Mplus VERSION 7
MUTHEN & MUTHEN
09/22/2012 11:10 PM
INPUT INSTRUCTIONS
TITLE: this is an example of a GMM for a count outcome using a zero-inflated
Poisson model with automatic starting values and random starts
DATA: FILE IS ex8.5a.dat;
VARIABLE: NAMES ARE u1-u8 x;
CLASSES = c (2);
COUNT ARE u1-u8 (i);
ANALYSIS: TYPE = MIXTURE;
STARTS = 40 8;
STITERATIONS = 20;
ALGORITHM = INTEGRATION;
MODEL:
%OVERALL%
i s q | u1@0 u2@.1 u3@.2 u4@.3 u5@.4 u6@.5
u7@.6 u8@.7;
ii si qi | u1#1@0 u2#1@.1 u3#1@.2 u4#1@.3 u5#1@.4 u6#1@.5 u7#1@.6 u8#1@.7;
s-qi@0;
i s ON x;
c ON x;
OUTPUT: TECH1 TECH8;
*** WARNING in MODEL command
All continuous latent variable covariances involving S have been fixed to 0
because the variance of S is fixed at 0.
*** WARNING in MODEL command
All continuous latent variable covariances involving Q have been fixed to 0
because the variance of Q is fixed at 0.
*** WARNING in MODEL command
All continuous latent variable covariances involving II have been fixed to 0
because the variance of II is fixed at 0.
*** WARNING in MODEL command
All continuous latent variable covariances involving SI have been fixed to 0
because the variance of SI is fixed at 0.
4 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS
this is an example of a GMM for a count outcome using a zero-inflated
Poisson model with automatic starting values and random starts
SUMMARY OF ANALYSIS
Number of groups 1
Number of observations 500
Number of dependent variables 8
Number of independent variables 1
Number of continuous latent variables 6
Number of categorical latent variables 1
Observed dependent variables
Count
U1 U2 U3 U4 U5 U6
U7 U8
Observed independent variables
X
Continuous latent variables
I S Q II SI QI
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-02
Relative loglikelihood change 0.100D-05
Derivative 0.100D-02
Optimization Specifications for the M step of the EM Algorithm for
Categorical Latent variables
Number of M step iterations 1
M step convergence criterion 0.100D-02
Basis for M step termination ITERATION
Optimization Specifications for the M step of the EM Algorithm for
Censored, Binary or Ordered Categorical (Ordinal), Unordered
Categorical (Nominal) and Count Outcomes
Number of M step iterations 1
M step convergence criterion 0.100D-02
Basis for M step termination ITERATION
Maximum value for logit thresholds 15
Minimum value for logit thresholds -15
Minimum expected cell size for chi-square 0.100D-01
Optimization algorithm EMA
Integration Specifications
Type STANDARD
Number of integration points 15
Dimensions of numerical integration 1
Adaptive quadrature ON
Random Starts Specifications
Number of initial stage random starts 40
Number of final stage optimizations 8
Number of initial stage iterations 20
Initial stage convergence criterion 0.100D+01
Random starts scale 0.500D+01
Random seed for generating random starts 0
Cholesky ON
Input data file(s)
ex8.5a.dat
Input data format FREE
COUNT PROPORTION OF ZERO, MINIMUM AND MAXIMUM VALUES
U1 0.896 0 4
U2 0.722 0 9
U3 0.536 0 14
U4 0.422 0 15
U5 0.408 0 14
U6 0.496 0 10
U7 0.678 0 6
U8 0.928 0 6
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:
-3881.205 76974 16
-3881.209 107446 12
-3881.210 341041 34
-3881.210 347515 24
-3881.212 93468 3
-3881.241 unperturbed 0
-3881.656 246261 38
-3881.664 569131 26
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 14
Loglikelihood
H0 Value -3881.205
H0 Scaling Correction Factor 1.2337
for MLR
Information Criteria
Akaike (AIC) 7790.411
Bayesian (BIC) 7849.415
Sample-Size Adjusted BIC 7804.978
(n* = (n + 2) / 24)
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THE ESTIMATED MODEL
Latent
Classes
1 185.28119 0.37056
2 314.71881 0.62944
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASS PATTERNS
BASED ON ESTIMATED POSTERIOR PROBABILITIES
Latent
Classes
1 185.27670 0.37055
2 314.72330 0.62945
CLASSIFICATION QUALITY
Entropy 0.619
CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP
Class Counts and Proportions
Latent
Classes
1 181 0.36200
2 319 0.63800
Average Latent Class Probabilities for Most Likely Latent Class Membership (Row)
by Latent Class (Column)
1 2
1 0.855 0.145
2 0.096 0.904
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
U5 1.000 0.000 999.000 999.000
U6 1.000 0.000 999.000 999.000
U7 1.000 0.000 999.000 999.000
U8 1.000 0.000 999.000 999.000
S |
U1 0.000 0.000 999.000 999.000
U2 0.100 0.000 999.000 999.000
U3 0.200 0.000 999.000 999.000
U4 0.300 0.000 999.000 999.000
U5 0.400 0.000 999.000 999.000
U6 0.500 0.000 999.000 999.000
U7 0.600 0.000 999.000 999.000
U8 0.700 0.000 999.000 999.000
Q |
U1 0.000 0.000 999.000 999.000
U2 0.010 0.000 999.000 999.000
U3 0.040 0.000 999.000 999.000
U4 0.090 0.000 999.000 999.000
U5 0.160 0.000 999.000 999.000
U6 0.250 0.000 999.000 999.000
U7 0.360 0.000 999.000 999.000
U8 0.490 0.000 999.000 999.000
II |
U1#1 1.000 0.000 999.000 999.000
U2#1 1.000 0.000 999.000 999.000
U3#1 1.000 0.000 999.000 999.000
U4#1 1.000 0.000 999.000 999.000
U5#1 1.000 0.000 999.000 999.000
U6#1 1.000 0.000 999.000 999.000
U7#1 1.000 0.000 999.000 999.000
U8#1 1.000 0.000 999.000 999.000
SI |
U1#1 0.000 0.000 999.000 999.000
U2#1 0.100 0.000 999.000 999.000
U3#1 0.200 0.000 999.000 999.000
U4#1 0.300 0.000 999.000 999.000
U5#1 0.400 0.000 999.000 999.000
U6#1 0.500 0.000 999.000 999.000
U7#1 0.600 0.000 999.000 999.000
U8#1 0.700 0.000 999.000 999.000
QI |
U1#1 0.000 0.000 999.000 999.000
U2#1 0.010 0.000 999.000 999.000
U3#1 0.040 0.000 999.000 999.000
U4#1 0.090 0.000 999.000 999.000
U5#1 0.160 0.000 999.000 999.000
U6#1 0.250 0.000 999.000 999.000
U7#1 0.360 0.000 999.000 999.000
U8#1 0.490 0.000 999.000 999.000
I ON
X 0.066 0.109 0.603 0.547
S ON
X -0.288 0.241 -1.195 0.232
Means
Q -9.374 1.408 -6.658 0.000
II 0.000 0.000 999.000 999.000
SI -20.636 2.176 -9.482 0.000
QI 30.395 3.199 9.501 0.000
Intercepts
I -0.755 0.197 -3.843 0.000
S 5.846 0.987 5.925 0.000
U1#1 0.141 0.337 0.419 0.675
U1 0.000 0.000 999.000 999.000
U2#1 0.141 0.337 0.419 0.675
U2 0.000 0.000 999.000 999.000
U3#1 0.141 0.337 0.419 0.675
U3 0.000 0.000 999.000 999.000
U4#1 0.141 0.337 0.419 0.675
U4 0.000 0.000 999.000 999.000
U5#1 0.141 0.337 0.419 0.675
U5 0.000 0.000 999.000 999.000
U6#1 0.141 0.337 0.419 0.675
U6 0.000 0.000 999.000 999.000
U7#1 0.141 0.337 0.419 0.675
U7 0.000 0.000 999.000 999.000
U8#1 0.141 0.337 0.419 0.675
U8 0.000 0.000 999.000 999.000
Variances
Q 0.000 0.000 999.000 999.000
II 0.000 0.000 999.000 999.000
SI 0.000 0.000 999.000 999.000
QI 0.000 0.000 999.000 999.000
Residual Variances
I 0.703 0.071 9.936 0.000
S 0.000 0.000 999.000 999.000
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
U5 1.000 0.000 999.000 999.000
U6 1.000 0.000 999.000 999.000
U7 1.000 0.000 999.000 999.000
U8 1.000 0.000 999.000 999.000
S |
U1 0.000 0.000 999.000 999.000
U2 0.100 0.000 999.000 999.000
U3 0.200 0.000 999.000 999.000
U4 0.300 0.000 999.000 999.000
U5 0.400 0.000 999.000 999.000
U6 0.500 0.000 999.000 999.000
U7 0.600 0.000 999.000 999.000
U8 0.700 0.000 999.000 999.000
Q |
U1 0.000 0.000 999.000 999.000
U2 0.010 0.000 999.000 999.000
U3 0.040 0.000 999.000 999.000
U4 0.090 0.000 999.000 999.000
U5 0.160 0.000 999.000 999.000
U6 0.250 0.000 999.000 999.000
U7 0.360 0.000 999.000 999.000
U8 0.490 0.000 999.000 999.000
II |
U1#1 1.000 0.000 999.000 999.000
U2#1 1.000 0.000 999.000 999.000
U3#1 1.000 0.000 999.000 999.000
U4#1 1.000 0.000 999.000 999.000
U5#1 1.000 0.000 999.000 999.000
U6#1 1.000 0.000 999.000 999.000
U7#1 1.000 0.000 999.000 999.000
U8#1 1.000 0.000 999.000 999.000
SI |
U1#1 0.000 0.000 999.000 999.000
U2#1 0.100 0.000 999.000 999.000
U3#1 0.200 0.000 999.000 999.000
U4#1 0.300 0.000 999.000 999.000
U5#1 0.400 0.000 999.000 999.000
U6#1 0.500 0.000 999.000 999.000
U7#1 0.600 0.000 999.000 999.000
U8#1 0.700 0.000 999.000 999.000
QI |
U1#1 0.000 0.000 999.000 999.000
U2#1 0.010 0.000 999.000 999.000
U3#1 0.040 0.000 999.000 999.000
U4#1 0.090 0.000 999.000 999.000
U5#1 0.160 0.000 999.000 999.000
U6#1 0.250 0.000 999.000 999.000
U7#1 0.360 0.000 999.000 999.000
U8#1 0.490 0.000 999.000 999.000
I ON
X 0.066 0.109 0.603 0.547
S ON
X -0.288 0.241 -1.195 0.232
Means
Q -18.009 3.047 -5.911 0.000
II 0.000 0.000 999.000 999.000
SI -20.636 2.176 -9.482 0.000
QI 30.395 3.199 9.501 0.000
Intercepts
I -2.683 0.510 -5.266 0.000
S 13.600 2.581 5.269 0.000
U1#1 0.141 0.337 0.419 0.675
U1 0.000 0.000 999.000 999.000
U2#1 0.141 0.337 0.419 0.675
U2 0.000 0.000 999.000 999.000
U3#1 0.141 0.337 0.419 0.675
U3 0.000 0.000 999.000 999.000
U4#1 0.141 0.337 0.419 0.675
U4 0.000 0.000 999.000 999.000
U5#1 0.141 0.337 0.419 0.675
U5 0.000 0.000 999.000 999.000
U6#1 0.141 0.337 0.419 0.675
U6 0.000 0.000 999.000 999.000
U7#1 0.141 0.337 0.419 0.675
U7 0.000 0.000 999.000 999.000
U8#1 0.141 0.337 0.419 0.675
U8 0.000 0.000 999.000 999.000
Variances
Q 0.000 0.000 999.000 999.000
II 0.000 0.000 999.000 999.000
SI 0.000 0.000 999.000 999.000
QI 0.000 0.000 999.000 999.000
Residual Variances
I 0.703 0.071 9.936 0.000
S 0.000 0.000 999.000 999.000
Categorical Latent Variables
C#1 ON
X -3.436 4.078 -0.843 0.399
Intercepts
C#1 -1.384 1.516 -0.912 0.362
LOGISTIC REGRESSION ODDS RATIO RESULTS
Categorical Latent Variables
C#1 ON
X 0.032
ALTERNATIVE PARAMETERIZATIONS FOR THE CATEGORICAL LATENT VARIABLE REGRESSION
Parameterization using Reference Class 1
C#2 ON
X 3.436 4.078 0.843 0.399
Intercepts
C#2 1.384 1.516 0.912 0.362
QUALITY OF NUMERICAL RESULTS
Condition Number for the Information Matrix 0.679E-04
(ratio of smallest to largest eigenvalue)
TECHNICAL 1 OUTPUT
PARAMETER SPECIFICATION FOR LATENT CLASS 1
NU
U1#1 U1 U2#1 U2 U3#1
________ ________ ________ ________ ________
1 1 0 1 0 1
NU
U3 U4#1 U4 U5#1 U5
________ ________ ________ ________ ________
1 0 1 0 1 0
NU
U6#1 U6 U7#1 U7 U8#1
________ ________ ________ ________ ________
1 1 0 1 0 1
NU
U8 X
________ ________
1 0 0
LAMBDA
I S Q II SI
________ ________ ________ ________ ________
U1#1 0 0 0 0 0
U1 0 0 0 0 0
U2#1 0 0 0 0 0
U2 0 0 0 0 0
U3#1 0 0 0 0 0
U3 0 0 0 0 0
U4#1 0 0 0 0 0
U4 0 0 0 0 0
U5#1 0 0 0 0 0
U5 0 0 0 0 0
U6#1 0 0 0 0 0
U6 0 0 0 0 0
U7#1 0 0 0 0 0
U7 0 0 0 0 0
U8#1 0 0 0 0 0
U8 0 0 0 0 0
X 0 0 0 0 0
LAMBDA
QI X
________ ________
U1#1 0 0
U1 0 0
U2#1 0 0
U2 0 0
U3#1 0 0
U3 0 0
U4#1 0 0
U4 0 0
U5#1 0 0
U5 0 0
U6#1 0 0
U6 0 0
U7#1 0 0
U7 0 0
U8#1 0 0
U8 0 0
X 0 0
THETA
U1#1 U1 U2#1 U2 U3#1
________ ________ ________ ________ ________
U1#1 0
U1 0 0
U2#1 0 0 0
U2 0 0 0 0
U3#1 0 0 0 0 0
U3 0 0 0 0 0
U4#1 0 0 0 0 0
U4 0 0 0 0 0
U5#1 0 0 0 0 0
U5 0 0 0 0 0
U6#1 0 0 0 0 0
U6 0 0 0 0 0
U7#1 0 0 0 0 0
U7 0 0 0 0 0
U8#1 0 0 0 0 0
U8 0 0 0 0 0
X 0 0 0 0 0
THETA
U3 U4#1 U4 U5#1 U5
________ ________ ________ ________ ________
U3 0
U4#1 0 0
U4 0 0 0
U5#1 0 0 0 0
U5 0 0 0 0 0
U6#1 0 0 0 0 0
U6 0 0 0 0 0
U7#1 0 0 0 0 0
U7 0 0 0 0 0
U8#1 0 0 0 0 0
U8 0 0 0 0 0
X 0 0 0 0 0
THETA
U6#1 U6 U7#1 U7 U8#1
________ ________ ________ ________ ________
U6#1 0
U6 0 0
U7#1 0 0 0
U7 0 0 0 0
U8#1 0 0 0 0 0
U8 0 0 0 0 0
X 0 0 0 0 0
THETA
U8 X
________ ________
U8 0
X 0 0
ALPHA
I S Q II SI
________ ________ ________ ________ ________
1 2 3 4 0 5
ALPHA
QI X
________ ________
1 6 0
BETA
I S Q II SI
________ ________ ________ ________ ________
I 0 0 0 0 0
S 0 0 0 0 0
Q 0 0 0 0 0
II 0 0 0 0 0
SI 0 0 0 0 0
QI 0 0 0 0 0
X 0 0 0 0 0
BETA
QI X
________ ________
I 0 7
S 0 8
Q 0 0
II 0 0
SI 0 0
QI 0 0
X 0 0
PSI
I S Q II SI
________ ________ ________ ________ ________
I 9
S 0 0
Q 0 0 0
II 0 0 0 0
SI 0 0 0 0 0
QI 0 0 0 0 0
X 0 0 0 0 0
PSI
QI X
________ ________
QI 0
X 0 0
PARAMETER SPECIFICATION FOR LATENT CLASS 2
NU
U1#1 U1 U2#1 U2 U3#1
________ ________ ________ ________ ________
1 1 0 1 0 1
NU
U3 U4#1 U4 U5#1 U5
________ ________ ________ ________ ________
1 0 1 0 1 0
NU
U6#1 U6 U7#1 U7 U8#1
________ ________ ________ ________ ________
1 1 0 1 0 1
NU
U8 X
________ ________
1 0 0
LAMBDA
I S Q II SI
________ ________ ________ ________ ________
U1#1 0 0 0 0 0
U1 0 0 0 0 0
U2#1 0 0 0 0 0
U2 0 0 0 0 0
U3#1 0 0 0 0 0
U3 0 0 0 0 0
U4#1 0 0 0 0 0
U4 0 0 0 0 0
U5#1 0 0 0 0 0
U5 0 0 0 0 0
U6#1 0 0 0 0 0
U6 0 0 0 0 0
U7#1 0 0 0 0 0
U7 0 0 0 0 0
U8#1 0 0 0 0 0
U8 0 0 0 0 0
X 0 0 0 0 0
LAMBDA
QI X
________ ________
U1#1 0 0
U1 0 0
U2#1 0 0
U2 0 0
U3#1 0 0
U3 0 0
U4#1 0 0
U4 0 0
U5#1 0 0
U5 0 0
U6#1 0 0
U6 0 0
U7#1 0 0
U7 0 0
U8#1 0 0
U8 0 0
X 0 0
THETA
U1#1 U1 U2#1 U2 U3#1
________ ________ ________ ________ ________
U1#1 0
U1 0 0
U2#1 0 0 0
U2 0 0 0 0
U3#1 0 0 0 0 0
U3 0 0 0 0 0
U4#1 0 0 0 0 0
U4 0 0 0 0 0
U5#1 0 0 0 0 0
U5 0 0 0 0 0
U6#1 0 0 0 0 0
U6 0 0 0 0 0
U7#1 0 0 0 0 0
U7 0 0 0 0 0
U8#1 0 0 0 0 0
U8 0 0 0 0 0
X 0 0 0 0 0
THETA
U3 U4#1 U4 U5#1 U5
________ ________ ________ ________ ________
U3 0
U4#1 0 0
U4 0 0 0
U5#1 0 0 0 0
U5 0 0 0 0 0
U6#1 0 0 0 0 0
U6 0 0 0 0 0
U7#1 0 0 0 0 0
U7 0 0 0 0 0
U8#1 0 0 0 0 0
U8 0 0 0 0 0
X 0 0 0 0 0
THETA
U6#1 U6 U7#1 U7 U8#1
________ ________ ________ ________ ________
U6#1 0
U6 0 0
U7#1 0 0 0
U7 0 0 0 0
U8#1 0 0 0 0 0
U8 0 0 0 0 0
X 0 0 0 0 0
THETA
U8 X
________ ________
U8 0
X 0 0
ALPHA
I S Q II SI
________ ________ ________ ________ ________
1 10 11 12 0 5
ALPHA
QI X
________ ________
1 6 0
BETA
I S Q II SI
________ ________ ________ ________ ________
I 0 0 0 0 0
S 0 0 0 0 0
Q 0 0 0 0 0
II 0 0 0 0 0
SI 0 0 0 0 0
QI 0 0 0 0 0
X 0 0 0 0 0
BETA
QI X
________ ________
I 0 7
S 0 8
Q 0 0
II 0 0
SI 0 0
QI 0 0
X 0 0
PSI
I S Q II SI
________ ________ ________ ________ ________
I 9
S 0 0
Q 0 0 0
II 0 0 0 0
SI 0 0 0 0 0
QI 0 0 0 0 0
X 0 0 0 0 0
PSI
QI X
________ ________
QI 0
X 0 0
PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART
ALPHA(C)
C#1 C#2
________ ________
1 13 0
GAMMA(C)
I S Q II SI
________ ________ ________ ________ ________
C#1 0 0 0 0 0
C#2 0 0 0 0 0
GAMMA(C)
QI X
________ ________
C#1 0 14
C#2 0 0
STARTING VALUES FOR LATENT CLASS 1
NU
U1#1 U1 U2#1 U2 U3#1
________ ________ ________ ________ ________
1 -0.468 0.000 -0.468 0.000 -0.468
NU
U3 U4#1 U4 U5#1 U5
________ ________ ________ ________ ________
1 0.000 -0.468 0.000 -0.468 0.000
NU
U6#1 U6 U7#1 U7 U8#1
________ ________ ________ ________ ________
1 -0.468 0.000 -0.468 0.000 -0.468
NU
U8 X
________ ________
1 0.000 0.000
LAMBDA
I S Q II SI
________ ________ ________ ________ ________
U1#1 0.000 0.000 0.000 1.000 0.000
U1 1.000 0.000 0.000 0.000 0.000
U2#1 0.000 0.000 0.000 1.000 0.100
U2 1.000 0.100 0.010 0.000 0.000
U3#1 0.000 0.000 0.000 1.000 0.200
U3 1.000 0.200 0.040 0.000 0.000
U4#1 0.000 0.000 0.000 1.000 0.300
U4 1.000 0.300 0.090 0.000 0.000
U5#1 0.000 0.000 0.000 1.000 0.400
U5 1.000 0.400 0.160 0.000 0.000
U6#1 0.000 0.000 0.000 1.000 0.500
U6 1.000 0.500 0.250 0.000 0.000
U7#1 0.000 0.000 0.000 1.000 0.600
U7 1.000 0.600 0.360 0.000 0.000
U8#1 0.000 0.000 0.000 1.000 0.700
U8 1.000 0.700 0.490 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
LAMBDA
QI X
________ ________
U1#1 0.000 0.000
U1 0.000 0.000
U2#1 0.010 0.000
U2 0.000 0.000
U3#1 0.040 0.000
U3 0.000 0.000
U4#1 0.090 0.000
U4 0.000 0.000
U5#1 0.160 0.000
U5 0.000 0.000
U6#1 0.250 0.000
U6 0.000 0.000
U7#1 0.360 0.000
U7 0.000 0.000
U8#1 0.490 0.000
U8 0.000 0.000
X 0.000 1.000
THETA
U1#1 U1 U2#1 U2 U3#1
________ ________ ________ ________ ________
U1#1 0.000
U1 0.000 0.000
U2#1 0.000 0.000 0.000
U2 0.000 0.000 0.000 0.000
U3#1 0.000 0.000 0.000 0.000 0.000
U3 0.000 0.000 0.000 0.000 0.000
U4#1 0.000 0.000 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000 0.000
U5#1 0.000 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 0.000
U6#1 0.000 0.000 0.000 0.000 0.000
U6 0.000 0.000 0.000 0.000 0.000
U7#1 0.000 0.000 0.000 0.000 0.000
U7 0.000 0.000 0.000 0.000 0.000
U8#1 0.000 0.000 0.000 0.000 0.000
U8 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
THETA
U3 U4#1 U4 U5#1 U5
________ ________ ________ ________ ________
U3 0.000
U4#1 0.000 0.000
U4 0.000 0.000 0.000
U5#1 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 0.000
U6#1 0.000 0.000 0.000 0.000 0.000
U6 0.000 0.000 0.000 0.000 0.000
U7#1 0.000 0.000 0.000 0.000 0.000
U7 0.000 0.000 0.000 0.000 0.000
U8#1 0.000 0.000 0.000 0.000 0.000
U8 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
THETA
U6#1 U6 U7#1 U7 U8#1
________ ________ ________ ________ ________
U6#1 0.000
U6 0.000 0.000
U7#1 0.000 0.000 0.000
U7 0.000 0.000 0.000 0.000
U8#1 0.000 0.000 0.000 0.000 0.000
U8 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
THETA
U8 X
________ ________
U8 0.000
X 0.000 0.000
ALPHA
I S Q II SI
________ ________ ________ ________ ________
1 0.046 6.679 -9.545 0.000 0.000
ALPHA
QI X
________ ________
1 0.000 0.000
BETA
I S Q II SI
________ ________ ________ ________ ________
I 0.000 0.000 0.000 0.000 0.000
S 0.000 0.000 0.000 0.000 0.000
Q 0.000 0.000 0.000 0.000 0.000
II 0.000 0.000 0.000 0.000 0.000
SI 0.000 0.000 0.000 0.000 0.000
QI 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
BETA
QI X
________ ________
I 0.000 0.000
S 0.000 0.000
Q 0.000 0.000
II 0.000 0.000
SI 0.000 0.000
QI 0.000 0.000
X 0.000 0.000
PSI
I S Q II SI
________ ________ ________ ________ ________
I 0.325
S 0.000 0.000
Q 0.000 0.000 0.000
II 0.000 0.000 0.000 0.000
SI 0.000 0.000 0.000 0.000 0.000
QI 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
PSI
QI X
________ ________
QI 0.000
X 0.000 0.525
STARTING VALUES FOR LATENT CLASS 2
NU
U1#1 U1 U2#1 U2 U3#1
________ ________ ________ ________ ________
1 -0.468 0.000 -0.468 0.000 -0.468
NU
U3 U4#1 U4 U5#1 U5
________ ________ ________ ________ ________
1 0.000 -0.468 0.000 -0.468 0.000
NU
U6#1 U6 U7#1 U7 U8#1
________ ________ ________ ________ ________
1 -0.468 0.000 -0.468 0.000 -0.468
NU
U8 X
________ ________
1 0.000 0.000
LAMBDA
I S Q II SI
________ ________ ________ ________ ________
U1#1 0.000 0.000 0.000 1.000 0.000
U1 1.000 0.000 0.000 0.000 0.000
U2#1 0.000 0.000 0.000 1.000 0.100
U2 1.000 0.100 0.010 0.000 0.000
U3#1 0.000 0.000 0.000 1.000 0.200
U3 1.000 0.200 0.040 0.000 0.000
U4#1 0.000 0.000 0.000 1.000 0.300
U4 1.000 0.300 0.090 0.000 0.000
U5#1 0.000 0.000 0.000 1.000 0.400
U5 1.000 0.400 0.160 0.000 0.000
U6#1 0.000 0.000 0.000 1.000 0.500
U6 1.000 0.500 0.250 0.000 0.000
U7#1 0.000 0.000 0.000 1.000 0.600
U7 1.000 0.600 0.360 0.000 0.000
U8#1 0.000 0.000 0.000 1.000 0.700
U8 1.000 0.700 0.490 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
LAMBDA
QI X
________ ________
U1#1 0.000 0.000
U1 0.000 0.000
U2#1 0.010 0.000
U2 0.000 0.000
U3#1 0.040 0.000
U3 0.000 0.000
U4#1 0.090 0.000
U4 0.000 0.000
U5#1 0.160 0.000
U5 0.000 0.000
U6#1 0.250 0.000
U6 0.000 0.000
U7#1 0.360 0.000
U7 0.000 0.000
U8#1 0.490 0.000
U8 0.000 0.000
X 0.000 1.000
THETA
U1#1 U1 U2#1 U2 U3#1
________ ________ ________ ________ ________
U1#1 0.000
U1 0.000 0.000
U2#1 0.000 0.000 0.000
U2 0.000 0.000 0.000 0.000
U3#1 0.000 0.000 0.000 0.000 0.000
U3 0.000 0.000 0.000 0.000 0.000
U4#1 0.000 0.000 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000 0.000
U5#1 0.000 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 0.000
U6#1 0.000 0.000 0.000 0.000 0.000
U6 0.000 0.000 0.000 0.000 0.000
U7#1 0.000 0.000 0.000 0.000 0.000
U7 0.000 0.000 0.000 0.000 0.000
U8#1 0.000 0.000 0.000 0.000 0.000
U8 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
THETA
U3 U4#1 U4 U5#1 U5
________ ________ ________ ________ ________
U3 0.000
U4#1 0.000 0.000
U4 0.000 0.000 0.000
U5#1 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 0.000
U6#1 0.000 0.000 0.000 0.000 0.000
U6 0.000 0.000 0.000 0.000 0.000
U7#1 0.000 0.000 0.000 0.000 0.000
U7 0.000 0.000 0.000 0.000 0.000
U8#1 0.000 0.000 0.000 0.000 0.000
U8 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
THETA
U6#1 U6 U7#1 U7 U8#1
________ ________ ________ ________ ________
U6#1 0.000
U6 0.000 0.000
U7#1 0.000 0.000 0.000
U7 0.000 0.000 0.000 0.000
U8#1 0.000 0.000 0.000 0.000 0.000
U8 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
THETA
U8 X
________ ________
U8 0.000
X 0.000 0.000
ALPHA
I S Q II SI
________ ________ ________ ________ ________
1 0.046 6.679 -9.545 0.000 0.000
ALPHA
QI X
________ ________
1 0.000 0.000
BETA
I S Q II SI
________ ________ ________ ________ ________
I 0.000 0.000 0.000 0.000 0.000
S 0.000 0.000 0.000 0.000 0.000
Q 0.000 0.000 0.000 0.000 0.000
II 0.000 0.000 0.000 0.000 0.000
SI 0.000 0.000 0.000 0.000 0.000
QI 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
BETA
QI X
________ ________
I 0.000 0.000
S 0.000 0.000
Q 0.000 0.000
II 0.000 0.000
SI 0.000 0.000
QI 0.000 0.000
X 0.000 0.000
PSI
I S Q II SI
________ ________ ________ ________ ________
I 0.325
S 0.000 0.000
Q 0.000 0.000 0.000
II 0.000 0.000 0.000 0.000
SI 0.000 0.000 0.000 0.000 0.000
QI 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
PSI
QI X
________ ________
QI 0.000
X 0.000 0.525
STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART
ALPHA(C)
C#1 C#2
________ ________
1 0.000 0.000
GAMMA(C)
I S Q II SI
________ ________ ________ ________ ________
C#1 0.000 0.000 0.000 0.000 0.000
C#2 0.000 0.000 0.000 0.000 0.000
GAMMA(C)
QI X
________ ________
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 -0.45436393D+04 0.0000000 0.0000000 250.000 250.000 EM
2 -0.41718067D+04 371.8326015 0.0818359 347.126 152.874 FS
3 -0.39980434D+04 173.7633439 0.0416518 304.886 195.114 FS
4 -0.39448627D+04 53.1806364 0.0133017 305.353 194.647 EM
5 -0.39247469D+04 20.1158541 0.0050993 305.996 194.004 EM
6 -0.39143510D+04 10.3958619 0.0026488 306.639 193.361 EM
7 -0.39077105D+04 6.6404594 0.0016964 307.299 192.701 EM
8 -0.39028408D+04 4.8697968 0.0012462 307.968 192.032 EM
9 -0.38991044D+04 3.7363265 0.0009573 308.634 191.366 EM
10 -0.38961802D+04 2.9242498 0.0007500 309.280 190.720 EM
11 -0.38938490D+04 2.3312025 0.0005983 309.871 190.129 EM
12 -0.38919471D+04 1.9019025 0.0004884 310.341 189.659 EM
13 -0.38903394D+04 1.6076210 0.0004131 310.601 189.399 EM
14 -0.38889200D+04 1.4194152 0.0003649 310.567 189.433 EM
15 -0.38876442D+04 1.2758477 0.0003281 310.207 189.793 EM
16 -0.38865417D+04 1.1024895 0.0002836 309.545 190.455 EM
17 -0.38856520D+04 0.8896463 0.0002289 308.642 191.358 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.50155987D+04 0.0000000 0.0000000 365.790 134.210 EM
2 -0.45940699D+04 421.5287587 0.0840436 413.450 86.550 FS
3 -0.43453152D+04 248.7546739 0.0541469 462.712 37.288 FS
4 -0.41141183D+04 231.1968954 0.0532060 480.789 19.211 FS
5 -0.39919991D+04 122.1192514 0.0296830 473.385 26.615 FS
6 -0.39255495D+04 66.4495882 0.0166457 466.987 33.013 FS
7 -0.39016717D+04 23.8777971 0.0060827 443.093 56.907 FS
8 -0.38963229D+04 5.3487927 0.0013709 440.595 59.405 EM
9 -0.38939363D+04 2.3866192 0.0006125 437.401 62.599 EM
10 -0.38923086D+04 1.6276440 0.0004180 433.967 66.033 EM
11 -0.38911167D+04 1.1919077 0.0003062 430.468 69.532 EM
12 -0.38902153D+04 0.9013873 0.0002317 426.985 73.015 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.55919508D+05 0.0000000 0.0000000 325.192 174.808 EM
2 -0.52033061D+05 3886.4471747 0.0695007 323.935 176.065 FS
3 -0.43180840D+05 8852.2211564 0.1701269 323.418 176.582 FS
4 -0.30352819D+05 ************ 0.2970767 317.662 182.338 FS
5 -0.29456533D+05 896.2859104 0.0295289 306.904 193.096 FS
6 -0.28918698D+05 537.8356845 0.0182586 306.398 193.602 FS
7 -0.28484070D+05 434.6280942 0.0150293 302.660 197.340 FS
8 -0.28133771D+05 350.2982944 0.0122980 295.781 204.219 FS
9 -0.27721653D+05 412.1184604 0.0146485 292.357 207.643 FS
10 -0.27336477D+05 385.1763863 0.0138944 291.448 208.552 FS
11 -0.26919461D+05 417.0158761 0.0152549 291.780 208.220 FS
12 -0.26506610D+05 412.8502456 0.0153365 292.643 207.357 FS
13 -0.26051201D+05 455.4096895 0.0171810 293.690 206.310 FS
14 -0.25667184D+05 384.0165510 0.0147408 294.796 205.204 FS
15 -0.25340374D+05 326.8106433 0.0127326 295.481 204.519 FS
16 -0.25034251D+05 306.1223634 0.0120804 296.400 203.600 FS
17 -0.24710598D+05 323.6528047 0.0129284 296.857 203.143 FS
18 -0.24395860D+05 314.7386615 0.0127370 298.352 201.648 FS
19 -0.24085278D+05 310.5813732 0.0127309 298.221 201.779 FS
20 -0.23818676D+05 266.6019263 0.0110691 302.187 197.813 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.58345811D+04 0.0000000 0.0000000 137.107 362.893 EM
2 -0.54608435D+04 373.7375708 0.0640556 135.627 364.373 FS
3 -0.51660623D+04 294.7812587 0.0539809 135.100 364.900 FS
4 -0.50223405D+04 143.7218048 0.0278204 141.427 358.573 FS
5 -0.48028641D+04 219.4764114 0.0437000 151.301 348.699 FS
6 -0.46300585D+04 172.8055660 0.0359797 160.855 339.145 FS
7 -0.44877237D+04 142.3347609 0.0307415 165.743 334.257 FS
8 -0.43673993D+04 120.3244336 0.0268119 169.776 330.224 FS
9 -0.42634888D+04 103.9104992 0.0237923 175.672 324.328 FS
10 -0.41698629D+04 93.6259208 0.0219599 182.097 317.903 FS
11 -0.40849960D+04 84.8669415 0.0203525 190.765 309.235 FS
12 -0.40192792D+04 65.7168000 0.0160874 199.075 300.925 FS
13 -0.39690674D+04 50.2117698 0.0124927 205.979 294.021 FS
14 -0.39307042D+04 38.3632020 0.0096655 215.176 284.824 FS
15 -0.39055880D+04 25.1162072 0.0063897 229.339 270.661 FS
16 -0.38943831D+04 11.2048427 0.0028689 252.600 247.400 FS
17 -0.38927352D+04 1.6479099 0.0004232 350.459 149.541 FS
18 -0.38869500D+04 5.7852466 0.0014862 379.378 120.622 FS
19 -0.38855601D+04 1.3898555 0.0003576 375.942 124.058 EM
20 -0.38850908D+04 0.4692751 0.0001208 372.408 127.592 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.58333731D+04 0.0000000 0.0000000 229.640 270.360 EM
2 -0.55480915D+04 285.2815719 0.0489051 185.694 314.306 FS
3 -0.52063560D+04 341.7355119 0.0615951 160.095 339.905 FS
4 -0.49137383D+04 292.6176784 0.0562039 140.622 359.378 FS
5 -0.47279834D+04 185.7548885 0.0378032 123.801 376.199 FS
6 -0.45881209D+04 139.8624857 0.0295818 125.467 374.533 FS
7 -0.44921367D+04 95.9842566 0.0209202 154.792 345.208 FS
8 -0.44225673D+04 69.5693188 0.0154869 157.608 342.392 FS
9 -0.43599557D+04 62.6116890 0.0141573 189.274 310.726 FS
10 -0.43141444D+04 45.8112114 0.0105073 187.000 313.000 FS
11 -0.42756435D+04 38.5009479 0.0089244 192.929 307.071 FS
12 -0.42381688D+04 37.4747118 0.0087647 189.922 310.078 FS
13 -0.42020912D+04 36.0775405 0.0085125 198.830 301.170 FS
14 -0.41655635D+04 36.5277563 0.0086928 192.163 307.837 FS
15 -0.41346454D+04 30.9180553 0.0074223 212.551 287.449 FS
16 -0.40991710D+04 35.4743913 0.0085798 196.282 303.718 FS
17 -0.39147787D+04 184.3923179 0.0449828 198.801 301.199 EM
18 -0.38944453D+04 20.3334109 0.0051940 200.640 299.360 EM
19 -0.38913753D+04 3.0700459 0.0007883 202.763 297.237 EM
20 -0.38903623D+04 1.0129547 0.0002603 205.189 294.811 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.12499377D+05 0.0000000 0.0000000 389.345 110.655 EM
2 -0.12122235D+05 377.1415103 0.0301728 394.653 105.347 FS
3 -0.11751816D+05 370.4195955 0.0305570 399.087 100.913 FS
4 -0.11731317D+05 20.4985077 0.0017443 400.488 99.512 FS
5 -0.11252514D+05 478.8030603 0.0408141 400.725 99.275 FS
6 -0.10850585D+05 401.9295024 0.0357191 401.735 98.265 FS
7 -0.10463783D+05 386.8020209 0.0356480 402.908 97.092 FS
8 -0.10080835D+05 382.9475606 0.0365974 404.062 95.938 FS
9 -0.96996083D+04 381.2269040 0.0378170 404.354 95.646 FS
10 -0.93209943D+04 378.6140359 0.0390340 403.450 96.550 FS
11 -0.89460535D+04 374.9408276 0.0402254 401.184 98.816 FS
12 -0.85746746D+04 371.3788476 0.0415131 397.480 102.520 FS
13 -0.82082807D+04 366.3939200 0.0427298 391.790 108.210 FS
14 -0.78476612D+04 360.6195354 0.0439336 384.032 115.968 FS
15 -0.74940876D+04 353.5736068 0.0450546 377.243 122.757 FS
16 -0.71493464D+04 344.7411823 0.0460018 383.251 116.749 FS
17 -0.68135683D+04 335.7780706 0.0469663 392.044 107.956 FS
18 -0.64906573D+04 322.9110104 0.0473923 398.005 101.995 FS
19 -0.61836616D+04 306.9957290 0.0472981 397.600 102.400 FS
20 -0.58954984D+04 288.1631856 0.0466007 397.288 102.712 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.21411303D+05 0.0000000 0.0000000 43.103 456.897 EM
2 -0.16857411D+05 4553.8923131 0.2126864 40.000 460.000 FS
3 -0.14041542D+05 2815.8683690 0.1670404 40.497 459.503 FS
4 -0.13473483D+05 568.0589097 0.0404556 40.733 459.267 FS
5 -0.13140769D+05 332.7139975 0.0246940 39.671 460.329 FS
6 -0.12885597D+05 255.1725934 0.0194184 39.952 460.048 FS
7 -0.12672923D+05 212.6740970 0.0165048 41.687 458.313 FS
8 -0.12488220D+05 184.7027270 0.0145746 43.685 456.315 FS
9 -0.12316403D+05 171.8167259 0.0137583 45.583 454.417 FS
10 -0.12153160D+05 163.2435298 0.0132542 47.054 452.946 FS
11 -0.11992159D+05 161.0007853 0.0132476 48.020 451.980 FS
12 -0.11830363D+05 161.7958945 0.0134918 49.312 450.688 FS
13 -0.11668341D+05 162.0223101 0.0136955 50.551 449.449 FS
14 -0.11511369D+05 156.9713507 0.0134528 51.552 448.448 FS
15 -0.11361102D+05 150.2671686 0.0130538 52.149 447.851 FS
16 -0.11218765D+05 142.3368790 0.0125284 52.816 447.184 FS
17 -0.11081137D+05 137.6285760 0.0122677 53.229 446.771 FS
18 -0.10944993D+05 136.1437046 0.0122861 54.729 445.271 FS
19 -0.10811777D+05 133.2161611 0.0121714 55.319 444.681 FS
20 -0.10681997D+05 129.7801223 0.0120036 56.285 443.715 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.55231834D+04 0.0000000 0.0000000 422.280 77.720 EM
2 -0.52251001D+04 298.0833008 0.0539695 445.969 54.031 FS
3 -0.49710770D+04 254.0230700 0.0486159 465.141 34.859 FS
4 -0.49525779D+04 18.4991667 0.0037214 459.026 40.974 FS
5 -0.47005686D+04 252.0092736 0.0508845 462.920 37.080 FS
6 -0.45498049D+04 150.7636844 0.0320735 469.120 30.880 FS
7 -0.44173897D+04 132.4152344 0.0291035 476.199 23.801 FS
8 -0.43088649D+04 108.5247366 0.0245676 479.526 20.474 FS
9 -0.42146337D+04 94.2311934 0.0218691 482.468 17.532 FS
10 -0.41297368D+04 84.8969562 0.0201434 484.962 15.038 FS
11 -0.40546143D+04 75.1224751 0.0181906 487.138 12.862 FS
12 -0.39945810D+04 60.0333432 0.0148062 488.699 11.301 FS
13 -0.39559724D+04 38.6086044 0.0096652 489.167 10.833 FS
14 -0.39335038D+04 22.4685141 0.0056796 489.996 10.004 FS
15 -0.39204128D+04 13.0910423 0.0033281 491.660 8.340 FS
16 -0.39137390D+04 6.6737866 0.0017023 491.897 8.103 FS
17 -0.39099456D+04 3.7933770 0.0009692 491.792 8.208 FS
18 -0.39081578D+04 1.7878877 0.0004573 491.964 8.036 FS
19 -0.39076623D+04 0.4954943 0.0001268 491.983 8.017 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.61517538D+04 0.0000000 0.0000000 469.678 30.322 EM
2 -0.57646952D+04 387.0585618 0.0629184 480.473 19.527 FS
3 -0.54627188D+04 301.9763588 0.0523838 488.188 11.812 FS
4 -0.53033371D+04 159.3817100 0.0291763 489.736 10.264 FS
5 -0.49802583D+04 323.0788016 0.0609199 487.573 12.427 FS
6 -0.47621642D+04 218.0941109 0.0437917 486.948 13.052 FS
7 -0.45839657D+04 178.1985242 0.0374197 489.973 10.027 FS
8 -0.44044787D+04 179.4869888 0.0391554 493.443 6.557 FS
9 -0.42602440D+04 144.2347548 0.0327473 494.479 5.521 FS
10 -0.40958894D+04 164.3545410 0.0385787 486.450 13.550 FS
11 -0.40131736D+04 82.7158563 0.0201948 488.712 11.288 FS
12 -0.39635851D+04 49.5884735 0.0123564 489.501 10.499 FS
13 -0.39385081D+04 25.0769565 0.0063268 490.368 9.632 FS
14 -0.39249595D+04 13.5486647 0.0034400 491.150 8.850 FS
15 -0.39170623D+04 7.8971686 0.0020120 491.797 8.203 FS
16 -0.39126359D+04 4.4263523 0.0011300 492.205 7.795 FS
17 -0.39090745D+04 3.5614359 0.0009102 492.446 7.554 FS
18 -0.39058282D+04 3.2463046 0.0008305 492.950 7.050 FS
19 -0.39029629D+04 2.8653057 0.0007336 493.556 6.444 FS
20 -0.39004251D+04 2.5378453 0.0006502 494.369 5.631 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.78703847D+04 0.0000000 0.0000000 254.429 245.571 EM
2 -0.74415224D+04 428.8622805 0.0544906 239.348 260.652 FS
3 -0.70734480D+04 368.0744385 0.0494622 230.265 269.735 FS
4 -0.67297987D+04 343.6492509 0.0485830 217.400 282.600 FS
5 -0.63807465D+04 349.0522320 0.0518667 222.246 277.754 FS
6 -0.60727582D+04 307.9882749 0.0482684 244.246 255.754 FS
7 -0.59631729D+04 109.5853366 0.0180454 299.557 200.443 FS
8 -0.57146595D+04 248.5133140 0.0416747 353.532 146.468 FS
9 -0.54894216D+04 225.2379437 0.0394141 340.310 159.690 FS
10 -0.53120405D+04 177.3810661 0.0323133 346.115 153.885 FS
11 -0.51635963D+04 148.4442798 0.0279449 342.091 157.909 FS
12 -0.50354025D+04 128.1937798 0.0248265 346.369 153.631 FS
13 -0.49182038D+04 117.1987135 0.0232749 346.899 153.101 FS
14 -0.48142947D+04 103.9091010 0.0211274 347.512 152.488 FS
15 -0.47273144D+04 86.9802199 0.0180671 347.644 152.356 FS
16 -0.46445739D+04 82.7405656 0.0175027 351.811 148.189 FS
17 -0.45895618D+04 55.0120948 0.0118444 346.811 153.189 FS
18 -0.45268470D+04 62.7148049 0.0136647 351.700 148.300 FS
19 -0.44740719D+04 52.7750675 0.0116582 345.250 154.750 FS
20 -0.44193260D+04 54.7458826 0.0122363 348.216 151.784 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.28398711D+05 0.0000000 0.0000000 290.414 209.586 EM
2 -0.15359104D+05 ************ 0.4591619 297.834 202.166 FS
3 -0.13296535D+05 2062.5693160 0.1342897 299.726 200.274 FS
4 -0.12871748D+05 424.7870313 0.0319472 298.998 201.002 FS
5 -0.12497872D+05 373.8760776 0.0290463 298.804 201.196 FS
6 -0.12137682D+05 360.1903964 0.0288201 299.468 200.532 FS
7 -0.11795144D+05 342.5380520 0.0282210 299.357 200.643 FS
8 -0.11463377D+05 331.7661282 0.0281273 299.533 200.467 FS
9 -0.11141049D+05 322.3286773 0.0281181 299.687 200.313 FS
10 -0.10838230D+05 302.8187586 0.0271805 299.317 200.683 FS
11 -0.10555530D+05 282.7002724 0.0260836 299.739 200.261 FS
12 -0.10293945D+05 261.5844005 0.0247817 299.052 200.948 FS
13 -0.10052310D+05 241.6354237 0.0234735 298.963 201.037 FS
14 -0.98333492D+04 218.9606372 0.0217821 298.775 201.225 FS
15 -0.96315091D+04 201.8401578 0.0205261 298.213 201.787 FS
16 -0.94517387D+04 179.7703599 0.0186648 298.249 201.751 FS
17 -0.92884837D+04 163.2549882 0.0172725 298.649 201.351 FS
18 -0.91367616D+04 151.7221057 0.0163344 298.920 201.080 FS
19 -0.89943429D+04 142.4187051 0.0155874 299.254 200.746 FS
20 -0.88604920D+04 133.8508820 0.0148817 299.758 200.242 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.66107809D+04 0.0000000 0.0000000 188.953 311.047 EM
2 -0.60559172D+04 554.8637205 0.0839332 238.034 261.966 FS
3 -0.56607875D+04 395.1296970 0.0652469 300.166 199.834 FS
4 -0.53152230D+04 345.5645109 0.0610453 351.157 148.843 FS
5 -0.49722061D+04 343.0168277 0.0645348 385.118 114.882 FS
6 -0.46488751D+04 323.3310148 0.0650277 311.690 188.310 FS
7 -0.43514369D+04 297.4381894 0.0639807 101.378 398.622 FS
8 -0.40694614D+04 281.9754784 0.0648005 70.711 429.289 FS
9 -0.39839741D+04 85.4873593 0.0210070 54.143 445.857 FS
10 -0.39447160D+04 39.2580767 0.0098540 47.223 452.777 FS
11 -0.39233341D+04 21.3818988 0.0054204 35.765 464.235 FS
12 -0.39091020D+04 14.2320639 0.0036275 23.777 476.223 FS
13 -0.39047865D+04 4.3155497 0.0011040 25.104 474.896 FS
14 -0.39020797D+04 2.7067629 0.0006932 38.847 461.153 FS
15 -0.38998736D+04 2.2061392 0.0005654 101.128 398.872 FS
16 -0.38953078D+04 4.5657497 0.0011707 151.237 348.763 FS
17 -0.38943960D+04 0.9118065 0.0002341 150.631 349.369 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.61327779D+04 0.0000000 0.0000000 279.744 220.256 EM
2 -0.58624183D+04 270.3596170 0.0440844 286.316 213.684 FS
3 -0.55288853D+04 333.5329778 0.0568934 290.636 209.364 FS
4 -0.51900330D+04 338.8522854 0.0612876 297.091 202.909 FS
5 -0.48910176D+04 299.0154422 0.0576134 300.567 199.433 FS
6 -0.46317437D+04 259.2738830 0.0530102 304.055 195.945 FS
7 -0.44118679D+04 219.8757920 0.0474715 306.351 193.649 FS
8 -0.42314212D+04 180.4466427 0.0409003 308.551 191.449 FS
9 -0.40835410D+04 147.8802941 0.0349481 309.900 190.100 FS
10 -0.39745622D+04 108.9788009 0.0266873 308.658 191.342 FS
11 -0.39117435D+04 62.8186272 0.0158052 304.248 195.752 FS
12 -0.38843003D+04 27.4431980 0.0070156 301.349 198.651 FS
13 -0.38814601D+04 2.8402393 0.0007312 317.474 182.526 FS
14 -0.38813427D+04 0.1173832 0.0000302 316.734 183.266 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.76747632D+04 0.0000000 0.0000000 369.855 130.145 EM
2 -0.68237131D+04 851.0501159 0.1108894 369.934 130.066 FS
3 -0.64381290D+04 385.5840726 0.0565065 375.793 124.207 FS
4 -0.60239373D+04 414.1917477 0.0643342 386.386 113.614 FS
5 -0.41676980D+04 1856.2392945 0.3081439 394.789 105.211 EM
6 -0.40535309D+04 114.1670561 0.0273933 405.805 94.195 EM
7 -0.40163221D+04 37.2088625 0.0091794 416.156 83.844 EM
8 -0.39929130D+04 23.4090777 0.0058285 424.544 75.456 EM
9 -0.39750799D+04 17.8330559 0.0044662 431.211 68.789 EM
10 -0.39607500D+04 14.3299010 0.0036049 436.521 63.479 EM
11 -0.39490347D+04 11.7153274 0.0029579 440.732 59.268 EM
12 -0.39393715D+04 9.6632350 0.0024470 444.066 55.934 EM
13 -0.39313525D+04 8.0189370 0.0020356 446.701 53.299 EM
14 -0.39246802D+04 6.6722691 0.0016972 448.776 51.224 EM
15 -0.39191280D+04 5.5522944 0.0014147 450.401 49.599 EM
16 -0.39145150D+04 4.6129461 0.0011770 451.661 48.339 EM
17 -0.39106926D+04 3.8223808 0.0009765 452.623 47.377 EM
18 -0.39075353D+04 3.1572981 0.0008074 453.341 46.659 EM
19 -0.39049357D+04 2.5996425 0.0006653 453.855 46.145 EM
20 -0.39028010D+04 2.1346643 0.0005467 454.198 45.802 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.70746788D+04 0.0000000 0.0000000 342.446 157.554 EM
2 -0.64323663D+04 642.3125245 0.0907903 389.264 110.736 FS
3 -0.60629509D+04 369.4154016 0.0574307 429.585 70.415 FS
4 -0.56992933D+04 363.6575737 0.0599803 453.712 46.288 FS
5 -0.54119299D+04 287.3633475 0.0504209 461.090 38.910 FS
6 -0.51297004D+04 282.2295640 0.0521495 458.196 41.804 FS
7 -0.48397335D+04 289.9669131 0.0565271 461.978 38.022 FS
8 -0.46080668D+04 231.6667061 0.0478677 474.331 25.669 FS
9 -0.44192632D+04 188.8035989 0.0409724 488.345 11.655 FS
10 -0.42624414D+04 156.8217883 0.0354860 494.360 5.640 FS
11 -0.41737530D+04 88.6884155 0.0208070 491.475 8.525 FS
12 -0.40636232D+04 110.1298032 0.0263863 499.204 0.796 FS
13 -0.40030603D+04 60.5628854 0.0149037 499.019 0.981 FS
14 -0.39588695D+04 44.1907304 0.0110392 499.000 1.000 FS
15 -0.39286726D+04 30.1969397 0.0076277 499.000 1.000 FS
16 -0.39095606D+04 19.1119719 0.0048647 499.000 1.000 FS
17 -0.38999713D+04 9.5893038 0.0024528 499.000 1.000 FS
18 -0.38966264D+04 3.3449333 0.0008577 499.000 1.000 FS
19 -0.38958207D+04 0.8057177 0.0002068 499.000 1.000 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.46961675D+04 0.0000000 0.0000000 202.869 297.131 EM
2 -0.43468802D+04 349.2872072 0.0743771 140.102 359.898 FS
3 -0.41964344D+04 150.4458485 0.0346101 0.248 499.752 FS
4 -0.40813565D+04 115.0778878 0.0274228 1.000 499.000 FS
5 -0.40017664D+04 79.5901287 0.0195009 1.000 499.000 EM
6 -0.39862230D+04 15.5433627 0.0038841 1.000 499.000 EM
7 -0.39725220D+04 13.7010444 0.0034371 1.000 499.000 EM
8 -0.39604324D+04 12.0895438 0.0030433 1.000 499.000 EM
9 -0.39498642D+04 10.5682091 0.0026684 1.000 499.000 EM
10 -0.39407175D+04 9.1467624 0.0023157 1.000 499.000 EM
11 -0.39328755D+04 7.8419130 0.0019900 1.000 499.000 EM
12 -0.39262121D+04 6.6634562 0.0016943 1.000 499.000 EM
13 -0.39205974D+04 5.6146801 0.0014301 1.000 499.000 EM
14 -0.39159037D+04 4.6936734 0.0011972 1.000 499.000 EM
15 -0.39120091D+04 3.8946515 0.0009946 1.000 499.000 EM
16 -0.39087999D+04 3.2091526 0.0008203 1.000 499.000 EM
17 -0.39061729D+04 2.6270585 0.0006721 1.000 499.000 EM
18 -0.39040354D+04 2.1374332 0.0005472 1.000 499.000 EM
19 -0.39023063D+04 1.7291751 0.0004429 1.000 499.000 EM
20 -0.39009148D+04 1.3915004 0.0003566 1.000 499.000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.70898791D+04 0.0000000 0.0000000 174.431 325.569 EM
2 -0.66814805D+04 408.3985121 0.0576030 159.001 340.999 FS
3 -0.63477113D+04 333.7692122 0.0499544 149.477 350.523 FS
4 -0.60212945D+04 326.4168053 0.0514228 142.515 357.485 FS
5 -0.56610698D+04 360.2246819 0.0598251 134.345 365.655 FS
6 -0.53598780D+04 301.1918605 0.0532041 123.024 376.976 FS
7 -0.51027709D+04 257.1070877 0.0479688 115.788 384.212 FS
8 -0.48745807D+04 228.1901539 0.0447189 112.470 387.530 FS
9 -0.46852141D+04 189.3666930 0.0388478 109.676 390.324 FS
10 -0.45280033D+04 157.2107444 0.0335547 111.064 388.936 FS
11 -0.44025714D+04 125.4318917 0.0277014 117.164 382.836 FS
12 -0.43004876D+04 102.0837728 0.0231873 115.966 384.034 FS
13 -0.42185556D+04 81.9320058 0.0190518 106.694 393.306 FS
14 -0.41524129D+04 66.1427638 0.0156790 104.831 395.169 FS
15 -0.40948518D+04 57.5610782 0.0138621 108.375 391.625 FS
16 -0.40397396D+04 55.1121596 0.0134589 117.746 382.254 FS
17 -0.39887132D+04 51.0263982 0.0126311 126.398 373.602 FS
18 -0.39440198D+04 44.6934556 0.0112050 130.106 369.894 FS
19 -0.38948741D+04 49.1456674 0.0124608 130.317 369.683 EM
20 -0.38900920D+04 4.7821249 0.0012278 130.726 369.274 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.52130464D+04 0.0000000 0.0000000 221.587 278.413 EM
2 -0.49443970D+04 268.6494386 0.0515341 217.914 282.086 FS
3 -0.41911921D+04 753.2048288 0.1523350 218.801 281.199 EM
4 -0.40509122D+04 140.2799649 0.0334702 219.514 280.486 EM
5 -0.40071891D+04 43.7230395 0.0107934 218.031 281.969 EM
6 -0.39772559D+04 29.9332700 0.0074699 217.074 282.926 EM
7 -0.39618287D+04 15.4271700 0.0038788 216.100 283.900 EM
8 -0.39517765D+04 10.0522137 0.0025373 215.093 284.907 EM
9 -0.39448112D+04 6.9652852 0.0017626 214.200 285.800 EM
10 -0.39398301D+04 4.9811238 0.0012627 213.508 286.492 EM
11 -0.39361687D+04 3.6613551 0.0009293 213.065 286.935 EM
12 -0.39334010D+04 2.7677475 0.0007032 212.896 287.104 EM
13 -0.39312533D+04 2.1476996 0.0005460 213.006 286.994 EM
14 -0.39295412D+04 1.7120265 0.0004355 213.394 286.606 EM
15 -0.39281343D+04 1.4069594 0.0003580 214.054 285.946 EM
16 -0.39269439D+04 1.1903959 0.0003030 214.974 285.026 EM
17 -0.39259092D+04 1.0346965 0.0002635 216.139 283.861 EM
18 -0.39249880D+04 0.9211714 0.0002346 217.524 282.476 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.22331824D+05 0.0000000 0.0000000 456.623 43.377 EM
2 -0.13033720D+05 9298.1039660 0.4163612 470.515 29.485 FS
3 -0.12360643D+05 673.0768270 0.0516412 475.590 24.410 FS
4 -0.11932104D+05 428.5388244 0.0346696 476.380 23.620 FS
5 -0.11543352D+05 388.7520526 0.0325803 478.465 21.535 FS
6 -0.11169416D+05 373.9366004 0.0323941 478.780 21.220 FS
7 -0.10800325D+05 369.0904367 0.0330447 477.952 22.048 FS
8 -0.10444850D+05 355.4753466 0.0329134 479.480 20.520 FS
9 -0.10109471D+05 335.3789722 0.0321095 477.806 22.194 FS
10 -0.98113191D+04 298.1517609 0.0294923 482.109 17.891 FS
11 -0.95416466D+04 269.6725028 0.0274859 481.134 18.866 FS
12 -0.92546252D+04 287.0213625 0.0300809 476.683 23.317 FS
13 -0.89828363D+04 271.7889290 0.0293679 470.333 29.667 FS
14 -0.87737024D+04 209.1339073 0.0232815 477.388 22.612 FS
15 -0.87184290D+04 55.2733929 0.0062999 470.564 29.436 FS
16 -0.84724697D+04 245.9593141 0.0282114 445.857 54.143 FS
17 -0.82554215D+04 217.0481428 0.0256180 416.539 83.461 FS
18 -0.81210951D+04 134.3264289 0.0162713 409.662 90.338 FS
19 -0.65024039D+04 1618.6912111 0.1993193 428.761 71.239 EM
20 -0.49473223D+04 1555.0816128 0.2391549 433.765 66.235 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.52001408D+05 0.0000000 0.0000000 298.892 201.108 EM
2 -0.16521727D+05 ************ 0.6822831 335.557 164.443 FS
3 -0.13882862D+05 2638.8644284 0.1597209 338.438 161.562 FS
4 -0.13504901D+05 377.9615220 0.0272250 337.534 162.466 FS
5 -0.13156456D+05 348.4450504 0.0258014 339.727 160.273 FS
6 -0.12836015D+05 320.4402320 0.0243561 342.144 157.856 FS
7 -0.12529071D+05 306.9440811 0.0239127 345.293 154.707 FS
8 -0.12236237D+05 292.8348046 0.0233724 349.687 150.313 FS
9 -0.11955345D+05 280.8912221 0.0229557 354.795 145.205 FS
10 -0.11688028D+05 267.3172967 0.0223596 358.856 141.144 FS
11 -0.11432624D+05 255.4041524 0.0218518 361.962 138.038 FS
12 -0.11193197D+05 239.4268624 0.0209424 364.638 135.362 FS
13 -0.10966484D+05 226.7126793 0.0202545 367.080 132.920 FS
14 -0.10753716D+05 212.7686927 0.0194017 369.267 130.733 FS
15 -0.10551366D+05 202.3491603 0.0188167 371.024 128.976 FS
16 -0.10365478D+05 185.8882283 0.0176175 372.532 127.468 FS
17 -0.10186485D+05 178.9929647 0.0172682 374.028 125.972 FS
18 -0.10021690D+05 164.7952981 0.0161778 375.230 124.770 FS
19 -0.98635589D+04 158.1310480 0.0157789 376.385 123.615 FS
20 -0.97118727D+04 151.6861889 0.0153784 377.508 122.492 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.67869773D+04 0.0000000 0.0000000 340.763 159.237 EM
2 -0.62084833D+04 578.4939610 0.0852359 385.390 114.610 FS
3 -0.58483811D+04 360.1022416 0.0580016 415.233 84.767 FS
4 -0.55116611D+04 336.7199444 0.0575749 436.565 63.435 FS
5 -0.51601289D+04 351.5322579 0.0637797 450.627 49.373 FS
6 -0.47959779D+04 364.1509555 0.0705701 456.334 43.666 FS
7 -0.45521521D+04 243.8257727 0.0508396 461.345 38.655 FS
8 -0.43529115D+04 199.2405979 0.0437684 469.662 30.338 FS
9 -0.42099220D+04 142.9895303 0.0328492 476.496 23.504 FS
10 -0.40917777D+04 118.1443427 0.0280633 484.649 15.351 FS
11 -0.40130359D+04 78.7417425 0.0192439 488.645 11.355 FS
12 -0.39566121D+04 56.4237938 0.0140601 490.001 9.999 FS
13 -0.39348410D+04 21.7711067 0.0055025 486.080 13.920 FS
14 -0.39050028D+04 29.8381815 0.0075831 408.862 91.138 FS
15 -0.38959709D+04 9.0319559 0.0023129 453.031 46.969 FS
16 -0.38908521D+04 5.1187531 0.0013139 451.511 48.489 EM
17 -0.38902303D+04 0.6218587 0.0001598 450.284 49.716 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 21
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.57656981D+04 0.0000000 0.0000000 31.917 468.083 EM
2 -0.50128379D+04 752.8601676 0.1305757 2.564 497.436 FS
3 -0.44486508D+04 564.1871217 0.1125484 2.234 497.766 EM
4 -0.43759745D+04 72.6763259 0.0163367 2.458 497.542 EM
5 -0.43312793D+04 44.6951298 0.0102138 2.624 497.376 EM
6 -0.42942894D+04 36.9899694 0.0085402 2.812 497.188 EM
7 -0.42623510D+04 31.9383702 0.0074374 3.018 496.982 EM
8 -0.42342406D+04 28.1103659 0.0065950 3.221 496.779 EM
9 -0.42087655D+04 25.4751650 0.0060165 3.403 496.597 EM
10 -0.41850922D+04 23.6732811 0.0056248 3.544 496.456 EM
11 -0.41627268D+04 22.3653634 0.0053441 3.637 496.363 EM
12 -0.41414206D+04 21.3062336 0.0051183 3.693 496.307 EM
13 -0.41211006D+04 20.3200299 0.0049065 3.724 496.276 EM
14 -0.41017976D+04 19.3029633 0.0046839 3.742 496.258 EM
15 -0.40835895D+04 18.2080711 0.0044390 3.749 496.251 EM
16 -0.40665593D+04 17.0302342 0.0041704 3.745 496.255 EM
17 -0.40507722D+04 15.7870675 0.0038822 3.730 496.270 EM
18 -0.40362668D+04 14.5054629 0.0035809 3.701 496.299 EM
19 -0.40230525D+04 13.2142565 0.0032739 3.660 496.340 EM
20 -0.40111123D+04 11.9401838 0.0029679 3.608 496.392 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 22
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.72806089D+04 0.0000000 0.0000000 265.117 234.883 EM
2 -0.69030962D+04 377.5127126 0.0518518 261.381 238.619 FS
3 -0.65904108D+04 312.6853485 0.0452964 256.756 243.244 FS
4 -0.63098253D+04 280.5855343 0.0425748 250.731 249.269 FS
5 -0.60576606D+04 252.1646916 0.0399638 242.167 257.833 FS
6 -0.58327401D+04 224.9205589 0.0371299 230.194 269.806 FS
7 -0.56340002D+04 198.7398011 0.0340731 215.621 284.379 FS
8 -0.54601951D+04 173.8051524 0.0308493 201.803 298.197 FS
9 -0.53110789D+04 149.1161911 0.0273097 192.905 307.095 FS
10 -0.51835497D+04 127.5292218 0.0240119 191.560 308.440 FS
11 -0.50740402D+04 109.5095072 0.0211264 196.423 303.577 FS
12 -0.49820295D+04 92.0106650 0.0181336 202.574 297.426 FS
13 -0.49029022D+04 79.1272626 0.0158825 208.195 291.805 FS
14 -0.48311880D+04 71.7142447 0.0146269 214.217 285.783 FS
15 -0.47643268D+04 66.8612505 0.0138395 218.886 281.114 FS
16 -0.47009018D+04 63.4249669 0.0133125 223.318 276.682 FS
17 -0.46396852D+04 61.2165388 0.0130223 226.684 273.316 FS
18 -0.45798217D+04 59.8635559 0.0129025 229.382 270.618 FS
19 -0.45209767D+04 58.8450362 0.0128488 231.225 268.775 FS
20 -0.44643761D+04 56.6005146 0.0125195 232.901 267.099 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.62745650D+04 0.0000000 0.0000000 205.985 294.015 EM
2 -0.59307385D+04 343.8264786 0.0547969 205.010 294.990 FS
3 -0.56111888D+04 319.5496546 0.0538802 205.859 294.141 FS
4 -0.53206378D+04 290.5509708 0.0517806 208.806 291.194 FS
5 -0.50693952D+04 251.2426782 0.0472204 215.657 284.343 FS
6 -0.48807845D+04 188.6106687 0.0372058 229.379 270.621 FS
7 -0.47281027D+04 152.6818164 0.0312822 244.207 255.793 FS
8 -0.46144477D+04 113.6549807 0.0240382 253.372 246.628 FS
9 -0.45323226D+04 82.1251509 0.0177974 254.241 245.759 FS
10 -0.44617040D+04 70.6185053 0.0155811 251.702 248.298 FS
11 -0.43991233D+04 62.5807885 0.0140262 249.612 250.388 FS
12 -0.43420529D+04 57.0703455 0.0129731 248.352 251.648 FS
13 -0.42879527D+04 54.1002087 0.0124596 248.417 251.583 FS
14 -0.42341273D+04 53.8253729 0.0125527 249.603 250.397 FS
15 -0.41816523D+04 52.4750522 0.0123934 252.350 247.650 FS
16 -0.41298654D+04 51.7869060 0.0123843 255.845 244.155 FS
17 -0.40847388D+04 45.1265399 0.0109269 258.842 241.158 FS
18 -0.40491053D+04 35.6335551 0.0087236 259.904 240.096 FS
19 -0.40201013D+04 29.0039617 0.0071631 259.592 240.408 FS
20 -0.39957798D+04 24.3214815 0.0060500 258.102 241.898 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 24
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.48052687D+04 0.0000000 0.0000000 216.556 283.444 EM
2 -0.44784182D+04 326.8504880 0.0680192 229.158 270.842 FS
3 -0.42756545D+04 202.7637228 0.0452757 210.394 289.606 FS
4 -0.41697581D+04 105.8963036 0.0247673 179.604 320.396 FS
5 -0.40425859D+04 127.1722490 0.0304987 194.751 305.249 FS
6 -0.39800172D+04 62.5687025 0.0154774 194.873 305.127 FS
7 -0.39340124D+04 46.0048397 0.0115590 191.927 308.073 FS
8 -0.39094445D+04 24.5678274 0.0062450 191.474 308.526 FS
9 -0.38993751D+04 10.0694307 0.0025757 194.601 305.399 FS
10 -0.38820786D+04 17.2964539 0.0044357 194.359 305.641 EM
11 -0.38814080D+04 0.6706220 0.0001727 181.874 318.126 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 25
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.54548789D+04 0.0000000 0.0000000 187.173 312.827 EM
2 -0.51990280D+04 255.8509339 0.0469031 175.409 324.591 FS
3 -0.49669100D+04 232.1179942 0.0446464 157.752 342.248 FS
4 -0.47182808D+04 248.6291461 0.0500571 154.735 345.265 FS
5 -0.45152469D+04 203.0339068 0.0430313 158.104 341.896 FS
6 -0.43735800D+04 141.6668718 0.0313752 166.374 333.626 FS
7 -0.42630356D+04 110.5444189 0.0252755 186.680 313.320 FS
8 -0.41760610D+04 86.9746124 0.0204020 196.319 303.681 FS
9 -0.41056749D+04 70.3861023 0.0168547 201.464 298.536 FS
10 -0.40470334D+04 58.6414712 0.0142830 197.676 302.324 FS
11 -0.39962525D+04 50.7809261 0.0125477 192.685 307.315 FS
12 -0.39555040D+04 40.7485215 0.0101967 181.743 318.257 FS
13 -0.39264879D+04 29.0160928 0.0073356 169.815 330.185 FS
14 -0.39135397D+04 12.9481626 0.0032976 150.078 349.922 FS
15 -0.39083754D+04 5.1643670 0.0013196 151.648 348.352 EM
16 -0.39049939D+04 3.3814540 0.0008652 153.184 346.816 EM
17 -0.39022724D+04 2.7215298 0.0006969 154.712 345.288 EM
18 -0.39000588D+04 2.2136172 0.0005673 156.257 343.743 EM
19 -0.38982500D+04 1.8088042 0.0004638 157.838 342.162 EM
20 -0.38967669D+04 1.4830986 0.0003805 159.467 340.533 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 26
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.60337643D+04 0.0000000 0.0000000 288.469 211.531 EM
2 -0.55887267D+04 445.0376096 0.0737579 255.041 244.959 FS
3 -0.52772894D+04 311.4372201 0.0557260 227.107 272.893 FS
4 -0.49831303D+04 294.1591671 0.0557406 216.973 283.027 FS
5 -0.47991000D+04 184.0302276 0.0369306 214.121 285.879 FS
6 -0.44834764D+04 315.6236909 0.0657673 209.979 290.021 FS
7 -0.42840580D+04 199.4183873 0.0444785 204.221 295.779 FS
8 -0.41510035D+04 133.0544747 0.0310580 196.144 303.856 FS
9 -0.40639046D+04 87.0989207 0.0209826 184.575 315.425 FS
10 -0.39911095D+04 72.7950374 0.0179126 163.912 336.088 FS
11 -0.39444457D+04 46.6638672 0.0116920 138.543 361.457 FS
12 -0.39163988D+04 28.0468930 0.0071105 101.879 398.121 FS
13 -0.39030949D+04 13.3039160 0.0033970 71.986 428.014 FS
14 -0.38959420D+04 7.1528170 0.0018326 134.645 365.355 FS
15 -0.38896811D+04 6.2609417 0.0016070 131.749 368.251 FS
16 -0.38887122D+04 0.9688725 0.0002491 133.509 366.491 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 27
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.61532733D+04 0.0000000 0.0000000 227.614 272.386 EM
2 -0.53328378D+04 820.4355411 0.1333332 203.291 296.709 FS
3 -0.49917929D+04 341.0448147 0.0639518 155.733 344.267 FS
4 -0.46392218D+04 352.5711652 0.0706302 104.671 395.329 FS
5 -0.42866559D+04 352.5658457 0.0759968 110.592 389.408 EM
6 -0.41778683D+04 108.7875914 0.0253782 122.112 377.888 EM
7 -0.41171756D+04 60.6927271 0.0145272 135.885 364.115 EM
8 -0.40732724D+04 43.9032374 0.0106634 150.089 349.911 EM
9 -0.40378503D+04 35.4221233 0.0086962 163.497 336.503 EM
10 -0.40084095D+04 29.4407980 0.0072912 175.526 324.474 EM
11 -0.39837538D+04 24.6556111 0.0061510 186.090 313.910 EM
12 -0.39631396D+04 20.6142177 0.0051746 195.352 304.648 EM
13 -0.39460363D+04 17.1033646 0.0043156 203.519 296.481 EM
14 -0.39320088D+04 14.0275101 0.0035548 210.763 289.237 EM
15 -0.39206569D+04 11.3518586 0.0028870 217.210 282.790 EM
16 -0.39115958D+04 9.0610605 0.0023111 222.955 277.045 EM
17 -0.39044587D+04 7.1371242 0.0018246 228.075 271.925 EM
18 -0.38989061D+04 5.5526563 0.0014221 232.631 267.369 EM
19 -0.38946342D+04 4.2718422 0.0010957 236.682 263.318 EM
20 -0.38913802D+04 3.2540570 0.0008355 240.277 259.723 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 28
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.55789329D+04 0.0000000 0.0000000 240.285 259.715 EM
2 -0.51332177D+04 445.7151862 0.0798926 233.095 266.905 FS
3 -0.48524755D+04 280.7422153 0.0546913 221.062 278.938 FS
4 -0.46226882D+04 229.7873139 0.0473547 209.667 290.333 FS
5 -0.43983636D+04 224.3245594 0.0485269 170.618 329.382 FS
6 -0.42169711D+04 181.3924841 0.0412409 103.338 396.662 FS
7 -0.40827270D+04 134.2441429 0.0318343 52.644 447.356 FS
8 -0.39978995D+04 84.8274797 0.0207772 18.862 481.138 FS
9 -0.39392799D+04 58.6196317 0.0146626 11.591 488.409 FS
10 -0.39097228D+04 29.5570367 0.0075032 8.161 491.839 FS
11 -0.38989382D+04 10.7846461 0.0027584 20.007 479.993 FS
12 -0.38948691D+04 4.0690610 0.0010436 24.060 475.940 FS
13 -0.38923877D+04 2.4814659 0.0006371 25.566 474.434 EM
14 -0.38913012D+04 1.0864461 0.0002791 26.576 473.424 EM
15 -0.38907924D+04 0.5088218 0.0001308 27.227 472.773 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 29
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.57777678D+04 0.0000000 0.0000000 344.236 155.764 EM
2 -0.50675499D+04 710.2178998 0.1229225 358.629 141.371 FS
3 -0.48486341D+04 218.9158332 0.0431995 366.476 133.524 FS
4 -0.46068689D+04 241.7651759 0.0498625 381.926 118.074 FS
5 -0.43951725D+04 211.6963629 0.0459523 386.596 113.404 EM
6 -0.43411507D+04 54.0218422 0.0122912 389.874 110.126 EM
7 -0.42985264D+04 42.6243418 0.0098187 393.583 106.417 EM
8 -0.42608393D+04 37.6871007 0.0087674 396.945 103.055 EM
9 -0.42270961D+04 33.7431728 0.0079194 399.665 100.335 EM
10 -0.41952870D+04 31.8091138 0.0075251 402.022 97.978 EM
11 -0.41649556D+04 30.3313992 0.0072299 404.088 95.912 EM
12 -0.41361364D+04 28.8191738 0.0069194 405.934 94.066 EM
13 -0.41089774D+04 27.1590023 0.0065663 407.640 92.360 EM
14 -0.40837773D+04 25.2000872 0.0061329 409.156 90.844 EM
15 -0.40606197D+04 23.1576117 0.0056706 410.513 89.487 EM
16 -0.40395157D+04 21.1039815 0.0051972 411.813 88.187 EM
17 -0.40191025D+04 20.4132113 0.0050534 413.918 86.082 EM
18 -0.40014960D+04 17.6065369 0.0043807 415.873 84.127 EM
19 -0.39868056D+04 14.6903232 0.0036712 417.447 82.553 EM
20 -0.39741697D+04 12.6359124 0.0031694 418.764 81.236 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 30
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.58761851D+04 0.0000000 0.0000000 115.129 384.871 EM
2 -0.55083809D+04 367.8042093 0.0625923 65.020 434.980 FS
3 -0.52468599D+04 261.5209945 0.0474769 38.039 461.961 FS
4 -0.49313135D+04 315.5463298 0.0601400 31.706 468.294 FS
5 -0.47273676D+04 203.9458856 0.0413573 27.479 472.521 FS
6 -0.45251664D+04 202.2012673 0.0427725 28.113 471.887 FS
7 -0.43870966D+04 138.0697463 0.0305115 23.307 476.693 FS
8 -0.42709552D+04 116.1414072 0.0264734 20.456 479.544 FS
9 -0.41680648D+04 102.8903795 0.0240907 19.409 480.591 FS
10 -0.40971330D+04 70.9318330 0.0170179 17.491 482.509 FS
11 -0.40361475D+04 60.9855081 0.0148849 18.196 481.804 FS
12 -0.39870033D+04 49.1441593 0.0121760 25.775 474.225 FS
13 -0.39517285D+04 35.2748738 0.0088475 35.329 464.671 FS
14 -0.38991313D+04 52.5972074 0.0133099 35.860 464.140 EM
15 -0.38967125D+04 2.4187900 0.0006203 36.391 463.609 EM
16 -0.38961577D+04 0.5548153 0.0001424 36.965 463.035 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 31
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.55340702D+04 0.0000000 0.0000000 31.875 468.125 EM
2 -0.49607507D+04 573.3194862 0.1035982 7.508 492.492 FS
3 -0.47353846D+04 225.3660690 0.0454298 1.523 498.477 FS
4 -0.44471999D+04 288.1847154 0.0608577 0.000 500.000 FS
5 -0.43161154D+04 131.0844750 0.0294757 0.000 500.000 EM
6 -0.42451908D+04 70.9246218 0.0164325 0.000 500.000 EM
7 -0.41795780D+04 65.6128106 0.0154558 0.933 499.067 EM
8 -0.41197479D+04 59.8300912 0.0143149 1.040 498.960 EM
9 -0.40728442D+04 46.9037309 0.0113851 1.008 498.992 EM
10 -0.40330482D+04 39.7959576 0.0097710 1.000 499.000 EM
11 -0.40001508D+04 32.8974157 0.0081570 1.000 499.000 EM
12 -0.39738726D+04 26.2782538 0.0065693 1.000 499.000 EM
13 -0.39533013D+04 20.5712769 0.0051766 1.000 499.000 EM
14 -0.39375433D+04 15.7579791 0.0039860 1.000 499.000 EM
15 -0.39257114D+04 11.8318662 0.0030049 1.000 499.000 EM
16 -0.39169838D+04 8.7276802 0.0022232 1.000 499.000 EM
17 -0.39106448D+04 6.3389812 0.0016183 1.000 499.000 EM
18 -0.39061020D+04 4.5427945 0.0011616 1.000 499.000 EM
19 -0.39028837D+04 3.2182569 0.0008239 1.000 499.000 EM
20 -0.39006262D+04 2.2574913 0.0005784 1.000 499.000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 32
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.95445765D+04 0.0000000 0.0000000 101.355 398.645 EM
2 -0.86170149D+04 927.5615538 0.0971821 62.361 437.639 FS
3 -0.83455982D+04 271.4166991 0.0314978 49.507 450.493 FS
4 -0.79270724D+04 418.5258337 0.0501493 47.071 452.929 FS
5 -0.74650064D+04 462.0659990 0.0582896 49.987 450.013 FS
6 -0.62449800D+04 1220.0263636 0.1634327 48.053 451.947 EM
7 -0.58461515D+04 398.8285285 0.0638639 46.006 453.994 FS
8 -0.54071673D+04 438.9841722 0.0750894 42.762 457.238 EM
9 -0.51076279D+04 299.5394173 0.0553967 41.328 458.672 EM
10 -0.48632881D+04 244.3398383 0.0478382 39.910 460.090 EM
11 -0.46734859D+04 189.8021809 0.0390275 38.127 461.873 EM
12 -0.45168701D+04 156.6158058 0.0335116 35.986 464.014 EM
13 -0.43971362D+04 119.7339058 0.0265082 33.141 466.859 EM
14 -0.43146604D+04 82.4757496 0.0187567 30.258 469.742 EM
15 -0.42541632D+04 60.4972882 0.0140213 27.470 472.530 EM
16 -0.42011435D+04 53.0196367 0.0124630 25.075 474.925 EM
17 -0.41603977D+04 40.7458310 0.0096987 23.512 476.488 EM
18 -0.41254719D+04 34.9258037 0.0083948 22.376 477.624 EM
19 -0.40948116D+04 30.6602481 0.0074319 21.525 478.475 EM
20 -0.40675905D+04 27.2211750 0.0066477 20.873 479.127 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.62432492D+04 0.0000000 0.0000000 386.312 113.688 EM
2 -0.56461039D+04 597.1452625 0.0956466 379.257 120.743 FS
3 -0.54026859D+04 243.4180629 0.0431126 357.083 142.917 FS
4 -0.52332262D+04 169.4596253 0.0313658 346.430 153.570 FS
5 -0.46365507D+04 596.6755684 0.1140168 355.961 144.039 EM
6 -0.45616646D+04 74.8860936 0.0161513 363.473 136.527 EM
7 -0.45234350D+04 38.2296305 0.0083806 370.849 129.151 EM
8 -0.44879862D+04 35.4487142 0.0078367 377.902 122.098 EM
9 -0.44524070D+04 35.5792495 0.0079277 385.098 114.902 EM
10 -0.44159645D+04 36.4425002 0.0081849 392.122 107.878 EM
11 -0.43813761D+04 34.5884022 0.0078326 398.123 101.877 EM
12 -0.43476654D+04 33.7107166 0.0076941 403.283 96.717 EM
13 -0.43148587D+04 32.8067017 0.0075458 407.704 92.296 EM
14 -0.42829946D+04 31.8640762 0.0073847 411.499 88.501 EM
15 -0.42522276D+04 30.7669445 0.0071835 414.768 85.232 EM
16 -0.42227298D+04 29.4978421 0.0069370 417.586 82.414 EM
17 -0.41946518D+04 28.0780146 0.0066493 420.017 79.983 EM
18 -0.41681132D+04 26.5385503 0.0063268 422.114 77.886 EM
19 -0.41431999D+04 24.9133181 0.0059771 423.924 76.076 EM
20 -0.41199684D+04 23.2315342 0.0056071 425.487 74.513 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 34
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.65064696D+04 0.0000000 0.0000000 138.327 361.673 EM
2 -0.60081724D+04 498.2972884 0.0765849 142.662 357.338 FS
3 -0.56940155D+04 314.1568660 0.0522883 142.868 357.132 FS
4 -0.46705385D+04 1023.4769456 0.1797461 160.569 339.431 EM
5 -0.44831054D+04 187.4331236 0.0401309 203.076 296.924 FS
6 -0.40993850D+04 383.7204608 0.0855926 187.897 312.103 FS
7 -0.40052809D+04 94.1040421 0.0229556 172.873 327.127 FS
8 -0.39604215D+04 44.8594000 0.0112001 175.980 324.020 FS
9 -0.39279761D+04 32.4453869 0.0081924 173.630 326.370 FS
10 -0.39028079D+04 25.1682526 0.0064074 171.376 328.624 FS
11 -0.38923996D+04 10.4082599 0.0026669 171.323 328.677 FS
12 -0.38832372D+04 9.1624106 0.0023539 188.383 311.617 FS
13 -0.38820983D+04 1.1388715 0.0002933 177.778 322.222 FS
14 -0.38816619D+04 0.4364624 0.0001124 192.599 307.401 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 35
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.64767316D+04 0.0000000 0.0000000 202.499 297.501 EM
2 -0.61835636D+04 293.1680176 0.0452648 192.394 307.606 FS
3 -0.59136830D+04 269.8806113 0.0436448 15.181 484.819 FS
4 -0.56062951D+04 307.3878743 0.0519791 0.000 500.000 FS
5 -0.50511932D+04 555.1019413 0.0990140 0.001 499.999 EM
6 -0.49912705D+04 59.9227472 0.0118631 0.002 499.998 EM
7 -0.49322537D+04 59.0167997 0.0118240 0.164 499.836 EM
8 -0.48722818D+04 59.9718537 0.0121591 0.182 499.818 EM
9 -0.48107882D+04 61.4936514 0.0126211 0.693 499.307 EM
10 -0.47485515D+04 62.2366341 0.0129369 1.334 498.666 EM
11 -0.46871149D+04 61.4365910 0.0129380 1.745 498.255 EM
12 -0.46265178D+04 60.5971466 0.0129285 2.726 497.274 EM
13 -0.45677454D+04 58.7723416 0.0127034 3.090 496.910 EM
14 -0.45108901D+04 56.8553421 0.0124471 3.436 496.564 EM
15 -0.44560620D+04 54.8281423 0.0121546 3.899 496.101 EM
16 -0.44037913D+04 52.2706912 0.0117302 4.347 495.653 EM
17 -0.43543799D+04 49.4113307 0.0112202 4.780 495.220 EM
18 -0.43078347D+04 46.5452403 0.0106893 5.182 494.818 EM
19 -0.42643483D+04 43.4864062 0.0100947 5.550 494.450 EM
20 -0.42239024D+04 40.4458942 0.0094847 5.883 494.117 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 36
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.16523380D+05 0.0000000 0.0000000 9.885 490.115 EM
2 -0.13227784D+05 3295.5957582 0.1994505 7.157 492.843 FS
3 -0.12827986D+05 399.7982118 0.0302241 5.660 494.340 FS
4 -0.12421052D+05 406.9346159 0.0317224 5.125 494.875 FS
5 -0.12016691D+05 404.3606250 0.0325545 5.285 494.715 FS
6 -0.11615942D+05 400.7489180 0.0333494 7.598 492.402 FS
7 -0.11214403D+05 401.5387685 0.0345679 12.090 487.910 FS
8 -0.10821088D+05 393.3156615 0.0350724 15.731 484.269 FS
9 -0.10433996D+05 387.0914061 0.0357720 18.573 481.427 FS
10 -0.10051152D+05 382.8442846 0.0366920 22.063 477.937 FS
11 -0.96720646D+04 379.0872693 0.0377158 25.096 474.904 FS
12 -0.93002830D+04 371.7815642 0.0384387 27.295 472.705 FS
13 -0.89339466D+04 366.3363911 0.0393898 29.102 470.898 FS
14 -0.85758734D+04 358.0731637 0.0400801 30.520 469.480 FS
15 -0.82276674D+04 348.2060157 0.0406030 31.549 468.451 FS
16 -0.78926622D+04 335.0052525 0.0407169 32.329 467.671 FS
17 -0.75742759D+04 318.3862867 0.0403395 32.628 467.372 FS
18 -0.72765957D+04 297.6802435 0.0393015 32.664 467.336 FS
19 -0.70014765D+04 275.1191069 0.0378088 32.231 467.769 FS
20 -0.67486793D+04 252.7972736 0.0361063 31.575 468.425 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 37
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.26226603D+05 0.0000000 0.0000000 124.214 375.786 EM
2 -0.12043508D+05 ************ 0.5407904 105.832 394.168 FS
3 -0.11276276D+05 767.2312036 0.0637050 105.108 394.892 FS
4 -0.10916489D+05 359.7872599 0.0319066 92.604 407.396 FS
5 -0.10607514D+05 308.9749616 0.0283035 101.031 398.969 FS
6 -0.10323045D+05 284.4688854 0.0268177 103.574 396.426 FS
7 -0.10060594D+05 262.4509584 0.0254238 106.199 393.801 FS
8 -0.98187710D+04 241.8232979 0.0240367 106.658 393.342 FS
9 -0.95948709D+04 223.9000744 0.0228033 109.356 390.644 FS
10 -0.93824459D+04 212.4250138 0.0221394 109.506 390.494 FS
11 -0.91754482D+04 206.9976600 0.0220622 111.923 388.077 FS
12 -0.89906293D+04 184.8189079 0.0201428 106.389 393.611 FS
13 -0.87993232D+04 191.3061452 0.0212784 110.514 389.486 FS
14 -0.86209576D+04 178.3655303 0.0202704 109.767 390.233 FS
15 -0.84395006D+04 181.4570060 0.0210484 112.993 387.007 FS
16 -0.82673195D+04 172.1810870 0.0204018 109.993 390.007 FS
17 -0.81057251D+04 161.5944147 0.0195462 114.494 385.506 FS
18 -0.79465214D+04 159.2037508 0.0196409 106.678 393.322 FS
19 -0.77547021D+04 191.8192795 0.0241388 113.339 386.661 FS
20 -0.75897570D+04 164.9451093 0.0212703 110.249 389.751 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 38
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.85016998D+04 0.0000000 0.0000000 365.459 134.541 EM
2 -0.72857798D+04 1215.9199969 0.1430208 355.466 144.534 FS
3 -0.69071833D+04 378.5964746 0.0519638 303.608 196.392 FS
4 -0.65142850D+04 392.8983667 0.0568826 278.132 221.868 FS
5 -0.48879368D+04 1626.3481920 0.2496587 235.255 264.745 EM
6 -0.46227237D+04 265.2130631 0.0542587 195.670 304.330 FS
7 -0.43328527D+04 289.8710558 0.0627057 137.995 362.005 FS
8 -0.42716915D+04 61.1611066 0.0141157 156.840 343.160 FS
9 -0.40830732D+04 188.6183011 0.0441554 186.014 313.986 FS
10 -0.39905259D+04 92.5473097 0.0226661 191.873 308.127 FS
11 -0.39516723D+04 38.8536415 0.0097365 199.996 300.004 FS
12 -0.39230811D+04 28.5911757 0.0072352 208.679 291.321 FS
13 -0.39011046D+04 21.9764714 0.0056018 219.796 280.204 FS
14 -0.38958148D+04 5.2898794 0.0013560 219.489 280.511 EM
15 -0.38932385D+04 2.5762847 0.0006613 219.173 280.827 EM
16 -0.38915745D+04 1.6639729 0.0004274 218.902 281.098 EM
17 -0.38902993D+04 1.2751762 0.0003277 218.626 281.374 EM
18 -0.38892860D+04 1.0133412 0.0002605 218.344 281.656 EM
19 -0.38884622D+04 0.8237823 0.0002118 218.050 281.950 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 39
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.54784847D+04 0.0000000 0.0000000 238.657 261.343 EM
2 -0.50099650D+04 468.5197263 0.0855199 226.589 273.411 FS
3 -0.46836557D+04 326.3093394 0.0651321 115.042 384.958 FS
4 -0.43756528D+04 308.0028882 0.0657612 118.974 381.026 EM
5 -0.42698433D+04 105.8094746 0.0241814 127.800 372.200 EM
6 -0.41987698D+04 71.0735272 0.0166455 132.844 367.156 EM
7 -0.41462364D+04 52.5333518 0.0125116 135.183 364.817 EM
8 -0.41049780D+04 41.2584473 0.0099508 135.992 364.008 EM
9 -0.40708376D+04 34.1404060 0.0083168 136.009 363.991 EM
10 -0.40417206D+04 29.1170009 0.0071526 135.647 364.353 EM
11 -0.40166264D+04 25.0941717 0.0062088 135.117 364.883 EM
12 -0.39950254D+04 21.6010231 0.0053779 134.524 365.476 EM
13 -0.39765568D+04 18.4685168 0.0046229 133.919 366.081 EM
14 -0.39609062D+04 15.6506323 0.0039357 133.333 366.667 EM
15 -0.39477655D+04 13.1407162 0.0033176 132.788 367.212 EM
16 -0.39368286D+04 10.9368735 0.0027704 132.299 367.701 EM
17 -0.39277983D+04 9.0303604 0.0022938 131.878 368.122 EM
18 -0.39203944D+04 7.4038999 0.0018850 131.533 368.467 EM
19 -0.39143607D+04 6.0336675 0.0015390 131.271 368.729 EM
20 -0.39094686D+04 4.8921305 0.0012498 131.096 368.904 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 40
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.53711550D+04 0.0000000 0.0000000 498.448 1.552 EM
2 -0.51320795D+04 239.0754791 0.0445110 499.990 0.010 FS
3 -0.49044042D+04 227.6753298 0.0443632 500.000 0.000 FS
4 -0.48090637D+04 95.3404071 0.0194398 500.000 0.000 FS
5 -0.44953601D+04 313.7036897 0.0652318 500.000 0.000 FS
6 -0.43196100D+04 175.7500749 0.0390959 500.000 0.000 FS
7 -0.42149169D+04 104.6930638 0.0242367 500.000 0.000 FS
8 -0.41528040D+04 62.1129111 0.0147364 500.000 0.000 FS
9 -0.41155565D+04 37.2475475 0.0089693 500.000 0.000 FS
10 -0.40911545D+04 24.4020089 0.0059292 500.000 0.000 FS
11 -0.40688297D+04 22.3247288 0.0054568 500.000 0.000 FS
12 -0.40457191D+04 23.1105818 0.0056799 500.000 0.000 FS
13 -0.40220931D+04 23.6260820 0.0058398 500.000 0.000 FS
14 -0.39893651D+04 32.7280053 0.0081371 500.000 0.000 FS
15 -0.39726393D+04 16.7257132 0.0041926 500.000 0.000 FS
16 -0.39583971D+04 14.2422361 0.0035851 500.000 0.000 FS
17 -0.39451885D+04 13.2085797 0.0033369 500.000 0.000 FS
18 -0.39330784D+04 12.1101076 0.0030696 500.000 0.000 FS
19 -0.39221297D+04 10.9487626 0.0027838 500.000 0.000 FS
20 -0.39124766D+04 9.6530599 0.0024612 500.000 0.000 FS
FINAL STAGE ITERATIONS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.61327779D+04 0.0000000 0.0000000 279.744 220.256 EM
2 -0.58624183D+04 270.3596170 0.0440844 286.316 213.684 FS
3 -0.55288853D+04 333.5329778 0.0568934 290.636 209.364 FS
4 -0.51900330D+04 338.8522854 0.0612876 297.091 202.909 FS
5 -0.48910176D+04 299.0154422 0.0576134 300.567 199.433 FS
6 -0.46317437D+04 259.2738830 0.0530102 304.055 195.945 FS
7 -0.44118679D+04 219.8757920 0.0474715 306.351 193.649 FS
8 -0.42314212D+04 180.4466427 0.0409003 308.551 191.449 FS
9 -0.40835410D+04 147.8802941 0.0349481 309.900 190.100 FS
10 -0.39745622D+04 108.9788009 0.0266873 308.658 191.342 FS
11 -0.39117435D+04 62.8186272 0.0158052 304.248 195.752 FS
12 -0.38843003D+04 27.4431980 0.0070156 301.349 198.651 FS
13 -0.38814601D+04 2.8402393 0.0007312 317.474 182.526 FS
14 -0.38813427D+04 0.1173832 0.0000302 316.734 183.266 FS
15 -0.38812964D+04 0.0463169 0.0000119 317.173 182.827 FS
16 -0.38812640D+04 0.0324311 0.0000084 315.712 184.288 FS
17 -0.38812421D+04 0.0218976 0.0000056 316.401 183.599 FS
18 -0.38812283D+04 0.0137894 0.0000036 314.913 185.087 FS
19 -0.38812198D+04 0.0084531 0.0000022 315.942 184.058 FS
20 -0.38812149D+04 0.0049650 0.0000013 314.505 185.495 FS
21 -0.38812120D+04 0.0028907 0.0000007 315.715 184.285 FS
22 -0.38812103D+04 0.0016283 0.0000004 314.291 185.709 FS
23 -0.38812094D+04 0.0008916 0.0000002 315.612 184.388 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 24
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.48052687D+04 0.0000000 0.0000000 216.556 283.444 EM
2 -0.44784182D+04 326.8504880 0.0680192 229.158 270.842 FS
3 -0.42756545D+04 202.7637228 0.0452757 210.394 289.606 FS
4 -0.41697581D+04 105.8963036 0.0247673 179.604 320.396 FS
5 -0.40425859D+04 127.1722490 0.0304987 194.751 305.249 FS
6 -0.39800172D+04 62.5687025 0.0154774 194.873 305.127 FS
7 -0.39340124D+04 46.0048397 0.0115590 191.927 308.073 FS
8 -0.39094445D+04 24.5678274 0.0062450 191.474 308.526 FS
9 -0.38993751D+04 10.0694307 0.0025757 194.601 305.399 FS
10 -0.38820786D+04 17.2964539 0.0044357 194.359 305.641 EM
11 -0.38814080D+04 0.6706220 0.0001727 181.874 318.126 FS
12 -0.38813729D+04 0.0351617 0.0000091 189.092 310.908 FS
13 -0.38812457D+04 0.1271923 0.0000328 188.802 311.198 EM
14 -0.38812311D+04 0.0145400 0.0000037 188.524 311.476 EM
15 -0.38812242D+04 0.0069045 0.0000018 188.272 311.728 EM
16 -0.38812201D+04 0.0040939 0.0000011 188.041 311.959 EM
17 -0.38812173D+04 0.0028360 0.0000007 187.830 312.170 EM
18 -0.38812151D+04 0.0021569 0.0000006 187.636 312.364 EM
19 -0.38812134D+04 0.0017225 0.0000004 187.458 312.542 EM
20 -0.38812120D+04 0.0014103 0.0000004 187.293 312.707 EM
21 -0.38812108D+04 0.0011704 0.0000003 187.141 312.859 EM
22 -0.38812099D+04 0.0009792 0.0000003 187.001 312.999 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 34
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.65064696D+04 0.0000000 0.0000000 138.327 361.673 EM
2 -0.60081724D+04 498.2972884 0.0765849 142.662 357.338 FS
3 -0.56940155D+04 314.1568660 0.0522883 142.868 357.132 FS
4 -0.46705385D+04 1023.4769456 0.1797461 160.569 339.431 EM
5 -0.44831054D+04 187.4331236 0.0401309 203.076 296.924 FS
6 -0.40993850D+04 383.7204608 0.0855926 187.897 312.103 FS
7 -0.40052809D+04 94.1040421 0.0229556 172.873 327.127 FS
8 -0.39604215D+04 44.8594000 0.0112001 175.980 324.020 FS
9 -0.39279761D+04 32.4453869 0.0081924 173.630 326.370 FS
10 -0.39028079D+04 25.1682526 0.0064074 171.376 328.624 FS
11 -0.38923996D+04 10.4082599 0.0026669 171.323 328.677 FS
12 -0.38832372D+04 9.1624106 0.0023539 188.383 311.617 FS
13 -0.38820983D+04 1.1388715 0.0002933 177.778 322.222 FS
14 -0.38816619D+04 0.4364624 0.0001124 192.599 307.401 FS
15 -0.38813873D+04 0.2745379 0.0000707 178.599 321.401 FS
16 -0.38813670D+04 0.0202991 0.0000052 190.340 309.660 FS
17 -0.38813538D+04 0.0132568 0.0000034 179.761 320.239 FS
18 -0.38813499D+04 0.0038608 0.0000010 189.616 310.384 FS
19 -0.38813486D+04 0.0013102 0.0000003 180.243 319.757 FS
20 -0.38813452D+04 0.0033900 0.0000009 189.333 310.667 FS
21 -0.38812343D+04 0.1109544 0.0000286 189.044 310.956 EM
22 -0.38812238D+04 0.0105078 0.0000027 188.766 311.234 EM
23 -0.38812190D+04 0.0047597 0.0000012 188.512 311.488 EM
24 -0.38812162D+04 0.0027545 0.0000007 188.279 311.721 EM
25 -0.38812143D+04 0.0019098 0.0000005 188.064 311.936 EM
26 -0.38812129D+04 0.0014765 0.0000004 187.866 312.134 EM
27 -0.38812117D+04 0.0012052 0.0000003 187.682 312.318 EM
28 -0.38812106D+04 0.0010092 0.0000003 187.512 312.488 EM
29 -0.38812098D+04 0.0008557 0.0000002 187.354 312.646 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.58345811D+04 0.0000000 0.0000000 137.107 362.893 EM
2 -0.54608435D+04 373.7375708 0.0640556 135.627 364.373 FS
3 -0.51660623D+04 294.7812587 0.0539809 135.100 364.900 FS
4 -0.50223405D+04 143.7218048 0.0278204 141.427 358.573 FS
5 -0.48028641D+04 219.4764114 0.0437000 151.301 348.699 FS
6 -0.46300585D+04 172.8055660 0.0359797 160.855 339.145 FS
7 -0.44877237D+04 142.3347609 0.0307415 165.743 334.257 FS
8 -0.43673993D+04 120.3244336 0.0268119 169.776 330.224 FS
9 -0.42634888D+04 103.9104992 0.0237923 175.672 324.328 FS
10 -0.41698629D+04 93.6259208 0.0219599 182.097 317.903 FS
11 -0.40849960D+04 84.8669415 0.0203525 190.765 309.235 FS
12 -0.40192792D+04 65.7168000 0.0160874 199.075 300.925 FS
13 -0.39690674D+04 50.2117698 0.0124927 205.979 294.021 FS
14 -0.39307042D+04 38.3632020 0.0096655 215.176 284.824 FS
15 -0.39055880D+04 25.1162072 0.0063897 229.339 270.661 FS
16 -0.38943831D+04 11.2048427 0.0028689 252.600 247.400 FS
17 -0.38927352D+04 1.6479099 0.0004232 350.459 149.541 FS
18 -0.38869500D+04 5.7852466 0.0014862 379.378 120.622 FS
19 -0.38855601D+04 1.3898555 0.0003576 375.942 124.058 EM
20 -0.38850908D+04 0.4692751 0.0001208 372.408 127.592 EM
21 -0.38846862D+04 0.4046206 0.0001041 368.882 131.118 EM
22 -0.38843110D+04 0.3751952 0.0000966 365.418 134.582 EM
23 -0.38839648D+04 0.3462700 0.0000891 362.053 137.947 EM
24 -0.38836494D+04 0.3154061 0.0000812 358.818 141.182 EM
25 -0.38833654D+04 0.2839258 0.0000731 355.732 144.268 EM
26 -0.38831122D+04 0.2532712 0.0000652 352.810 147.190 EM
27 -0.38828877D+04 0.2244182 0.0000578 350.058 149.942 EM
28 -0.38826898D+04 0.1978939 0.0000510 347.478 152.522 EM
29 -0.38825159D+04 0.1739051 0.0000448 345.068 154.932 EM
30 -0.38823635D+04 0.1524572 0.0000393 342.822 157.178 EM
31 -0.38822300D+04 0.1334386 0.0000344 340.735 159.265 EM
32 -0.38821134D+04 0.1166761 0.0000301 338.798 161.202 EM
33 -0.38820114D+04 0.1019685 0.0000263 337.002 162.998 EM
34 -0.38819223D+04 0.0891071 0.0000230 335.340 164.660 EM
35 -0.38818444D+04 0.0778882 0.0000201 333.802 166.198 EM
36 -0.38817763D+04 0.0681195 0.0000175 332.380 167.620 EM
37 -0.38817167D+04 0.0596246 0.0000154 331.065 168.935 EM
38 -0.38816644D+04 0.0522433 0.0000135 329.851 170.149 EM
39 -0.38816186D+04 0.0458327 0.0000118 328.728 171.272 EM
40 -0.38815783D+04 0.0402661 0.0000104 327.691 172.309 EM
41 -0.38815429D+04 0.0354322 0.0000091 326.733 173.267 EM
42 -0.38815116D+04 0.0312333 0.0000080 325.848 174.152 EM
43 -0.38814841D+04 0.0275844 0.0000071 325.030 174.970 EM
44 -0.38814597D+04 0.0244115 0.0000063 324.275 175.725 EM
45 -0.38814380D+04 0.0216506 0.0000056 323.576 176.424 EM
46 -0.38814188D+04 0.0192460 0.0000050 322.931 177.069 EM
47 -0.38814016D+04 0.0171497 0.0000044 322.334 177.666 EM
48 -0.38813863D+04 0.0153201 0.0000039 321.782 178.218 EM
49 -0.38813726D+04 0.0137214 0.0000035 321.272 178.728 EM
50 -0.38813602D+04 0.0123225 0.0000032 320.800 179.200 EM
51 -0.38813491D+04 0.0110966 0.0000029 320.364 179.636 EM
52 -0.38813391D+04 0.0100207 0.0000026 319.960 180.040 EM
53 -0.38813301D+04 0.0090747 0.0000023 319.587 180.413 EM
54 -0.38813218D+04 0.0082414 0.0000021 319.241 180.759 EM
55 -0.38813143D+04 0.0075059 0.0000019 318.921 181.079 EM
56 -0.38813074D+04 0.0068553 0.0000018 318.625 181.375 EM
57 -0.38813012D+04 0.0062786 0.0000016 318.350 181.650 EM
58 -0.38812954D+04 0.0057661 0.0000015 318.096 181.904 EM
59 -0.38812901D+04 0.0053096 0.0000014 317.861 182.139 EM
60 -0.38812852D+04 0.0049018 0.0000013 317.643 182.357 EM
61 -0.38812807D+04 0.0045366 0.0000012 317.440 182.560 EM
62 -0.38812445D+04 0.0362032 0.0000093 313.060 186.940 FS
63 -0.38812284D+04 0.0160279 0.0000041 315.420 184.580 FS
64 -0.38812204D+04 0.0080119 0.0000021 313.420 186.580 FS
65 -0.38812158D+04 0.0045684 0.0000012 315.507 184.493 FS
66 -0.38812137D+04 0.0021693 0.0000006 313.562 186.438 FS
67 -0.38812126D+04 0.0011233 0.0000003 315.618 184.382 FS
68 -0.38812122D+04 0.0003600 0.0000001 313.629 186.371 FS
TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.45436393D+04 0.0000000 0.0000000 250.000 250.000 EM
2 -0.41718067D+04 371.8326015 0.0818359 347.126 152.874 FS
3 -0.39980434D+04 173.7633439 0.0416518 304.886 195.114 FS
4 -0.39448627D+04 53.1806364 0.0133017 305.353 194.647 EM
5 -0.39247469D+04 20.1158541 0.0050993 305.996 194.004 EM
6 -0.39143510D+04 10.3958619 0.0026488 306.639 193.361 EM
7 -0.39077105D+04 6.6404594 0.0016964 307.299 192.701 EM
8 -0.39028408D+04 4.8697968 0.0012462 307.968 192.032 EM
9 -0.38991044D+04 3.7363265 0.0009573 308.634 191.366 EM
10 -0.38961802D+04 2.9242498 0.0007500 309.280 190.720 EM
11 -0.38938490D+04 2.3312025 0.0005983 309.871 190.129 EM
12 -0.38919471D+04 1.9019025 0.0004884 310.341 189.659 EM
13 -0.38903394D+04 1.6076210 0.0004131 310.601 189.399 EM
14 -0.38889200D+04 1.4194152 0.0003649 310.567 189.433 EM
15 -0.38876442D+04 1.2758477 0.0003281 310.207 189.793 EM
16 -0.38865417D+04 1.1024895 0.0002836 309.545 190.455 EM
17 -0.38856520D+04 0.8896463 0.0002289 308.642 191.358 EM
18 -0.38849671D+04 0.6849447 0.0001763 307.565 192.435 EM
19 -0.38844461D+04 0.5210416 0.0001341 306.380 193.620 EM
20 -0.38840453D+04 0.4007389 0.0001032 305.147 194.853 EM
21 -0.38837305D+04 0.3148143 0.0000811 303.914 196.086 EM
22 -0.38834772D+04 0.2532654 0.0000652 302.719 197.281 EM
23 -0.38832689D+04 0.2083618 0.0000537 301.584 198.416 EM
24 -0.38830942D+04 0.1747305 0.0000450 300.526 199.474 EM
25 -0.38829453D+04 0.1488042 0.0000383 299.551 200.449 EM
26 -0.38828171D+04 0.1282636 0.0000330 298.661 201.339 EM
27 -0.38827055D+04 0.1116047 0.0000287 297.857 202.143 EM
28 -0.38826076D+04 0.0978380 0.0000252 297.135 202.865 EM
29 -0.38825213D+04 0.0862944 0.0000222 296.490 203.510 EM
30 -0.38824448D+04 0.0765058 0.0000197 295.919 204.081 EM
31 -0.38823767D+04 0.0681317 0.0000175 295.416 204.584 EM
32 -0.38823158D+04 0.0609165 0.0000157 294.976 205.024 EM
33 -0.38822611D+04 0.0546622 0.0000141 294.595 205.405 EM
34 -0.38822119D+04 0.0492125 0.0000127 294.266 205.734 EM
35 -0.38821675D+04 0.0444412 0.0000114 293.986 206.014 EM
36 -0.38821272D+04 0.0402458 0.0000104 293.750 206.250 EM
37 -0.38820907D+04 0.0365419 0.0000094 293.555 206.445 EM
38 -0.38820574D+04 0.0332592 0.0000086 293.396 206.604 EM
39 -0.38820271D+04 0.0303395 0.0000078 293.270 206.730 EM
40 -0.38819994D+04 0.0277336 0.0000071 293.175 206.825 EM
41 -0.38819740D+04 0.0254000 0.0000065 293.107 206.893 EM
42 -0.38819507D+04 0.0233040 0.0000060 293.063 206.937 EM
43 -0.38819292D+04 0.0214157 0.0000055 293.041 206.959 EM
44 -0.38819095D+04 0.0197100 0.0000051 293.039 206.961 EM
45 -0.38818914D+04 0.0181650 0.0000047 293.055 206.945 EM
46 -0.38818746D+04 0.0167624 0.0000043 293.087 206.913 EM
47 -0.38817111D+04 0.1634680 0.0000421 304.085 195.915 FS
48 -0.38816604D+04 0.0507371 0.0000131 298.808 201.192 FS
49 -0.38816336D+04 0.0267916 0.0000069 305.623 194.377 FS
50 -0.38816001D+04 0.0334785 0.0000086 303.770 196.230 FS
51 -0.38815495D+04 0.0506271 0.0000130 310.234 189.766 FS
52 -0.38814807D+04 0.0687888 0.0000177 308.604 191.396 FS
53 -0.38814029D+04 0.0778021 0.0000200 314.422 185.578 FS
54 -0.38813400D+04 0.0629317 0.0000162 311.256 188.744 FS
55 -0.38812933D+04 0.0466456 0.0000120 316.040 183.960 FS
56 -0.38812679D+04 0.0254350 0.0000066 312.000 188.000 FS
57 -0.38812517D+04 0.0161496 0.0000042 316.531 183.469 FS
58 -0.38812453D+04 0.0064170 0.0000017 312.212 187.788 FS
59 -0.38812416D+04 0.0037076 0.0000010 316.797 183.203 FS
60 -0.38812415D+04 0.0001295 0.0000000 312.303 187.697 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 38
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.85016998D+04 0.0000000 0.0000000 365.459 134.541 EM
2 -0.72857798D+04 1215.9199969 0.1430208 355.466 144.534 FS
3 -0.69071833D+04 378.5964746 0.0519638 303.608 196.392 FS
4 -0.65142850D+04 392.8983667 0.0568826 278.132 221.868 FS
5 -0.48879368D+04 1626.3481920 0.2496587 235.255 264.745 EM
6 -0.46227237D+04 265.2130631 0.0542587 195.670 304.330 FS
7 -0.43328527D+04 289.8710558 0.0627057 137.995 362.005 FS
8 -0.42716915D+04 61.1611066 0.0141157 156.840 343.160 FS
9 -0.40830732D+04 188.6183011 0.0441554 186.014 313.986 FS
10 -0.39905259D+04 92.5473097 0.0226661 191.873 308.127 FS
11 -0.39516723D+04 38.8536415 0.0097365 199.996 300.004 FS
12 -0.39230811D+04 28.5911757 0.0072352 208.679 291.321 FS
13 -0.39011046D+04 21.9764714 0.0056018 219.796 280.204 FS
14 -0.38958148D+04 5.2898794 0.0013560 219.489 280.511 EM
15 -0.38932385D+04 2.5762847 0.0006613 219.173 280.827 EM
16 -0.38915745D+04 1.6639729 0.0004274 218.902 281.098 EM
17 -0.38902993D+04 1.2751762 0.0003277 218.626 281.374 EM
18 -0.38892860D+04 1.0133412 0.0002605 218.344 281.656 EM
19 -0.38884622D+04 0.8237823 0.0002118 218.050 281.950 EM
20 -0.38877561D+04 0.7061237 0.0001816 217.724 282.276 EM
21 -0.38871366D+04 0.6194962 0.0001593 217.362 282.638 EM
22 -0.38865830D+04 0.5536291 0.0001424 216.967 283.033 EM
23 -0.38861012D+04 0.4817145 0.0001239 216.562 283.438 EM
24 -0.38856831D+04 0.4181477 0.0001076 216.158 283.842 EM
25 -0.38853131D+04 0.3700258 0.0000952 215.760 284.240 EM
26 -0.38849823D+04 0.3307815 0.0000851 215.366 284.634 EM
27 -0.38846841D+04 0.2981527 0.0000767 214.979 285.021 EM
28 -0.38844143D+04 0.2698019 0.0000695 214.599 285.401 EM
29 -0.38841700D+04 0.2443154 0.0000629 214.231 285.769 EM
30 -0.38839489D+04 0.2211468 0.0000569 213.874 286.126 EM
31 -0.38837487D+04 0.2001713 0.0000515 213.533 286.467 EM
32 -0.38835674D+04 0.1813243 0.0000467 213.206 286.794 EM
33 -0.38834029D+04 0.1644626 0.0000423 212.896 287.104 EM
34 -0.38832535D+04 0.1493783 0.0000385 212.602 287.398 EM
35 -0.38831177D+04 0.1358496 0.0000350 212.324 287.676 EM
36 -0.38829940D+04 0.1236763 0.0000318 212.063 287.937 EM
37 -0.38828813D+04 0.1126894 0.0000290 211.818 288.182 EM
38 -0.38827786D+04 0.1027493 0.0000265 211.589 288.411 EM
39 -0.38826848D+04 0.0937394 0.0000241 211.377 288.623 EM
40 -0.38825993D+04 0.0855602 0.0000220 211.180 288.820 EM
41 -0.38825211D+04 0.0781258 0.0000201 210.998 289.002 EM
42 -0.38824498D+04 0.0713617 0.0000184 210.832 289.168 EM
43 -0.38823846D+04 0.0652027 0.0000168 210.680 289.320 EM
44 -0.38823250D+04 0.0595916 0.0000153 210.542 289.458 EM
45 -0.38822705D+04 0.0544774 0.0000140 210.418 289.582 EM
46 -0.38822207D+04 0.0498151 0.0000128 210.307 289.693 EM
47 -0.38821751D+04 0.0455638 0.0000117 210.209 289.791 EM
48 -0.38821335D+04 0.0416869 0.0000107 210.122 289.878 EM
49 -0.38820953D+04 0.0381512 0.0000098 210.047 289.953 EM
50 -0.38820604D+04 0.0349263 0.0000090 209.983 290.017 EM
51 -0.38820284D+04 0.0319845 0.0000082 209.928 290.072 EM
52 -0.38819991D+04 0.0293009 0.0000075 209.884 290.116 EM
53 -0.38819722D+04 0.0268522 0.0000069 209.849 290.151 EM
54 -0.38819476D+04 0.0246177 0.0000063 209.823 290.177 EM
55 -0.38819250D+04 0.0225781 0.0000058 209.805 290.195 EM
56 -0.38819043D+04 0.0207160 0.0000053 209.794 290.206 EM
57 -0.38816881D+04 0.2162331 0.0000557 216.698 283.302 FS
58 -0.38816636D+04 0.0244931 0.0000063 215.702 284.298 FS
59 -0.38816602D+04 0.0033694 0.0000009 214.972 285.028 FS
60 -0.38816562D+04 0.0040731 0.0000010 215.098 284.902 EM
61 -0.38816557D+04 0.0004434 0.0000001 215.216 284.784 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 26
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.60337643D+04 0.0000000 0.0000000 288.469 211.531 EM
2 -0.55887267D+04 445.0376096 0.0737579 255.041 244.959 FS
3 -0.52772894D+04 311.4372201 0.0557260 227.107 272.893 FS
4 -0.49831303D+04 294.1591671 0.0557406 216.973 283.027 FS
5 -0.47991000D+04 184.0302276 0.0369306 214.121 285.879 FS
6 -0.44834764D+04 315.6236909 0.0657673 209.979 290.021 FS
7 -0.42840580D+04 199.4183873 0.0444785 204.221 295.779 FS
8 -0.41510035D+04 133.0544747 0.0310580 196.144 303.856 FS
9 -0.40639046D+04 87.0989207 0.0209826 184.575 315.425 FS
10 -0.39911095D+04 72.7950374 0.0179126 163.912 336.088 FS
11 -0.39444457D+04 46.6638672 0.0116920 138.543 361.457 FS
12 -0.39163988D+04 28.0468930 0.0071105 101.879 398.121 FS
13 -0.39030949D+04 13.3039160 0.0033970 71.986 428.014 FS
14 -0.38959420D+04 7.1528170 0.0018326 134.645 365.355 FS
15 -0.38896811D+04 6.2609417 0.0016070 131.749 368.251 FS
16 -0.38887122D+04 0.9688725 0.0002491 133.509 366.491 EM
17 -0.38882573D+04 0.4548999 0.0001170 135.232 364.768 EM
18 -0.38878975D+04 0.3598095 0.0000925 136.860 363.140 EM
19 -0.38875788D+04 0.3187556 0.0000820 138.434 361.566 EM
20 -0.38872836D+04 0.2951931 0.0000759 139.978 360.022 EM
21 -0.38870073D+04 0.2763102 0.0000711 141.506 358.494 EM
22 -0.38867491D+04 0.2581237 0.0000664 143.027 356.973 EM
23 -0.38865093D+04 0.2398215 0.0000617 144.542 355.458 EM
24 -0.38862877D+04 0.2216262 0.0000570 146.052 353.948 EM
25 -0.38860837D+04 0.2039958 0.0000525 147.556 352.444 EM
26 -0.38858964D+04 0.1873376 0.0000482 149.052 350.948 EM
27 -0.38857244D+04 0.1719289 0.0000442 150.542 349.458 EM
28 -0.38855665D+04 0.1579159 0.0000406 152.024 347.976 EM
29 -0.38854212D+04 0.1453409 0.0000374 153.498 346.502 EM
30 -0.38852870D+04 0.1341727 0.0000345 154.966 345.034 EM
31 -0.38851627D+04 0.1243325 0.0000320 156.427 343.573 EM
32 -0.38850470D+04 0.1157139 0.0000298 157.882 342.118 EM
33 -0.38849388D+04 0.1081971 0.0000278 159.332 340.668 EM
34 -0.38848371D+04 0.1016581 0.0000262 160.777 339.223 EM
35 -0.38847411D+04 0.0959753 0.0000247 162.218 337.782 EM
36 -0.38846501D+04 0.0910339 0.0000234 163.655 336.345 EM
37 -0.38845634D+04 0.0867283 0.0000223 165.088 334.912 EM
38 -0.38844804D+04 0.0829634 0.0000214 166.518 333.482 EM
39 -0.38844007D+04 0.0796550 0.0000205 167.944 332.056 EM
40 -0.38843240D+04 0.0767294 0.0000198 169.367 330.633 EM
41 -0.38842499D+04 0.0741234 0.0000191 170.787 329.213 EM
42 -0.38841781D+04 0.0717827 0.0000185 172.203 327.797 EM
43 -0.38841084D+04 0.0696616 0.0000179 173.614 326.386 EM
44 -0.38840407D+04 0.0677216 0.0000174 175.021 324.979 EM
45 -0.38839748D+04 0.0659309 0.0000170 176.423 323.577 EM
46 -0.38839105D+04 0.0642628 0.0000165 177.820 322.180 EM
47 -0.38838478D+04 0.0626955 0.0000161 179.210 320.790 EM
48 -0.38837866D+04 0.0612111 0.0000158 180.595 319.405 EM
49 -0.38837268D+04 0.0597951 0.0000154 181.973 318.027 EM
50 -0.38836684D+04 0.0584358 0.0000150 183.343 316.657 EM
51 -0.38836113D+04 0.0571233 0.0000147 184.705 315.295 EM
52 -0.38835554D+04 0.0558501 0.0000144 186.060 313.940 EM
53 -0.38835008D+04 0.0546099 0.0000141 187.405 312.595 EM
54 -0.38834474D+04 0.0533978 0.0000137 188.741 311.259 EM
55 -0.38833952D+04 0.0522101 0.0000134 190.067 309.933 EM
56 -0.38833442D+04 0.0510435 0.0000131 191.384 308.616 EM
57 -0.38832943D+04 0.0498956 0.0000128 192.689 307.311 EM
58 -0.38832455D+04 0.0487648 0.0000126 193.983 306.017 EM
59 -0.38832309D+04 0.0146262 0.0000038 277.869 222.131 FS
60 -0.38820250D+04 1.2058761 0.0003105 246.358 253.642 FS
61 -0.38819014D+04 0.1235435 0.0000318 247.437 252.563 EM
62 -0.38818667D+04 0.0347393 0.0000089 248.442 251.558 EM
63 -0.38818390D+04 0.0276701 0.0000071 249.373 250.627 EM
64 -0.38818164D+04 0.0226323 0.0000058 250.239 249.761 EM
65 -0.38817977D+04 0.0187101 0.0000048 251.046 248.954 EM
66 -0.38817821D+04 0.0155872 0.0000040 251.801 248.199 EM
67 -0.38817690D+04 0.0130730 0.0000034 252.509 247.491 EM
68 -0.38817580D+04 0.0110355 0.0000028 253.174 246.826 EM
69 -0.38817486D+04 0.0093766 0.0000024 253.800 246.200 EM
70 -0.38817406D+04 0.0080205 0.0000021 254.392 245.608 EM
71 -0.38817337D+04 0.0069079 0.0000018 254.951 245.049 EM
72 -0.38817277D+04 0.0059914 0.0000015 255.482 244.518 EM
73 -0.38817225D+04 0.0052336 0.0000013 255.986 244.014 EM
74 -0.38816762D+04 0.0462755 0.0000119 266.822 233.178 QN
75 -0.38816714D+04 0.0047952 0.0000012 266.852 233.148 EM
76 -0.38816695D+04 0.0019104 0.0000005 266.897 233.103 EM
77 -0.38816680D+04 0.0014547 0.0000004 266.958 233.042 EM
78 -0.38816669D+04 0.0011813 0.0000003 267.031 232.969 EM
79 -0.38816659D+04 0.0009976 0.0000003 267.115 232.885 EM
80 -0.38816650D+04 0.0008667 0.0000002 267.206 232.794 EM
81 -0.38816642D+04 0.0007693 0.0000002 267.305 232.695 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.70898791D+04 0.0000000 0.0000000 174.431 325.569 EM
2 -0.66814805D+04 408.3985121 0.0576030 159.001 340.999 FS
3 -0.63477113D+04 333.7692122 0.0499544 149.477 350.523 FS
4 -0.60212945D+04 326.4168053 0.0514228 142.515 357.485 FS
5 -0.56610698D+04 360.2246819 0.0598251 134.345 365.655 FS
6 -0.53598780D+04 301.1918605 0.0532041 123.024 376.976 FS
7 -0.51027709D+04 257.1070877 0.0479688 115.788 384.212 FS
8 -0.48745807D+04 228.1901539 0.0447189 112.470 387.530 FS
9 -0.46852141D+04 189.3666930 0.0388478 109.676 390.324 FS
10 -0.45280033D+04 157.2107444 0.0335547 111.064 388.936 FS
11 -0.44025714D+04 125.4318917 0.0277014 117.164 382.836 FS
12 -0.43004876D+04 102.0837728 0.0231873 115.966 384.034 FS
13 -0.42185556D+04 81.9320058 0.0190518 106.694 393.306 FS
14 -0.41524129D+04 66.1427638 0.0156790 104.831 395.169 FS
15 -0.40948518D+04 57.5610782 0.0138621 108.375 391.625 FS
16 -0.40397396D+04 55.1121596 0.0134589 117.746 382.254 FS
17 -0.39887132D+04 51.0263982 0.0126311 126.398 373.602 FS
18 -0.39440198D+04 44.6934556 0.0112050 130.106 369.894 FS
19 -0.38948741D+04 49.1456674 0.0124608 130.317 369.683 EM
20 -0.38900920D+04 4.7821249 0.0012278 130.726 369.274 EM
21 -0.38889980D+04 1.0940248 0.0002812 131.164 368.836 EM
22 -0.38883031D+04 0.6948271 0.0001787 131.625 368.375 EM
23 -0.38877862D+04 0.5169216 0.0001329 132.114 367.886 EM
24 -0.38873868D+04 0.3994331 0.0001027 132.637 367.363 EM
25 -0.38870665D+04 0.3202720 0.0000824 133.201 366.799 EM
26 -0.38867982D+04 0.2682707 0.0000690 133.813 366.187 EM
27 -0.38865624D+04 0.2358205 0.0000607 134.481 365.519 EM
28 -0.38863454D+04 0.2170541 0.0000558 135.209 364.791 EM
29 -0.38861385D+04 0.2068830 0.0000532 135.998 364.002 EM
30 -0.38859378D+04 0.2006698 0.0000516 136.846 363.154 EM
31 -0.38857433D+04 0.1945324 0.0000501 137.742 362.258 EM
32 -0.38855573D+04 0.1859737 0.0000479 138.673 361.327 EM
33 -0.38853831D+04 0.1742366 0.0000448 139.623 360.377 EM
34 -0.38852231D+04 0.1599901 0.0000412 140.578 359.422 EM
35 -0.38850785D+04 0.1445614 0.0000372 141.524 358.476 EM
36 -0.38849493D+04 0.1292318 0.0000333 142.452 357.548 EM
37 -0.38848344D+04 0.1148914 0.0000296 143.356 356.644 EM
38 -0.38847324D+04 0.1020057 0.0000263 144.233 355.767 EM
39 -0.38846417D+04 0.0907253 0.0000234 145.079 354.921 EM
40 -0.38845607D+04 0.0810143 0.0000209 145.895 354.105 EM
41 -0.38844879D+04 0.0727470 0.0000187 146.682 353.318 EM
42 -0.38844221D+04 0.0657673 0.0000169 147.441 352.559 EM
43 -0.38843622D+04 0.0599222 0.0000154 148.173 351.827 EM
44 -0.38843071D+04 0.0550765 0.0000142 148.882 351.118 EM
45 -0.38842560D+04 0.0511204 0.0000132 149.569 350.431 EM
46 -0.38842080D+04 0.0479709 0.0000124 150.238 349.762 EM
47 -0.38841625D+04 0.0455735 0.0000117 150.891 349.109 EM
48 -0.38841186D+04 0.0439023 0.0000113 151.532 348.468 EM
49 -0.38840756D+04 0.0429625 0.0000111 152.165 347.835 EM
50 -0.38840328D+04 0.0427946 0.0000110 152.794 347.206 EM
51 -0.38839893D+04 0.0434812 0.0000112 153.423 346.577 EM
52 -0.38839442D+04 0.0451580 0.0000116 154.059 345.941 EM
53 -0.38838961D+04 0.0480294 0.0000124 154.707 345.293 EM
54 -0.38838438D+04 0.0523874 0.0000135 155.375 344.625 EM
55 -0.38837851D+04 0.0586329 0.0000151 156.072 343.928 EM
56 -0.38837178D+04 0.0672822 0.0000173 156.808 343.192 EM
57 -0.38836389D+04 0.0789261 0.0000203 157.596 342.404 EM
58 -0.38835449D+04 0.0940626 0.0000242 158.447 341.553 EM
59 -0.38834322D+04 0.1126849 0.0000290 159.372 340.628 EM
60 -0.38832986D+04 0.1335692 0.0000344 160.376 339.624 EM
61 -0.38831450D+04 0.1536108 0.0000396 161.457 338.543 EM
62 -0.38829768D+04 0.1682284 0.0000433 162.599 337.401 EM
63 -0.38818912D+04 1.0855458 0.0002796 179.127 320.873 FS
64 -0.38815502D+04 0.3409714 0.0000878 177.988 322.012 FS
65 -0.38814572D+04 0.0930486 0.0000240 181.714 318.286 FS
66 -0.38813966D+04 0.0605873 0.0000156 181.153 318.847 FS
67 -0.38813457D+04 0.0509080 0.0000131 182.639 317.361 FS
68 -0.38813012D+04 0.0444554 0.0000115 182.799 317.201 FS
69 -0.38812670D+04 0.0342362 0.0000088 183.791 316.209 FS
70 -0.38812430D+04 0.0240133 0.0000062 183.906 316.094 FS
71 -0.38812275D+04 0.0154590 0.0000040 184.559 315.441 FS
72 -0.38812180D+04 0.0095491 0.0000025 184.496 315.504 FS
73 -0.38812123D+04 0.0056699 0.0000015 184.962 315.038 FS
74 -0.38812090D+04 0.0033276 0.0000009 184.785 315.215 FS
75 -0.38812071D+04 0.0019114 0.0000005 185.168 314.832 FS
76 -0.38812060D+04 0.0010996 0.0000003 184.927 315.073 FS
77 -0.38812054D+04 0.0006206 0.0000002 185.277 314.723 FS
Beginning Time: 23:10:27
Ending Time: 23:11:08
Elapsed Time: 00:00:41
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) 1998-2012 Muthen & Muthen
Back to examples