    Latent
   Classes

       1        230.84756          0.46170
       2        269.15244          0.53830


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

    Latent
   Classes

       1        230.84756          0.46170
       2        269.15244          0.53830


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

Class Counts and Proportions

    Latent
   Classes

       1              234          0.46800
       2              266          0.53200


CLASSIFICATION QUALITY

     Entropy                         0.648


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

           1        2

    1   0.889    0.111
    2   0.086    0.914


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

           1        2

    1   0.901    0.099
    2   0.097    0.903


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

              1        2

    1      2.206    0.000
    2     -2.233    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                  0.799      0.200      3.991      0.000
    S                  1.097      0.200      5.478      0.000

 Thresholds
    U1$1               0.776      0.124      6.274      0.000
    U2$1               0.776      0.124      6.274      0.000
    U3$1               0.776      0.124      6.274      0.000
    U4$1               0.776      0.124      6.274      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                 -0.068      0.086     -0.793      0.428

 Thresholds
    U1$1               0.776      0.124      6.274      0.000
    U2$1               0.776      0.124      6.274      0.000
    U3$1               0.776      0.124      6.274      0.000
    U4$1               0.776      0.124      6.274      0.000

Categorical Latent Variables

 Means
    C#1               -0.154      0.199     -0.773      0.439


QUALITY OF NUMERICAL RESULTS

     Condition Number for the Information Matrix              0.247E-01
       (ratio of smallest to largest eigenvalue)


RESULTS IN PROBABILITY SCALE

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

Latent Class 1

 U1
    Category 1         0.494      0.035     14.261      0.000
    Category 2         0.506      0.035     14.596      0.000
 U2
    Category 1         0.246      0.038      6.476      0.000
    Category 2         0.754      0.038     19.849      0.000
 U3
    Category 1         0.098      0.034      2.914      0.004
    Category 2         0.902      0.034     26.746      0.000
 U4
    Category 1         0.035      0.019      1.810      0.070
    Category 2         0.965      0.019     49.747      0.000

Latent Class 2

 U1
    Category 1         0.685      0.027     25.649      0.000
    Category 2         0.315      0.027     11.804      0.000
 U2
    Category 1         0.699      0.024     29.290      0.000
    Category 2         0.301      0.024     12.591      0.000
 U3
    Category 1         0.714      0.033     21.947      0.000
    Category 2         0.286      0.033      8.812      0.000
 U4
    Category 1         0.727      0.045     16.002      0.000
    Category 2         0.273      0.045      6.002      0.000


LATENT CLASS INDICATOR ODDS RATIOS FOR THE LATENT CLASSES

                                                95% C.I.
                    Estimate       S.E.  Lower 2.5% Upper 2.5%

Latent Class 1 Compared to Latent Class 2

 U1
    Category > 1       2.224      0.445      1.502      3.293
 U2
    Category > 1       7.130      1.179      5.156      9.859
 U3
    Category > 1      22.859      6.553     13.033     40.093
 U4
    Category > 1      73.284     33.151     30.196    177.858


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          U2$1          U3$1          U4$1
              ________      ________      ________      ________
                    1             1             1             1


           TAU(U) FOR LATENT CLASS 2
              U1$1          U2$1          U3$1          U4$1
              ________      ________      ________      ________
                    1             1             1             1


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C#1           C#2
              ________      ________
                    5             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
              ________      ________
                    2             3


           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
              ________      ________
                    0             4


     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          U2$1          U3$1          U4$1
              ________      ________      ________      ________
               -0.076        -0.076        -0.076        -0.076


           TAU(U) FOR LATENT CLASS 2
              U1$1          U2$1          U3$1          U4$1
              ________      ________      ________      ________
               -0.076        -0.076        -0.076        -0.076


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART


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


TECHNICAL 8 OUTPUT


  INITIAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.13848500D+04    0.0000000    0.0000000  EM
              2 -0.13649970D+04   19.8530186    0.0143359  EM
              3 -0.13649941D+04    0.0028742    0.0000021  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.15671768D+04    0.0000000    0.0000000  EM
              2 -0.13140242D+04  253.1525910    0.1615342  EM
              3 -0.12863778D+04   27.6463402    0.0210394  EM
              4 -0.12766936D+04    9.6842503    0.0075283  EM
              5 -0.12745859D+04    2.1076903    0.0016509  EM
              6 -0.12740464D+04    0.5394682    0.0004232  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.16308427D+04    0.0000000    0.0000000  EM
              2 -0.13654386D+04  265.4041047    0.1627405  EM
              3 -0.13302878D+04   35.1508009    0.0257432  EM
              4 -0.13146924D+04   15.5954212    0.0117233  EM
              5 -0.13057091D+04    8.9832904    0.0068330  EM
              6 -0.13015765D+04    4.1325824    0.0031650  EM
              7 -0.12989866D+04    2.5898926    0.0019898  EM
              8 -0.12967189D+04    2.2677590    0.0017458  EM
              9 -0.12945681D+04    2.1507937    0.0016586  EM
             10 -0.12925264D+04    2.0417198    0.0015771  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.22312986D+04    0.0000000    0.0000000  EM
              2 -0.12854372D+04  945.8614153    0.4239062  EM
              3 -0.12799910D+04    5.4461499    0.0042368  EM
              4 -0.12787273D+04    1.2637208    0.0009873  EM
              5 -0.12778387D+04    0.8885669    0.0006949  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14412424D+04    0.0000000    0.0000000  EM
              2 -0.12970603D+04  144.1821181    0.1000402  EM
              3 -0.12740776D+04   22.9826817    0.0177191  EM
              4 -0.12725877D+04    1.4899115    0.0011694  EM
              5 -0.12723878D+04    0.1998845    0.0001571  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14184495D+04    0.0000000    0.0000000  EM
              2 -0.12817060D+04  136.7435306    0.0964035  EM
              3 -0.12762815D+04    5.4244949    0.0042322  EM
              4 -0.12753731D+04    0.9083314    0.0007117  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.14253573D+04    0.0000000    0.0000000  EM
              2 -0.13489634D+04   76.3938890    0.0535963  EM
              3 -0.13379725D+04   10.9908360    0.0081476  EM
              4 -0.13301033D+04    7.8692609    0.0058815  EM
              5 -0.13241780D+04    5.9252423    0.0044547  EM
              6 -0.13163578D+04    7.8202080    0.0059057  EM
              7 -0.13051061D+04   11.2517012    0.0085476  EM
              8 -0.12945810D+04   10.5251394    0.0080646  EM
              9 -0.12884560D+04    6.1249760    0.0047312  EM
             10 -0.12861567D+04    2.2992662    0.0017845  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.28296694D+04    0.0000000    0.0000000  EM
              2 -0.13624540D+04 1467.2153525    0.5185112  EM
              3 -0.13587479D+04    3.7060769    0.0027201  EM
              4 -0.13511563D+04    7.5916160    0.0055872  EM
              5 -0.13398679D+04   11.2883926    0.0083546  EM
              6 -0.13298900D+04    9.9779824    0.0074470  EM
              7 -0.13250986D+04    4.7913261    0.0036028  EM
              8 -0.13227252D+04    2.3734278    0.0017911  EM
              9 -0.13182241D+04    4.5010798    0.0034029  EM
             10 -0.13114605D+04    6.7636594    0.0051309  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.13647413D+04    0.0000000    0.0000000  EM
              2 -0.13013943D+04   63.3470287    0.0464169  EM
              3 -0.12895747D+04   11.8196263    0.0090823  EM
              4 -0.12831156D+04    6.4590506    0.0050087  EM
              5 -0.12803739D+04    2.7417076    0.0021368  EM
              6 -0.12790521D+04    1.3217881    0.0010323  EM
              7 -0.12780979D+04    0.9542729    0.0007461  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.29948097D+04    0.0000000    0.0000000  EM
              2 -0.13672307D+04 1627.5790159    0.5434666  EM
              3 -0.13655991D+04    1.6316137    0.0011934  EM
              4 -0.13635009D+04    2.0982048    0.0015365  EM
              5 -0.13595382D+04    3.9626396    0.0029062  EM
              6 -0.13519170D+04    7.6212311    0.0056057  EM
              7 -0.13389461D+04   12.9709109    0.0095945  EM
              8 -0.13209724D+04   17.9737402    0.0134238  EM
              9 -0.13028606D+04   18.1117590    0.0137109  EM
             10 -0.12901401D+04   12.7205134    0.0097635  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.23152939D+04    0.0000000    0.0000000  EM
              2 -0.12764475D+04 1038.8464179    0.4486888  EM
              3 -0.12730560D+04    3.3914758    0.0026570  EM
              4 -0.12727598D+04    0.2961907    0.0002327  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.28506358D+04    0.0000000    0.0000000  EM
              2 -0.12838085D+04 1566.8272991    0.5496413  EM
              3 -0.12819638D+04    1.8447646    0.0014369  EM
              4 -0.12808431D+04    1.1206339    0.0008742  EM
              5 -0.12797932D+04    1.0499680    0.0008197  EM
              6 -0.12788118D+04    0.9813225    0.0007668  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.19867998D+04    0.0000000    0.0000000  EM
              2 -0.12963237D+04  690.4760613    0.3475318  EM
              3 -0.12922059D+04    4.1178254    0.0031765  EM
              4 -0.12902092D+04    1.9966765    0.0015452  EM
              5 -0.12884103D+04    1.7988991    0.0013943  EM
              6 -0.12867405D+04    1.6698156    0.0012960  EM
              7 -0.12851897D+04    1.5507428    0.0012052  EM
              8 -0.12837561D+04    1.4336465    0.0011155  EM
              9 -0.12824385D+04    1.3176200    0.0010264  EM
             10 -0.12812352D+04    1.2032497    0.0009383  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.28316158D+04    0.0000000    0.0000000  EM
              2 -0.12805908D+04 1551.0249762    0.5477526  EM
              3 -0.12744609D+04    6.1298498    0.0047867  EM
              4 -0.12736506D+04    0.8103527    0.0006358  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.29273212D+04    0.0000000    0.0000000  EM
              2 -0.13589305D+04 1568.3907458    0.5357768  EM
              3 -0.13375788D+04   21.3516787    0.0157121  EM
              4 -0.13177956D+04   19.7831588    0.0147903  EM
              5 -0.13047553D+04   13.0403702    0.0098956  EM
              6 -0.12996663D+04    5.0889566    0.0039003  EM
              7 -0.12971210D+04    2.5453088    0.0019584  EM
              8 -0.12949431D+04    2.1778951    0.0016790  EM
              9 -0.12928825D+04    2.0605615    0.0015912  EM
             10 -0.12909350D+04    1.9475759    0.0015064  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.19595343D+04    0.0000000    0.0000000  EM
              2 -0.12985579D+04  660.9764539    0.3373130  EM
              3 -0.12898268D+04    8.7310916    0.0067237  EM
              4 -0.12873816D+04    2.4451368    0.0018957  EM
              5 -0.12857197D+04    1.6619344    0.0012909  EM
              6 -0.12842353D+04    1.4844489    0.0011546  EM
              7 -0.12828757D+04    1.3595658    0.0010587  EM
              8 -0.12816330D+04    1.2427147    0.0009687  EM
              9 -0.12805035D+04    1.1295115    0.0008813  EM
             10 -0.12794833D+04    1.0201346    0.0007967  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.28433182D+04    0.0000000    0.0000000  EM
              2 -0.13003389D+04 1542.9793120    0.5426685  EM
              3 -0.12860009D+04   14.3380013    0.0110264  EM
              4 -0.12784825D+04    7.5183799    0.0058463  EM
              5 -0.12753490D+04    3.1335036    0.0024510  EM
              6 -0.12742640D+04    1.0849695    0.0008507  EM
              7 -0.12738272D+04    0.4368198    0.0003428  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.63426853D+04    0.0000000    0.0000000  EM
              2 -0.13539309D+04 4988.7543726    0.7865366  EM
              3 -0.13431496D+04   10.7813508    0.0079630  EM
              4 -0.13311711D+04   11.9784441    0.0089182  EM
              5 -0.13231098D+04    8.0613905    0.0060559  EM
              6 -0.13175126D+04    5.5971124    0.0042303  EM
              7 -0.13105917D+04    6.9209065    0.0052530  EM
              8 -0.13039978D+04    6.5939195    0.0050313  EM
              9 -0.12996118D+04    4.3860143    0.0033635  EM
             10 -0.12967546D+04    2.8572461    0.0021985  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.19088628D+04    0.0000000    0.0000000  EM
              2 -0.15031674D+04  405.6954844    0.2125325  EM
              3 -0.13436663D+04  159.5010387    0.1061100  EM
              4 -0.13244133D+04   19.2530081    0.0143287  EM
              5 -0.13104215D+04   13.9917750    0.0105645  EM
              6 -0.13025701D+04    7.8514223    0.0059915  EM
              7 -0.12983900D+04    4.1801418    0.0032091  EM
              8 -0.12957010D+04    2.6890192    0.0020710  EM
              9 -0.12934993D+04    2.2016155    0.0016992  EM
             10 -0.12914933D+04    2.0060049    0.0015508  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.26717289D+04    0.0000000    0.0000000  EM
              2 -0.12773325D+04 1394.3964081    0.5219079  EM
              3 -0.12753123D+04    2.0201322    0.0015815  EM
              4 -0.12748263D+04    0.4860130    0.0003811  EM


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20


   E STEP  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE  ALGORITHM
              1 -0.24618375D+04    0.0000000    0.0000000  EM
              2 -0.12887372D+04 1173.1002994    0.4765141  EM
              3 -0.12821342D+04    6.6029770    0.0051236  EM
              4 -0.12804524D+04    1.6818232    0.0013117  EM
              5 -0.12793408D+04    1.1115126    0.0008681  EM
              6 -0.12784201D+04    0.9207890    0.0007197  EM


  FINAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


              5 -0.12723878D+04    0.1998845    0.0001571  EM
              6 -0.12723549D+04    0.0328544    0.0000258  EM
              7 -0.12723445D+04    0.0104594    0.0000082  EM
              8 -0.12723382D+04    0.0063055    0.0000050  EM
              9 -0.12723333D+04    0.0049096    0.0000039  EM
             10 -0.12723292D+04    0.0040748    0.0000032  EM
             11 -0.12723258D+04    0.0034296    0.0000027  EM
             12 -0.12723229D+04    0.0028954    0.0000023  EM
             13 -0.12723204D+04    0.0024461    0.0000019  EM
             14 -0.12723183D+04    0.0020669    0.0000016  EM
             15 -0.12723166D+04    0.0017466    0.0000014  EM
             16 -0.12723151D+04    0.0014760    0.0000012  EM
             17 -0.12723139D+04    0.0012474    0.0000010  EM
             18 -0.12723128D+04    0.0010542    0.0000008  EM
             19 -0.12723119D+04    0.0008909    0.0000007  EM
             20 -0.12723112D+04    0.0007530    0.0000006  EM
             21 -0.12723105D+04    0.0006364    0.0000005  EM
             22 -0.12723100D+04    0.0005379    0.0000004  EM
             23 -0.12723096D+04    0.0004547    0.0000004  EM
             24 -0.12723092D+04    0.0003843    0.0000003  EM
             25 -0.12723088D+04    0.0003249    0.0000003  EM
             26 -0.12723086D+04    0.0002746    0.0000002  EM
             27 -0.12723083D+04    0.0002321    0.0000002  EM
             28 -0.12723081D+04    0.0001962    0.0000002  EM
             29 -0.12723080D+04    0.0001659    0.0000001  EM
             30 -0.12723078D+04    0.0001402    0.0000001  EM
             31 -0.12723077D+04    0.0001185    0.0000001  EM
             32 -0.12723076D+04    0.0001002    0.0000001  EM
             33 -0.12723075D+04    0.0000847    0.0000001  EM
             34 -0.12723075D+04    0.0000716    0.0000001  EM
             35 -0.12723074D+04    0.0000605    0.0000000  EM
             36 -0.12723073D+04    0.0000512    0.0000000  EM
             37 -0.12723073D+04    0.0000433    0.0000000  EM
             38 -0.12723073D+04    0.0000366    0.0000000  EM
             39 -0.12723071D+04    0.0001973    0.0000002  FS
             40 -0.12723071D+04    0.0000028    0.0000000  FS
             41 -0.12723071D+04    0.0000000    0.0000000  FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10


              4 -0.12727598D+04    0.2961907    0.0002327  EM
              5 -0.12726657D+04    0.0941575    0.0000740  EM
              6 -0.12726070D+04    0.0586154    0.0000461  EM
              7 -0.12725607D+04    0.0463304    0.0000364  EM
              8 -0.12725220D+04    0.0387531    0.0000305  EM
              9 -0.12724892D+04    0.0327953    0.0000258  EM
             10 -0.12724614D+04    0.0278119    0.0000219  EM
             11 -0.12724378D+04    0.0235891    0.0000185  EM
             12 -0.12724178D+04    0.0200029    0.0000157  EM
             13 -0.12724008D+04    0.0169571    0.0000133  EM
             14 -0.12723864D+04    0.0143714    0.0000113  EM
             15 -0.12723743D+04    0.0121771    0.0000096  EM
             16 -0.12723639D+04    0.0103157    0.0000081  EM
             17 -0.12723552D+04    0.0087371    0.0000069  EM
             18 -0.12723478D+04    0.0073989    0.0000058  EM
             19 -0.12723415D+04    0.0062647    0.0000049  EM
             20 -0.12723362D+04    0.0053037    0.0000042  EM
             21 -0.12723317D+04    0.0044895    0.0000035  EM
             22 -0.12723279D+04    0.0037999    0.0000030  EM
             23 -0.12723247D+04    0.0032159    0.0000025  EM
             24 -0.12723220D+04    0.0027215    0.0000021  EM
             25 -0.12723197D+04    0.0023028    0.0000018  EM
             26 -0.12723178D+04    0.0019485    0.0000015  EM
             27 -0.12723161D+04    0.0016485    0.0000013  EM
             28 -0.12723147D+04    0.0013946    0.0000011  EM
             29 -0.12723135D+04    0.0011798    0.0000009  EM
             30 -0.12723125D+04    0.0009980    0.0000008  EM
             31 -0.12723117D+04    0.0008442    0.0000007  EM
             32 -0.12723110D+04    0.0007141    0.0000006  EM
             33 -0.12723104D+04    0.0006040    0.0000005  EM
             34 -0.12723099D+04    0.0005109    0.0000004  EM
             35 -0.12723094D+04    0.0004321    0.0000003  EM
             36 -0.12723091D+04    0.0003654    0.0000003  EM
             37 -0.12723071D+04    0.0019724    0.0000016  FS
             38 -0.12723071D+04    0.0000293    0.0000000  FS
             39 -0.12723071D+04    0.0000004    0.0000000  FS
             40 -0.12723071D+04    0.0000000    0.0000000  FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13


              4 -0.12736506D+04    0.8103527    0.0006358  EM
              5 -0.12733784D+04    0.2722032    0.0002137  EM
              6 -0.12732071D+04    0.1712547    0.0001345  EM
              7 -0.12730707D+04    0.1363848    0.0001071  EM
              8 -0.12729560D+04    0.1147639    0.0000901  EM
              9 -0.12728584D+04    0.0976052    0.0000767  EM
             10 -0.12727752D+04    0.0831300    0.0000653  EM
             11 -0.12727045D+04    0.0707740    0.0000556  EM
             12 -0.12726443D+04    0.0602137    0.0000473  EM
             13 -0.12725931D+04    0.0511950    0.0000402  EM
             14 -0.12725496D+04    0.0435010    0.0000342  EM
             15 -0.12725126D+04    0.0369437    0.0000290  EM
             16 -0.12724813D+04    0.0313601    0.0000246  EM
             17 -0.12724546D+04    0.0266093    0.0000209  EM
             18 -0.12724321D+04    0.0225700    0.0000177  EM
             19 -0.12724129D+04    0.0191376    0.0000150  EM
             20 -0.12723967D+04    0.0162225    0.0000127  EM
             21 -0.12723830D+04    0.0137479    0.0000108  EM
             22 -0.12723713D+04    0.0116481    0.0000092  EM
             23 -0.12723615D+04    0.0098670    0.0000078  EM
             24 -0.12723531D+04    0.0083567    0.0000066  EM
             25 -0.12723460D+04    0.0070765    0.0000056  EM
             26 -0.12723400D+04    0.0059915    0.0000047  EM
             27 -0.12723350D+04    0.0050722    0.0000040  EM
             28 -0.12723307D+04    0.0042934    0.0000034  EM
             29 -0.12723270D+04    0.0036338    0.0000029  EM
             30 -0.12723240D+04    0.0030753    0.0000024  EM
             31 -0.12723214D+04    0.0026024    0.0000020  EM
             32 -0.12723192D+04    0.0022020    0.0000017  EM
             33 -0.12723173D+04    0.0018631    0.0000015  EM
             34 -0.12723157D+04    0.0015763    0.0000012  EM
             35 -0.12723144D+04    0.0013335    0.0000010  EM
             36 -0.12723133D+04    0.0011281    0.0000009  EM
             37 -0.12723072D+04    0.0060916    0.0000048  FS
             38 -0.12723071D+04    0.0000938    0.0000001  FS
             39 -0.12723071D+04    0.0000014    0.0000000  FS
             40 -0.12723071D+04    0.0000000    0.0000000  FS


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16


              7 -0.12738272D+04    0.4368198    0.0003428  EM
              8 -0.12735665D+04    0.2607215    0.0002047  EM
              9 -0.12733669D+04    0.1995858    0.0001567  EM
             10 -0.12732018D+04    0.1650575    0.0001296  EM
             11 -0.12730629D+04    0.1389362    0.0001091  EM
             12 -0.12729455D+04    0.1173560    0.0000922  EM
             13 -0.12728464D+04    0.0991735    0.0000779  EM
             14 -0.12727626D+04    0.0837979    0.0000658  EM
             15 -0.12726918D+04    0.0707926    0.0000556  EM
             16 -0.12726320D+04    0.0597960    0.0000470  EM
             17 -0.12725815D+04    0.0505016    0.0000397  EM
             18 -0.12725388D+04    0.0426486    0.0000335  EM
             19 -0.12725028D+04    0.0360151    0.0000283  EM
             20 -0.12724724D+04    0.0304127    0.0000239  EM
             21 -0.12724467D+04    0.0256819    0.0000202  EM
             22 -0.12724250D+04    0.0216873    0.0000170  EM
             23 -0.12724067D+04    0.0183146    0.0000144  EM
             24 -0.12723912D+04    0.0154670    0.0000122  EM
             25 -0.12723782D+04    0.0130627    0.0000103  EM
             26 -0.12723671D+04    0.0110327    0.0000087  EM
             27 -0.12723578D+04    0.0093186    0.0000073  EM
             28 -0.12723500D+04    0.0078712    0.0000062  EM
             29 -0.12723433D+04    0.0066490    0.0000052  EM
             30 -0.12723377D+04    0.0056169    0.0000044  EM
             31 -0.12723329D+04    0.0047452    0.0000037  EM
             32 -0.12723289D+04    0.0040090    0.0000032  EM
             33 -0.12723255D+04    0.0033872    0.0000027  EM
             34 -0.12723227D+04    0.0028620    0.0000022  EM
             35 -0.12723203D+04    0.0024183    0.0000019  EM
             36 -0.12723182D+04    0.0020435    0.0000016  EM
             37 -0.12723165D+04    0.0017268    0.0000014  EM
             38 -0.12723072D+04    0.0092892    0.0000073  FS
             39 -0.12723071D+04    0.0001366    0.0000001  FS
             40 -0.12723071D+04    0.0000019    0.0000000  FS
             41 -0.12723071D+04    0.0000000    0.0000000  FS


     Beginning Time:  23:17:41
        Ending Time:  23:17:42
       Elapsed Time:  00:00:01



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

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

Copyright (c) 1998-2022 Muthen & Muthen

Back to examples