Mplus VERSION 6
MUTHEN & MUTHEN
04/25/2010 10:58 PM
INPUT INSTRUCTIONS
TITLE:
penn7
2-class varying slopes on mothed and homeres
varying Psi varying Theta
c on mothed homeres
DATA: FILE IS lsay.dat;
FORMAT is 3f8 f8.4 8f8.2 3f8 2f8.2;
VARIABLE: NAMES ARE cohort id school weight math7 math8 math9 math10
att7 att8 att9 att10 gender mothed homeres;
USEOBS = (gender EQ 1 AND cohort EQ 2);
MISSING = ALL (999);
USEVAR = math7-math10 mothed homeres;
classes = c(2);
ANALYSIS: TYPE = mixture;
MODEL:
%overall%
intercpt BY math7-math10 @1;
slope BY math8@1 math9@2.5 math10@3.5;
[math7-math10@0];
math7-math9*7 math10*13;
intercpt*64.5 slope*1.3;
slope with intercpt*3.1;
intercpt ON mothed homeres;
slope ON mothed homeres;
c#1 ON mothed homeres;
%c#1%
[intercpt*42.8 slope*.6];
intercpt ON mothed homeres;
slope ON mothed homeres;
math7-math9*7 math10*13;
intercpt*64.5 slope*1.3;
slope with intercpt*3.1;
%c#2%
[intercpt*62.8 slope*3.6];
intercpt ON mothed homeres;
slope ON mothed@0;
slope ON homeres@0;
slope@0;
intercpt with slope@0;
OUTPUT: TECH1 tech8;
*** WARNING
Data set contains cases with missing on all variables.
These cases were not included in the analysis.
Number of cases with missing on all variables: 1
*** WARNING
Data set contains cases with missing on x-variables.
These cases were not included in the analysis.
Number of cases with missing on x-variables: 134
*** WARNING
Data set contains cases with missing on all variables except
x-variables. These cases were not included in the analysis.
Number of cases with missing on all variables except x-variables: 5
3 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS
penn7
2-class varying slopes on mothed and homeres
varying Psi varying Theta
c on mothed homeres
SUMMARY OF ANALYSIS
Number of groups 1
Number of observations 1350
Number of dependent variables 4
Number of independent variables 2
Number of continuous latent variables 2
Number of categorical latent variables 1
Observed dependent variables
Continuous
MATH7 MATH8 MATH9 MATH10
Observed independent variables
MOTHED HOMERES
Continuous latent variables
INTERCPT SLOPE
Categorical latent variables
C
Estimator MLR
Information matrix OBSERVED
Optimization Specifications for the Quasi-Newton Algorithm for
Continuous Outcomes
Maximum number of iterations 100
Convergence criterion 0.100D-05
Optimization Specifications for the EM Algorithm
Maximum number of iterations 500
Convergence criteria
Loglikelihood change 0.100D-06
Relative loglikelihood change 0.100D-06
Derivative 0.100D-05
Optimization Specifications for the M step of the EM Algorithm for
Categorical Latent variables
Number of M step iterations 1
M step convergence criterion 0.100D-05
Basis for M step termination ITERATION
Optimization Specifications for the M step of the EM Algorithm for
Censored, Binary or Ordered Categorical (Ordinal), Unordered
Categorical (Nominal) and Count Outcomes
Number of M step iterations 1
M step convergence criterion 0.100D-05
Basis for M step termination ITERATION
Maximum value for logit thresholds 15
Minimum value for logit thresholds -15
Minimum expected cell size for chi-square 0.100D-01
Maximum number of iterations for H1 2000
Convergence criterion for H1 0.100D-03
Optimization algorithm EMA
Random Starts Specifications
Number of initial stage random starts 10
Number of final stage optimizations 2
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
Input data file(s)
lsay.dat
Input data format
(3F8 F8.4 8F8.2 3F8 2F8.2)
SUMMARY OF DATA
Number of missing data patterns 10
Number of y missing data patterns 10
Number of u missing data patterns 0
COVARIANCE COVERAGE OF DATA
Minimum covariance coverage value 0.100
PROPORTION OF DATA PRESENT FOR Y
Covariance Coverage
MATH7 MATH8 MATH9 MATH10 MOTHED
________ ________ ________ ________ ________
MATH7 0.993
MATH8 0.906 0.913
MATH9 0.818 0.787 0.824
MATH10 0.766 0.736 0.728 0.772
MOTHED 0.993 0.913 0.824 0.772 1.000
HOMERES 0.993 0.913 0.824 0.772 1.000
Covariance Coverage
HOMERES
________
HOMERES 1.000
RANDOM STARTS RESULTS RANKED FROM THE BEST TO THE WORST LOGLIKELIHOOD VALUES
1 perturbed starting value run(s) did not converge in the initial stage
optimizations.
Final stage loglikelihood values at local maxima, seeds, and initial stage start numbers:
-15212.606 903420 5
-15212.606 unperturbed 0
THE MODEL ESTIMATION TERMINATED NORMALLY
TESTS OF MODEL FIT
Loglikelihood
H0 Value -15212.606
H0 Scaling Correction Factor 1.176
for MLR
Information Criteria
Number of Free Parameters 25
Akaike (AIC) 30475.211
Bayesian (BIC) 30605.408
Sample-Size Adjusted BIC 30525.993
(n* = (n + 2) / 24)
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THE ESTIMATED MODEL
Latent
Classes
1 634.09206 0.46970
2 715.90794 0.53030
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASS PATTERNS
BASED ON ESTIMATED POSTERIOR PROBABILITIES
Latent
Classes
1 634.09208 0.46970
2 715.90792 0.53030
CLASSIFICATION QUALITY
Entropy 0.503
CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP
Class Counts and Proportions
Latent
Classes
1 584 0.43259
2 766 0.56741
Average Latent Class Probabilities for Most Likely Latent Class Membership (Row)
by Latent Class (Column)
1 2
1 0.868 0.132
2 0.166 0.834
MODEL RESULTS
Two-Tailed
Estimate S.E. Est./S.E. P-Value
Latent Class 1
INTERCPT BY
MATH7 1.000 0.000 999.000 999.000
MATH8 1.000 0.000 999.000 999.000
MATH9 1.000 0.000 999.000 999.000
MATH10 1.000 0.000 999.000 999.000
SLOPE BY
MATH8 1.000 0.000 999.000 999.000
MATH9 2.500 0.000 999.000 999.000
MATH10 3.500 0.000 999.000 999.000
INTERCPT ON
MOTHED 1.419 0.586 2.421 0.015
HOMERES 0.905 0.237 3.816 0.000
SLOPE ON
MOTHED 0.029 0.187 0.154 0.878
HOMERES 0.132 0.077 1.711 0.087
SLOPE WITH
INTERCPT 0.116 1.725 0.067 0.946
Intercepts
MATH7 0.000 0.000 999.000 999.000
MATH8 0.000 0.000 999.000 999.000
MATH9 0.000 0.000 999.000 999.000
MATH10 0.000 0.000 999.000 999.000
INTERCPT 41.424 1.080 38.370 0.000
SLOPE 1.270 0.356 3.569 0.000
Residual Variances
MATH7 15.080 2.415 6.245 0.000
MATH8 15.267 1.976 7.725 0.000
MATH9 26.280 3.067 8.569 0.000
MATH10 53.786 8.204 6.556 0.000
INTERCPT 46.784 5.476 8.544 0.000
SLOPE 1.672 0.593 2.820 0.005
Latent Class 2
INTERCPT BY
MATH7 1.000 0.000 999.000 999.000
MATH8 1.000 0.000 999.000 999.000
MATH9 1.000 0.000 999.000 999.000
MATH10 1.000 0.000 999.000 999.000
SLOPE BY
MATH8 1.000 0.000 999.000 999.000
MATH9 2.500 0.000 999.000 999.000
MATH10 3.500 0.000 999.000 999.000
INTERCPT ON
MOTHED 1.980 0.338 5.851 0.000
HOMERES 1.449 0.265 5.475 0.000
SLOPE ON
MOTHED 0.000 0.000 999.000 999.000
HOMERES 0.000 0.000 999.000 999.000
SLOPE WITH
INTERCPT 0.000 0.000 999.000 999.000
Intercepts
MATH7 0.000 0.000 999.000 999.000
MATH8 0.000 0.000 999.000 999.000
MATH9 0.000 0.000 999.000 999.000
MATH10 0.000 0.000 999.000 999.000
INTERCPT 47.067 1.396 33.725 0.000
SLOPE 3.182 0.070 45.161 0.000
Residual Variances
MATH7 13.115 1.186 11.058 0.000
MATH8 11.547 1.016 11.369 0.000
MATH9 8.030 1.406 5.712 0.000
MATH10 9.174 1.740 5.273 0.000
INTERCPT 33.574 3.940 8.521 0.000
SLOPE 0.000 0.000 999.000 999.000
Categorical Latent Variables
C#1 ON
MOTHED -0.270 0.122 -2.220 0.026
HOMERES -0.179 0.065 -2.754 0.006
Intercepts
C#1 1.033 0.334 3.096 0.002
LOGISTIC REGRESSION ODDS RATIO RESULTS
Categorical Latent Variables
C#1 ON
MOTHED 0.763
HOMERES 0.836
ALTERNATIVE PARAMETERIZATIONS FOR THE CATEGORICAL LATENT VARIABLE REGRESSION
Parameterization using Reference Class 1
C#2 ON
MOTHED 0.270 0.122 2.220 0.026
HOMERES 0.179 0.065 2.754 0.006
Intercepts
C#2 -1.033 0.334 -3.096 0.002
QUALITY OF NUMERICAL RESULTS
Condition Number for the Information Matrix 0.822E-04
(ratio of smallest to largest eigenvalue)
TECHNICAL 1 OUTPUT
PARAMETER SPECIFICATION FOR LATENT CLASS 1
NU
MATH7 MATH8 MATH9 MATH10 MOTHED
________ ________ ________ ________ ________
1 0 0 0 0 0
NU
HOMERES
________
1 0
LAMBDA
INTERCPT SLOPE MOTHED HOMERES
________ ________ ________ ________
MATH7 0 0 0 0
MATH8 0 0 0 0
MATH9 0 0 0 0
MATH10 0 0 0 0
MOTHED 0 0 0 0
HOMERES 0 0 0 0
THETA
MATH7 MATH8 MATH9 MATH10 MOTHED
________ ________ ________ ________ ________
MATH7 1
MATH8 0 2
MATH9 0 0 3
MATH10 0 0 0 4
MOTHED 0 0 0 0 0
HOMERES 0 0 0 0 0
THETA
HOMERES
________
HOMERES 0
ALPHA
INTERCPT SLOPE MOTHED HOMERES
________ ________ ________ ________
1 5 6 0 0
BETA
INTERCPT SLOPE MOTHED HOMERES
________ ________ ________ ________
INTERCPT 0 0 7 8
SLOPE 0 0 9 10
MOTHED 0 0 0 0
HOMERES 0 0 0 0
PSI
INTERCPT SLOPE MOTHED HOMERES
________ ________ ________ ________
INTERCPT 11
SLOPE 12 13
MOTHED 0 0 0
HOMERES 0 0 0 0
PARAMETER SPECIFICATION FOR LATENT CLASS 2
NU
MATH7 MATH8 MATH9 MATH10 MOTHED
________ ________ ________ ________ ________
1 0 0 0 0 0
NU
HOMERES
________
1 0
LAMBDA
INTERCPT SLOPE MOTHED HOMERES
________ ________ ________ ________
MATH7 0 0 0 0
MATH8 0 0 0 0
MATH9 0 0 0 0
MATH10 0 0 0 0
MOTHED 0 0 0 0
HOMERES 0 0 0 0
THETA
MATH7 MATH8 MATH9 MATH10 MOTHED
________ ________ ________ ________ ________
MATH7 14
MATH8 0 15
MATH9 0 0 16
MATH10 0 0 0 17
MOTHED 0 0 0 0 0
HOMERES 0 0 0 0 0
THETA
HOMERES
________
HOMERES 0
ALPHA
INTERCPT SLOPE MOTHED HOMERES
________ ________ ________ ________
1 18 19 0 0
BETA
INTERCPT SLOPE MOTHED HOMERES
________ ________ ________ ________
INTERCPT 0 0 20 21
SLOPE 0 0 0 0
MOTHED 0 0 0 0
HOMERES 0 0 0 0
PSI
INTERCPT SLOPE MOTHED HOMERES
________ ________ ________ ________
INTERCPT 22
SLOPE 0 0
MOTHED 0 0 0
HOMERES 0 0 0 0
PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART
ALPHA(C)
C#1 C#2
________ ________
1 23 0
GAMMA(C)
MOTHED HOMERES
________ ________
C#1 24 25
C#2 0 0
STARTING VALUES FOR LATENT CLASS 1
NU
MATH7 MATH8 MATH9 MATH10 MOTHED
________ ________ ________ ________ ________
1 0.000 0.000 0.000 0.000 0.000
NU
HOMERES
________
1 0.000
LAMBDA
INTERCPT SLOPE MOTHED HOMERES
________ ________ ________ ________
MATH7 1.000 0.000 0.000 0.000
MATH8 1.000 1.000 0.000 0.000
MATH9 1.000 2.500 0.000 0.000
MATH10 1.000 3.500 0.000 0.000
MOTHED 0.000 0.000 1.000 0.000
HOMERES 0.000 0.000 0.000 1.000
THETA
MATH7 MATH8 MATH9 MATH10 MOTHED
________ ________ ________ ________ ________
MATH7 7.000
MATH8 0.000 7.000
MATH9 0.000 0.000 7.000
MATH10 0.000 0.000 0.000 13.000
MOTHED 0.000 0.000 0.000 0.000 0.000
HOMERES 0.000 0.000 0.000 0.000 0.000
THETA
HOMERES
________
HOMERES 0.000
ALPHA
INTERCPT SLOPE MOTHED HOMERES
________ ________ ________ ________
1 42.800 0.600 0.000 0.000
BETA
INTERCPT SLOPE MOTHED HOMERES
________ ________ ________ ________
INTERCPT 0.000 0.000 0.000 0.000
SLOPE 0.000 0.000 0.000 0.000
MOTHED 0.000 0.000 0.000 0.000
HOMERES 0.000 0.000 0.000 0.000
PSI
INTERCPT SLOPE MOTHED HOMERES
________ ________ ________ ________
INTERCPT 64.500
SLOPE 3.100 1.300
MOTHED 0.000 0.000 0.509
HOMERES 0.000 0.000 0.000 1.154
STARTING VALUES FOR LATENT CLASS 2
NU
MATH7 MATH8 MATH9 MATH10 MOTHED
________ ________ ________ ________ ________
1 0.000 0.000 0.000 0.000 0.000
NU
HOMERES
________
1 0.000
LAMBDA
INTERCPT SLOPE MOTHED HOMERES
________ ________ ________ ________
MATH7 1.000 0.000 0.000 0.000
MATH8 1.000 1.000 0.000 0.000
MATH9 1.000 2.500 0.000 0.000
MATH10 1.000 3.500 0.000 0.000
MOTHED 0.000 0.000 1.000 0.000
HOMERES 0.000 0.000 0.000 1.000
THETA
MATH7 MATH8 MATH9 MATH10 MOTHED
________ ________ ________ ________ ________
MATH7 7.000
MATH8 0.000 7.000
MATH9 0.000 0.000 7.000
MATH10 0.000 0.000 0.000 13.000
MOTHED 0.000 0.000 0.000 0.000 0.000
HOMERES 0.000 0.000 0.000 0.000 0.000
THETA
HOMERES
________
HOMERES 0.000
ALPHA
INTERCPT SLOPE MOTHED HOMERES
________ ________ ________ ________
1 62.800 3.600 0.000 0.000
BETA
INTERCPT SLOPE MOTHED HOMERES
________ ________ ________ ________
INTERCPT 0.000 0.000 0.000 0.000
SLOPE 0.000 0.000 0.000 0.000
MOTHED 0.000 0.000 0.000 0.000
HOMERES 0.000 0.000 0.000 0.000
PSI
INTERCPT SLOPE MOTHED HOMERES
________ ________ ________ ________
INTERCPT 64.500
SLOPE 0.000 0.000
MOTHED 0.000 0.000 0.509
HOMERES 0.000 0.000 0.000 1.154
STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART
ALPHA(C)
C#1 C#2
________ ________
1 0.000 0.000
GAMMA(C)
MOTHED HOMERES
________ ________
C#1 0.000 0.000
C#2 0.000 0.000
TECHNICAL 8 OUTPUT
INITIAL STAGE ITERATIONS
TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.16350176D+05 0.0000000 0.0000000 655.499 694.501 EM
2 -0.15265202D+05 1084.9742049 0.0663586 636.916 713.084 EM
3 -0.15225558D+05 39.6438757 0.0025970 625.240 724.760 EM
4 -0.15217220D+05 8.3379459 0.0005476 618.986 731.014 EM
5 -0.15214717D+05 2.5034622 0.0001645 615.948 734.052 EM
6 -0.15213728D+05 0.9888293 0.0000650 614.661 735.339 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.24043384D+05 0.0000000 0.0000000 89.263 1260.737 EM
2 -0.15760095D+05 8283.2890395 0.3445143 201.605 1148.395 EM
3 -0.15423020D+05 337.0747830 0.0213879 201.059 1148.941 EM
4 -0.15417679D+05 5.3410067 0.0003463 202.013 1147.987 EM
5 -0.15415131D+05 2.5476491 0.0001652 203.988 1146.012 EM
6 -0.15413134D+05 1.9971763 0.0001296 207.137 1142.863 EM
7 -0.15411069D+05 2.0653987 0.0001340 211.519 1138.481 EM
8 -0.15408628D+05 2.4403130 0.0001583 216.923 1133.077 EM
9 -0.15406017D+05 2.6110171 0.0001695 222.991 1127.009 EM
10 -0.15403383D+05 2.6344652 0.0001710 229.452 1120.548 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.17329500D+05 0.0000000 0.0000000 2.366 1347.634 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.43116878D+05 0.0000000 0.0000000 509.665 840.335 EM
2 -0.15407654D+05 ************ 0.6426538 475.040 874.960 EM
3 -0.15371862D+05 35.7928614 0.0023231 466.863 883.137 EM
4 -0.15349536D+05 22.3256463 0.0014524 461.940 888.060 EM
5 -0.15323926D+05 25.6098710 0.0016684 458.886 891.114 EM
6 -0.15298773D+05 25.1532431 0.0016414 458.833 891.167 EM
7 -0.15275154D+05 23.6185428 0.0015438 463.039 886.961 EM
8 -0.15254866D+05 20.2882754 0.0013282 470.677 879.323 EM
9 -0.15241244D+05 13.6222640 0.0008930 480.413 869.587 EM
10 -0.15232309D+05 8.9351574 0.0005862 490.997 859.003 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.20194486D+05 0.0000000 0.0000000 350.945 999.055 EM
2 -0.15502818D+05 4691.6676173 0.2323242 333.572 1016.428 EM
3 -0.15446480D+05 56.3379415 0.0036340 333.740 1016.260 EM
4 -0.15421709D+05 24.7708033 0.0016037 344.542 1005.458 EM
5 -0.15402606D+05 19.1031543 0.0012387 364.138 985.862 EM
6 -0.15387577D+05 15.0293317 0.0009758 389.675 960.325 EM
7 -0.15374456D+05 13.1205886 0.0008527 419.608 930.392 EM
8 -0.15361596D+05 12.8608503 0.0008365 453.102 896.898 EM
9 -0.15348235D+05 13.3608758 0.0008698 489.304 860.696 EM
10 -0.15333969D+05 14.2651909 0.0009294 527.117 822.883 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.30810758D+05 0.0000000 0.0000000 468.019 881.981 EM
2 -0.15341132D+05 ************ 0.5020852 467.195 882.805 EM
3 -0.15301732D+05 39.4001564 0.0025683 461.994 888.006 EM
4 -0.15280136D+05 21.5956156 0.0014113 458.565 891.435 EM
5 -0.15267019D+05 13.1178407 0.0008585 456.370 893.630 EM
6 -0.15258935D+05 8.0832849 0.0005295 455.450 894.550 EM
7 -0.15252081D+05 6.8544431 0.0004492 456.771 893.229 EM
8 -0.15242072D+05 10.0090791 0.0006562 461.010 888.990 EM
9 -0.15232350D+05 9.7215081 0.0006378 467.041 882.959 EM
10 -0.15226420D+05 5.9305425 0.0003893 473.966 876.034 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.24455646D+05 0.0000000 0.0000000 280.957 1069.043 EM
2 -0.15444447D+05 9011.1985293 0.3684711 260.680 1089.320 EM
3 -0.15417160D+05 27.2874427 0.0017668 262.818 1087.182 EM
4 -0.15409059D+05 8.1009450 0.0005254 267.774 1082.226 EM
5 -0.15404349D+05 4.7098284 0.0003057 274.721 1075.279 EM
6 -0.15400764D+05 3.5851432 0.0002327 282.928 1067.072 EM
7 -0.15397303D+05 3.4606521 0.0002247 292.000 1058.000 EM
8 -0.15393407D+05 3.8965071 0.0002531 301.788 1048.212 EM
9 -0.15389095D+05 4.3114736 0.0002801 312.278 1037.722 EM
10 -0.15384341D+05 4.7540750 0.0003089 323.230 1026.770 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.27464218D+05 0.0000000 0.0000000 172.483 1177.517 EM
2 -0.15365030D+05 ************ 0.4405437 166.235 1183.765 EM
3 -0.15306875D+05 58.1558546 0.0037849 185.956 1164.044 EM
4 -0.15294442D+05 12.4327282 0.0008122 201.663 1148.337 EM
5 -0.15289255D+05 5.1870414 0.0003391 215.445 1134.555 EM
6 -0.15283307D+05 5.9476386 0.0003890 229.996 1120.004 EM
7 -0.15272195D+05 11.1120814 0.0007271 247.189 1102.811 EM
8 -0.15263249D+05 8.9459916 0.0005858 264.565 1085.435 EM
9 -0.15258466D+05 4.7835058 0.0003134 280.092 1069.908 EM
10 -0.15254741D+05 3.7248745 0.0002441 294.213 1055.787 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.24820528D+05 0.0000000 0.0000000 423.079 926.921 EM
2 -0.15410762D+05 9409.7660271 0.3791122 380.264 969.736 EM
3 -0.15355268D+05 55.4936803 0.0036010 374.937 975.063 EM
4 -0.15331084D+05 24.1838025 0.0015750 376.331 973.669 EM
5 -0.15307957D+05 23.1274139 0.0015085 382.238 967.762 EM
6 -0.15288379D+05 19.5783824 0.0012790 389.968 960.032 EM
7 -0.15275150D+05 13.2282438 0.0008652 397.957 952.043 EM
8 -0.15266191D+05 8.9591863 0.0005865 406.106 943.894 EM
9 -0.15259287D+05 6.9043924 0.0004523 414.691 935.309 EM
10 -0.15252801D+05 6.4859246 0.0004250 424.128 925.872 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.24061299D+05 0.0000000 0.0000000 4.716 1345.284 EM
2 -0.15440792D+05 8620.5069509 0.3582727 5.706 1344.294 EM
3 -0.15433135D+05 7.6566593 0.0004959 8.408 1341.592 EM
4 -0.15429556D+05 3.5789370 0.0002319 10.673 1339.327 EM
5 -0.15428877D+05 0.6790010 0.0000440 11.752 1338.248 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.28090663D+05 0.0000000 0.0000000 74.580 1275.420 EM
2 -0.15439828D+05 ************ 0.4503573 68.053 1281.947 EM
3 -0.15426132D+05 13.6962738 0.0008871 68.995 1281.005 EM
4 -0.15421508D+05 4.6236171 0.0002997 71.648 1278.352 EM
5 -0.15418486D+05 3.0214370 0.0001959 75.302 1274.698 EM
6 -0.15415942D+05 2.5441806 0.0001650 79.496 1270.504 EM
7 -0.15413431D+05 2.5115509 0.0001629 84.193 1265.807 EM
8 -0.15410646D+05 2.7851973 0.0001807 89.601 1260.399 EM
9 -0.15407004D+05 3.6411562 0.0002363 96.278 1253.722 EM
10 -0.15401160D+05 5.8439898 0.0003793 105.276 1244.724 EM
FINAL STAGE ITERATIONS
TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET
6 -0.15213728D+05 0.9888293 0.0000650 614.661 735.339 EM
7 -0.15213279D+05 0.4488549 0.0000295 614.299 735.701 EM
8 -0.15213052D+05 0.2273271 0.0000149 614.433 735.567 EM
9 -0.15212924D+05 0.1279825 0.0000084 614.842 735.158 EM
10 -0.15212845D+05 0.0790159 0.0000052 615.410 734.590 EM
11 -0.15212792D+05 0.0524777 0.0000034 616.070 733.930 EM
12 -0.15212756D+05 0.0368531 0.0000024 616.783 733.217 EM
13 -0.15212729D+05 0.0270208 0.0000018 617.522 732.478 EM
14 -0.15212708D+05 0.0205047 0.0000013 618.272 731.728 EM
15 -0.15212692D+05 0.0159970 0.0000011 619.019 730.981 EM
16 -0.15212679D+05 0.0127745 0.0000008 619.756 730.244 EM
17 -0.15212669D+05 0.0103964 0.0000007 620.476 729.524 EM
18 -0.15212660D+05 0.0085979 0.0000006 621.176 728.824 EM
19 -0.15212653D+05 0.0072022 0.0000005 621.852 728.148 EM
20 -0.15212647D+05 0.0060968 0.0000004 622.504 727.496 EM
21 -0.15212642D+05 0.0052054 0.0000003 623.129 726.871 EM
22 -0.15212637D+05 0.0044752 0.0000003 623.727 726.273 EM
23 -0.15212633D+05 0.0038689 0.0000003 624.298 725.702 EM
24 -0.15212630D+05 0.0033598 0.0000002 624.842 725.158 EM
25 -0.15212627D+05 0.0029283 0.0000002 625.359 724.641 EM
26 -0.15212625D+05 0.0025597 0.0000002 625.851 724.149 EM
27 -0.15212622D+05 0.0022428 0.0000001 626.318 723.682 EM
28 -0.15212620D+05 0.0019688 0.0000001 626.761 723.239 EM
29 -0.15212619D+05 0.0017310 0.0000001 627.180 722.820 EM
30 -0.15212617D+05 0.0015238 0.0000001 627.577 722.423 EM
31 -0.15212616D+05 0.0013428 0.0000001 627.952 722.048 EM
32 -0.15212615D+05 0.0011842 0.0000001 628.307 721.693 EM
33 -0.15212614D+05 0.0010450 0.0000001 628.642 721.358 EM
34 -0.15212613D+05 0.0009227 0.0000001 628.958 721.042 EM
35 -0.15212612D+05 0.0008151 0.0000001 629.257 720.743 EM
36 -0.15212611D+05 0.0007202 0.0000000 629.539 720.461 EM
37 -0.15212610D+05 0.0006366 0.0000000 629.805 720.195 EM
38 -0.15212610D+05 0.0005628 0.0000000 630.056 719.944 EM
39 -0.15212607D+05 0.0025555 0.0000002 632.077 717.923 FS
40 -0.15212606D+05 0.0008641 0.0000001 632.528 717.472 FS
41 -0.15212606D+05 0.0004243 0.0000000 633.074 716.926 FS
42 -0.15212606D+05 0.0002207 0.0000000 633.306 716.694 FS
43 -0.15212606D+05 0.0001168 0.0000000 633.554 716.446 FS
44 -0.15212606D+05 0.0000622 0.0000000 633.680 716.320 FS
45 -0.15212606D+05 0.0000332 0.0000000 633.807 716.193 FS
46 -0.15212606D+05 0.0000178 0.0000000 633.873 716.127 FS
47 -0.15212606D+05 0.0000095 0.0000000 633.942 716.058 FS
48 -0.15212606D+05 0.0000051 0.0000000 633.975 716.025 FS
49 -0.15212606D+05 0.0000028 0.0000000 634.013 715.987 FS
50 -0.15212606D+05 0.0000015 0.0000000 634.030 715.970 FS
51 -0.15212606D+05 0.0000008 0.0000000 634.051 715.949 FS
52 -0.15212606D+05 0.0000004 0.0000000 634.059 715.941 FS
53 -0.15212606D+05 0.0000002 0.0000000 634.071 715.929 FS
54 -0.15212606D+05 0.0000001 0.0000000 634.075 715.925 FS
55 -0.15212606D+05 0.0000001 0.0000000 634.082 715.918 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5
10 -0.15226420D+05 5.9305425 0.0003893 473.966 876.034 EM
11 -0.15222636D+05 3.7834908 0.0002485 481.263 868.737 EM
12 -0.15220145D+05 2.4915892 0.0001637 488.553 861.447 EM
13 -0.15218509D+05 1.6357741 0.0001075 495.604 854.396 EM
14 -0.15217417D+05 1.0917082 0.0000717 502.299 847.701 EM
15 -0.15216664D+05 0.7536071 0.0000495 508.599 841.401 EM
16 -0.15216122D+05 0.5413601 0.0000356 514.505 835.495 EM
17 -0.15215717D+05 0.4050476 0.0000266 520.036 829.964 EM
18 -0.15215402D+05 0.3153137 0.0000207 525.227 824.773 EM
19 -0.15215147D+05 0.2547407 0.0000167 530.112 819.888 EM
20 -0.15214934D+05 0.2129791 0.0000140 534.726 815.274 EM
21 -0.15214751D+05 0.1836452 0.0000121 539.104 810.896 EM
22 -0.15214588D+05 0.1627089 0.0000107 543.276 806.724 EM
23 -0.15214440D+05 0.1475459 0.0000097 547.272 802.728 EM
24 -0.15214304D+05 0.1363717 0.0000090 551.114 798.886 EM
25 -0.15214176D+05 0.1279121 0.0000084 554.824 795.176 EM
26 -0.15214055D+05 0.1212140 0.0000080 558.418 791.582 EM
27 -0.15213939D+05 0.1155483 0.0000076 561.906 788.094 EM
28 -0.15213829D+05 0.1103522 0.0000073 565.296 784.704 EM
29 -0.15213724D+05 0.1052253 0.0000069 568.592 781.408 EM
30 -0.15213624D+05 0.0999134 0.0000066 571.795 778.205 EM
31 -0.15213529D+05 0.0942822 0.0000062 574.901 775.099 EM
32 -0.15213441D+05 0.0883557 0.0000058 577.909 772.091 EM
33 -0.15213359D+05 0.0822043 0.0000054 580.815 769.185 EM
34 -0.15213283D+05 0.0759499 0.0000050 583.614 766.386 EM
35 -0.15212903D+05 0.3803216 0.0000250 607.511 742.489 FS
36 -0.15212759D+05 0.1435249 0.0000094 613.563 736.437 FS
37 -0.15212687D+05 0.0718786 0.0000047 620.584 729.416 FS
38 -0.15212649D+05 0.0378107 0.0000025 623.674 726.326 FS
39 -0.15212629D+05 0.0203122 0.0000013 626.912 723.088 FS
40 -0.15212618D+05 0.0108734 0.0000007 628.599 721.401 FS
41 -0.15212612D+05 0.0058568 0.0000004 630.269 719.731 FS
42 -0.15212609D+05 0.0031411 0.0000002 631.162 718.838 FS
43 -0.15212608D+05 0.0016915 0.0000001 632.064 717.936 FS
44 -0.15212607D+05 0.0009097 0.0000001 632.520 717.480 FS
45 -0.15212606D+05 0.0004910 0.0000000 633.021 716.979 FS
46 -0.15212606D+05 0.0002657 0.0000000 633.246 716.754 FS
47 -0.15212606D+05 0.0001444 0.0000000 633.529 716.471 FS
48 -0.15212606D+05 0.0000790 0.0000000 633.635 716.365 FS
49 -0.15212606D+05 0.0000435 0.0000000 633.798 716.202 FS
50 -0.15212606D+05 0.0000243 0.0000000 633.844 716.156 FS
51 -0.15212606D+05 0.0000137 0.0000000 633.940 716.060 FS
52 -0.15212606D+05 0.0000079 0.0000000 633.957 716.043 FS
53 -0.15212606D+05 0.0000046 0.0000000 634.015 715.985 FS
54 -0.15212606D+05 0.0000028 0.0000000 634.018 715.982 FS
55 -0.15212606D+05 0.0000017 0.0000000 634.054 715.946 FS
56 -0.15212606D+05 0.0000011 0.0000000 634.051 715.949 FS
57 -0.15212606D+05 0.0000007 0.0000000 634.074 715.926 FS
58 -0.15212606D+05 0.0000005 0.0000000 634.069 715.931 FS
59 -0.15212606D+05 0.0000003 0.0000000 634.084 715.916 FS
60 -0.15212606D+05 0.0000002 0.0000000 634.080 715.920 FS
61 -0.15212606D+05 0.0000001 0.0000000 634.089 715.911 FS
62 -0.15212606D+05 0.0000001 0.0000000 634.085 715.915 FS
63 -0.15212606D+05 0.0000001 0.0000000 634.092 715.908 FS
64 -0.15212606D+05 0.0000001 0.0000000 634.088 715.912 FS
65 -0.15212606D+05 0.0000000 0.0000000 634.093 715.907 FS
66 -0.15212606D+05 0.0000000 0.0000000 634.090 715.910 FS
67 -0.15212606D+05 0.0000000 0.0000000 634.094 715.906 FS
68 -0.15212606D+05 0.0000000 0.0000000 634.091 715.909 FS
69 -0.15212606D+05 0.0000000 0.0000000 634.094 715.906 FS
Beginning Time: 22:58:19
Ending Time: 22:58:21
Elapsed Time: 00:00:02
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