Mplus VERSION 7.3
MUTHEN & MUTHEN
09/22/2014 5:56 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:
-3881.206 76974 16
-3881.210 347515 24
-3881.211 341041 34
-3881.211 107446 12
-3881.214 93468 3
-3881.238 unperturbed 0
-3881.648 569131 26
-3881.658 246261 38
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 -3881.206
H0 Scaling Correction Factor 1.2405
for MLR
Information Criteria
Akaike (AIC) 7790.412
Bayesian (BIC) 7849.416
Sample-Size Adjusted BIC 7804.979
(n* = (n + 2) / 24)
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THE ESTIMATED MODEL
Latent
Classes
1 184.92318 0.36985
2 315.07682 0.63015
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON ESTIMATED POSTERIOR PROBABILITIES
Latent
Classes
1 184.94125 0.36988
2 315.05875 0.63012
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP
Class Counts and Proportions
Latent
Classes
1 180 0.36000
2 320 0.64000
CLASSIFICATION QUALITY
Entropy 0.621
Average Latent Class Probabilities for Most Likely Latent Class Membership (Row)
by Latent Class (Column)
1 2
1 0.857 0.143
2 0.096 0.904
Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2
1 0.834 0.166
2 0.082 0.918
Logits for the Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2
1 1.612 0.000
2 -2.417 0.000
MODEL RESULTS
Two-Tailed
Estimate S.E. Est./S.E. P-Value
Latent Class 1
I |
U1 1.000 0.000 999.000 999.000
U2 1.000 0.000 999.000 999.000
U3 1.000 0.000 999.000 999.000
U4 1.000 0.000 999.000 999.000
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 0.606 0.545
S ON
X -0.290 0.243 -1.192 0.233
Means
Q -9.357 1.410 -6.636 0.000
II 0.000 0.000 999.000 999.000
SI -20.650 2.174 -9.498 0.000
QI 30.399 3.197 9.509 0.000
Intercepts
I -0.752 0.198 -3.795 0.000
S 5.827 0.992 5.872 0.000
U1#1 0.147 0.338 0.435 0.663
U1 0.000 0.000 999.000 999.000
U2#1 0.147 0.338 0.435 0.663
U2 0.000 0.000 999.000 999.000
U3#1 0.147 0.338 0.435 0.663
U3 0.000 0.000 999.000 999.000
U4#1 0.147 0.338 0.435 0.663
U4 0.000 0.000 999.000 999.000
U5#1 0.147 0.338 0.435 0.663
U5 0.000 0.000 999.000 999.000
U6#1 0.147 0.338 0.435 0.663
U6 0.000 0.000 999.000 999.000
U7#1 0.147 0.338 0.435 0.663
U7 0.000 0.000 999.000 999.000
U8#1 0.147 0.338 0.435 0.663
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 9.941 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 0.606 0.545
S ON
X -0.290 0.243 -1.192 0.233
Means
Q -17.992 3.085 -5.832 0.000
II 0.000 0.000 999.000 999.000
SI -20.650 2.174 -9.498 0.000
QI 30.399 3.197 9.509 0.000
Intercepts
I -2.680 0.518 -5.171 0.000
S 13.585 2.620 5.186 0.000
U1#1 0.147 0.338 0.435 0.663
U1 0.000 0.000 999.000 999.000
U2#1 0.147 0.338 0.435 0.663
U2 0.000 0.000 999.000 999.000
U3#1 0.147 0.338 0.435 0.663
U3 0.000 0.000 999.000 999.000
U4#1 0.147 0.338 0.435 0.663
U4 0.000 0.000 999.000 999.000
U5#1 0.147 0.338 0.435 0.663
U5 0.000 0.000 999.000 999.000
U6#1 0.147 0.338 0.435 0.663
U6 0.000 0.000 999.000 999.000
U7#1 0.147 0.338 0.435 0.663
U7 0.000 0.000 999.000 999.000
U8#1 0.147 0.338 0.435 0.663
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 9.941 0.000
S 0.000 0.000 999.000 999.000
Categorical Latent Variables
C#1 ON
X -3.457 4.197 -0.824 0.410
Intercepts
C#1 -1.398 1.565 -0.893 0.372
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 3.457 4.197 0.824 0.410
Intercepts
C#2 1.398 1.565 0.893 0.372
QUALITY OF NUMERICAL RESULTS
Condition Number for the Information Matrix 0.680E-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 -0.470 0.000 -0.470 0.000 -0.470
NU
U3 U4#1 U4 U5#1 U5
________ ________ ________ ________ ________
1 0.000 -0.470 0.000 -0.470 0.000
NU
U6#1 U6 U7#1 U7 U8#1
________ ________ ________ ________ ________
1 -0.470 0.000 -0.470 0.000 -0.470
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 0.524
STARTING VALUES FOR LATENT CLASS 2
NU
U1#1 U1 U2#1 U2 U3#1
________ ________ ________ ________ ________
1 -0.470 0.000 -0.470 0.000 -0.470
NU
U3 U4#1 U4 U5#1 U5
________ ________ ________ ________ ________
1 0.000 -0.470 0.000 -0.470 0.000
NU
U6#1 U6 U7#1 U7 U8#1
________ ________ ________ ________ ________
1 -0.470 0.000 -0.470 0.000 -0.470
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 0.524
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 -0.45437801D+04 0.0000000 0.0000000 250.000 250.000 EM
2 -0.41718053D+04 371.9747614 0.0818646 347.171 152.829 FS
3 -0.39981958D+04 173.6095210 0.0416150 305.303 194.697 FS
4 -0.39449943D+04 53.2015468 0.0133064 305.750 194.250 EM
5 -0.39248615D+04 20.1327914 0.0051034 306.376 193.624 EM
6 -0.39144445D+04 10.4169523 0.0026541 307.004 192.996 EM
7 -0.39077850D+04 6.6595406 0.0017013 307.650 192.350 EM
8 -0.39029005D+04 4.8844442 0.0012499 308.307 191.693 EM
9 -0.38991537D+04 3.7468408 0.0009600 308.963 191.037 EM
10 -0.38962220D+04 2.9316562 0.0007519 309.600 190.400 EM
11 -0.38938860D+04 2.3360158 0.0005996 310.184 189.816 EM
12 -0.38919820D+04 1.9040315 0.0004890 310.649 189.351 EM
13 -0.38903752D+04 1.6068304 0.0004129 310.908 189.092 EM
14 -0.38889586D+04 1.4165300 0.0003641 310.876 189.124 EM
15 -0.38876848D+04 1.2737986 0.0003275 310.517 189.483 EM
16 -0.38865809D+04 1.1039504 0.0002840 309.855 190.145 EM
17 -0.38856870D+04 0.8938641 0.0002300 308.950 191.050 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.50153834D+04 0.0000000 0.0000000 365.786 134.214 EM
2 -0.45938572D+04 421.5262496 0.0840467 413.453 86.547 FS
3 -0.43451735D+04 248.6836530 0.0541340 462.722 37.278 FS
4 -0.41138086D+04 231.3649557 0.0532464 480.987 19.013 FS
5 -0.39921384D+04 121.6701767 0.0295760 474.087 25.913 FS
6 -0.39258871D+04 66.2512728 0.0165954 468.092 31.908 FS
7 -0.39029740D+04 22.9131806 0.0058364 458.048 41.952 FS
8 -0.38980319D+04 4.9420356 0.0012662 456.033 43.967 EM
9 -0.38956762D+04 2.3557336 0.0006043 453.324 46.676 EM
10 -0.38940069D+04 1.6692559 0.0004285 450.301 49.699 EM
11 -0.38927386D+04 1.2682845 0.0003257 447.133 52.867 EM
12 -0.38917526D+04 0.9860203 0.0002533 443.908 56.092 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.55920159D+05 0.0000000 0.0000000 325.196 174.804 EM
2 -0.52033769D+05 3886.3892945 0.0694989 323.938 176.062 FS
3 -0.43181614D+05 8852.1551601 0.1701233 323.421 176.579 FS
4 -0.30353570D+05 ************ 0.2970719 317.666 182.334 FS
5 -0.29457294D+05 896.2756241 0.0295278 306.911 193.089 FS
6 -0.28919463D+05 537.8310201 0.0182580 306.404 193.596 FS
7 -0.28484868D+05 434.5945871 0.0150278 302.667 197.333 FS
8 -0.28134636D+05 350.2327812 0.0122954 295.785 204.215 FS
9 -0.27722521D+05 412.1147950 0.0146480 292.362 207.638 FS
10 -0.27337304D+05 385.2172464 0.0138955 291.452 208.548 FS
11 -0.26920228D+05 417.0760057 0.0152567 291.784 208.216 FS
12 -0.26507335D+05 412.8928556 0.0153376 292.648 207.352 FS
13 -0.26051887D+05 455.4475834 0.0171819 293.694 206.306 FS
14 -0.25667820D+05 384.0668394 0.0147424 294.800 205.200 FS
15 -0.25340959D+05 326.8612814 0.0127343 295.485 204.515 FS
16 -0.25034788D+05 306.1713393 0.0120821 296.404 203.596 FS
17 -0.24711099D+05 323.6889812 0.0129296 296.859 203.141 FS
18 -0.24396323D+05 314.7753736 0.0127382 298.356 201.644 FS
19 -0.24085717D+05 310.6062815 0.0127317 298.221 201.779 FS
20 -0.23819138D+05 266.5789364 0.0110679 302.197 197.803 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.58346048D+04 0.0000000 0.0000000 137.097 362.903 EM
2 -0.54608716D+04 373.7332143 0.0640546 135.620 364.380 FS
3 -0.51660841D+04 294.7875173 0.0539818 135.058 364.942 FS
4 -0.50219923D+04 144.0917754 0.0278919 141.518 358.482 FS
5 -0.48024726D+04 219.5196539 0.0437117 151.228 348.772 FS
6 -0.46300035D+04 172.4691521 0.0359126 160.712 339.288 FS
7 -0.44874794D+04 142.5240934 0.0307827 165.517 334.483 FS
8 -0.43668071D+04 120.6723028 0.0268909 169.272 330.728 FS
9 -0.42629422D+04 103.8648593 0.0237851 174.784 325.216 FS
10 -0.41689656D+04 93.9766337 0.0220450 181.775 318.225 FS
11 -0.40839297D+04 85.0359387 0.0203974 191.497 308.503 FS
12 -0.40198647D+04 64.0649546 0.0156871 199.596 300.404 FS
13 -0.39698796D+04 49.9851272 0.0124345 206.322 293.678 FS
14 -0.39313924D+04 38.4872198 0.0096948 215.123 284.877 FS
15 -0.39060036D+04 25.3887525 0.0064580 229.008 270.992 FS
16 -0.38947029D+04 11.3007532 0.0028932 251.506 248.494 FS
17 -0.38926675D+04 2.0354035 0.0005226 344.981 155.019 FS
18 -0.38879788D+04 4.6886298 0.0012045 388.273 111.727 FS
19 -0.38861662D+04 1.8125736 0.0004662 384.388 115.612 EM
20 -0.38856600D+04 0.5062517 0.0001303 380.462 119.538 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.58330293D+04 0.0000000 0.0000000 229.600 270.400 EM
2 -0.55477679D+04 285.2614444 0.0489045 185.650 314.350 FS
3 -0.52060231D+04 341.7447991 0.0616004 160.080 339.920 FS
4 -0.49133840D+04 292.6391062 0.0562116 140.666 359.334 FS
5 -0.47282009D+04 185.1831211 0.0376895 123.786 376.214 FS
6 -0.45898443D+04 138.3565460 0.0292620 125.534 374.466 FS
7 -0.44925440D+04 97.3002890 0.0211990 154.877 345.123 FS
8 -0.44229692D+04 69.5748164 0.0154867 157.704 342.296 FS
9 -0.43603445D+04 62.6247459 0.0141590 189.325 310.675 FS
10 -0.43143402D+04 46.0042443 0.0105506 186.644 313.356 FS
11 -0.42761278D+04 38.2124228 0.0088571 194.155 305.845 FS
12 -0.42386723D+04 37.4555007 0.0087592 189.330 310.670 FS
13 -0.42036979D+04 34.9744054 0.0082513 201.161 298.839 FS
14 -0.41670246D+04 36.6732425 0.0087240 191.261 308.739 FS
15 -0.41411505D+04 25.8741033 0.0062093 217.929 282.071 FS
16 -0.41061769D+04 34.9736348 0.0084454 195.682 304.318 FS
17 -0.39149458D+04 191.2310806 0.0465716 198.203 301.797 EM
18 -0.38945679D+04 20.3779497 0.0052052 199.899 300.101 EM
19 -0.38914612D+04 3.1066850 0.0007977 201.878 298.122 EM
20 -0.38904434D+04 1.0177895 0.0002615 204.167 295.833 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.12497307D+05 0.0000000 0.0000000 389.344 110.656 EM
2 -0.12120166D+05 377.1408998 0.0301778 394.653 105.347 FS
3 -0.11749747D+05 370.4193864 0.0305622 399.087 100.913 FS
4 -0.11729236D+05 20.5114255 0.0017457 400.488 99.512 FS
5 -0.11250437D+05 478.7983972 0.0408209 400.724 99.276 FS
6 -0.10848510D+05 401.9267669 0.0357254 401.734 98.266 FS
7 -0.10461711D+05 386.7992838 0.0356546 402.907 97.093 FS
8 -0.10078767D+05 382.9441733 0.0366044 404.060 95.940 FS
9 -0.96975446D+04 381.2223010 0.0378243 404.352 95.648 FS
10 -0.93189368D+04 378.6077889 0.0390416 403.447 96.553 FS
11 -0.89440045D+04 374.9323187 0.0402334 401.180 98.820 FS
12 -0.85726374D+04 371.3671034 0.0415213 397.475 102.525 FS
13 -0.82062596D+04 366.3777777 0.0427380 391.784 108.216 FS
14 -0.78456621D+04 360.5975232 0.0439418 384.028 115.972 FS
15 -0.74921185D+04 353.5436045 0.0450623 377.248 122.752 FS
16 -0.71474168D+04 344.7017096 0.0460086 383.265 116.735 FS
17 -0.68116903D+04 335.7264834 0.0469717 392.060 107.940 FS
18 -0.64888441D+04 322.8461800 0.0473959 398.023 101.977 FS
19 -0.61819266D+04 306.9174687 0.0472993 397.622 102.378 FS
20 -0.58938553D+04 288.0713284 0.0465990 397.308 102.692 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.21412210D+05 0.0000000 0.0000000 43.096 456.904 EM
2 -0.16858214D+05 4553.9963657 0.2126822 39.993 460.007 FS
3 -0.14042745D+05 2815.4684770 0.1670087 40.257 459.743 FS
4 -0.13474027D+05 568.7179659 0.0404991 40.541 459.459 FS
5 -0.13142546D+05 331.4809015 0.0246015 39.506 460.494 FS
6 -0.12888367D+05 254.1792424 0.0193402 39.808 460.192 FS
7 -0.12676556D+05 211.8107900 0.0164343 41.515 458.485 FS
8 -0.12492329D+05 184.2269504 0.0145329 43.521 456.479 FS
9 -0.12320553D+05 171.7759608 0.0137505 45.462 454.538 FS
10 -0.12157218D+05 163.3355854 0.0132572 46.924 453.076 FS
11 -0.11996149D+05 161.0683018 0.0132488 47.939 452.061 FS
12 -0.11834205D+05 161.9447732 0.0134997 49.217 450.783 FS
13 -0.11672240D+05 161.9645967 0.0136861 50.467 449.533 FS
14 -0.11515251D+05 156.9892294 0.0134498 51.485 448.515 FS
15 -0.11365123D+05 150.1277535 0.0130373 52.094 447.906 FS
16 -0.11222847D+05 142.2762128 0.0125187 52.756 447.244 FS
17 -0.11085269D+05 137.5775609 0.0122587 53.187 446.813 FS
18 -0.10949094D+05 136.1752463 0.0122843 54.681 445.319 FS
19 -0.10815954D+05 133.1402786 0.0121599 55.282 444.718 FS
20 -0.10686179D+05 129.7749844 0.0119985 56.231 443.769 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.55228244D+04 0.0000000 0.0000000 422.293 77.707 EM
2 -0.52247750D+04 298.0493311 0.0539668 445.968 54.032 FS
3 -0.49707903D+04 253.9847768 0.0486116 465.141 34.859 FS
4 -0.49522091D+04 18.5812008 0.0037381 459.021 40.979 FS
5 -0.47003168D+04 251.8922905 0.0508646 462.904 37.096 FS
6 -0.45496341D+04 150.6827054 0.0320580 469.079 30.921 FS
7 -0.44171874D+04 132.4467037 0.0291115 476.165 23.835 FS
8 -0.43086807D+04 108.5066499 0.0245646 479.489 20.511 FS
9 -0.42144902D+04 94.1904923 0.0218606 482.419 17.581 FS
10 -0.41295849D+04 84.9052867 0.0201460 484.935 15.065 FS
11 -0.40544842D+04 75.1006957 0.0181860 487.117 12.883 FS
12 -0.39944649D+04 60.0193831 0.0148032 488.690 11.310 FS
13 -0.39558543D+04 38.6105773 0.0096660 489.157 10.843 FS
14 -0.39333730D+04 22.4812953 0.0056830 489.959 10.041 FS
15 -0.39200703D+04 13.3026413 0.0033820 491.639 8.361 FS
16 -0.39165456D+04 3.5247168 0.0008991 491.943 8.057 FS
17 -0.39127552D+04 3.7903928 0.0009678 491.971 8.029 FS
18 -0.39101140D+04 2.6412728 0.0006750 491.972 8.028 FS
19 -0.39093045D+04 0.8095115 0.0002070 491.996 8.004 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.61516794D+04 0.0000000 0.0000000 469.706 30.294 EM
2 -0.57645772D+04 387.1021920 0.0629263 480.490 19.510 FS
3 -0.54625224D+04 302.0548193 0.0523984 488.191 11.809 FS
4 -0.53035676D+04 158.9548103 0.0290992 489.854 10.146 FS
5 -0.49462790D+04 357.2885342 0.0673676 481.112 18.888 FS
6 -0.47399733D+04 206.3057277 0.0417093 482.195 17.805 FS
7 -0.45301481D+04 209.8252132 0.0442672 482.033 17.967 FS
8 -0.43568409D+04 173.3071645 0.0382564 481.635 18.365 FS
9 -0.42215269D+04 135.3139728 0.0310578 481.095 18.905 FS
10 -0.41072790D+04 114.2478936 0.0270632 481.060 18.940 FS
11 -0.40237044D+04 83.5746225 0.0203479 483.038 16.962 FS
12 -0.39656457D+04 58.0586792 0.0144292 485.306 14.694 FS
13 -0.39330119D+04 32.6338820 0.0082291 488.140 11.860 FS
14 -0.39164295D+04 16.5823762 0.0042162 489.733 10.267 FS
15 -0.39071681D+04 9.2613623 0.0023647 490.902 9.098 FS
16 -0.39029854D+04 4.1827693 0.0010705 492.961 7.039 FS
17 -0.38986885D+04 4.2968759 0.0011009 493.853 6.147 EM
18 -0.38974735D+04 1.2149417 0.0003116 494.255 5.745 EM
19 -0.38971661D+04 0.3074182 0.0000789 494.516 5.484 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.78691861D+04 0.0000000 0.0000000 254.450 245.550 EM
2 -0.74403372D+04 428.8488786 0.0544972 239.363 260.637 FS
3 -0.70722902D+04 368.0470417 0.0494664 230.275 269.725 FS
4 -0.67286995D+04 343.5906942 0.0485827 217.412 282.588 FS
5 -0.63796537D+04 349.0457674 0.0518742 222.252 277.748 FS
6 -0.60716483D+04 308.0054828 0.0482793 244.253 255.747 FS
7 -0.59609369D+04 110.7113157 0.0182341 299.475 200.525 FS
8 -0.57129032D+04 248.0337499 0.0416099 353.638 146.362 FS
9 -0.54879825D+04 224.9206595 0.0393706 340.412 159.588 FS
10 -0.53108679D+04 177.1145924 0.0322732 346.165 153.835 FS
11 -0.51625602D+04 148.3077309 0.0279253 342.231 157.769 FS
12 -0.50344287D+04 128.1315137 0.0248194 346.483 153.517 FS
13 -0.49172210D+04 117.2076670 0.0232812 347.005 152.995 FS
14 -0.48133817D+04 103.8393242 0.0211175 347.540 152.460 FS
15 -0.47257488D+04 87.6328628 0.0182061 347.836 152.164 FS
16 -0.46432605D+04 82.4883141 0.0174551 351.666 148.334 FS
17 -0.45880402D+04 55.2203778 0.0118926 346.858 153.142 FS
18 -0.45255964D+04 62.4437487 0.0136101 351.671 148.329 FS
19 -0.44729624D+04 52.6339655 0.0116303 345.257 154.743 FS
20 -0.44181830D+04 54.7794578 0.0122468 348.195 151.805 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.28396937D+05 0.0000000 0.0000000 290.415 209.585 EM
2 -0.15356523D+05 ************ 0.4592190 297.838 202.162 FS
3 -0.13293864D+05 2062.6592659 0.1343181 299.747 200.253 FS
4 -0.12869338D+05 424.5260893 0.0319340 298.838 201.162 FS
5 -0.12494632D+05 374.7054041 0.0291161 299.478 200.522 FS
6 -0.12136486D+05 358.1464644 0.0286640 299.529 200.471 FS
7 -0.11792549D+05 343.9369702 0.0283391 299.354 200.646 FS
8 -0.11462179D+05 330.3696146 0.0280151 299.680 200.320 FS
9 -0.11137572D+05 324.6068747 0.0283198 299.204 200.796 FS
10 -0.10837185D+05 300.3872271 0.0269706 299.952 200.048 FS
11 -0.10553674D+05 283.5114246 0.0261610 299.555 200.445 FS
12 -0.10293075D+05 260.5991204 0.0246927 299.606 200.394 FS
13 -0.10052264D+05 240.8106687 0.0233954 299.288 200.712 FS
14 -0.98315074D+04 220.7566454 0.0219609 298.615 201.385 FS
15 -0.96329954D+04 198.5119557 0.0201914 298.502 201.498 FS
16 -0.94507623D+04 182.2331450 0.0189176 298.180 201.820 FS
17 -0.92876861D+04 163.0761627 0.0172553 298.364 201.636 FS
18 -0.91353851D+04 152.3010338 0.0163982 298.709 201.291 FS
19 -0.89918058D+04 143.5792625 0.0157168 298.428 201.572 FS
20 -0.88592586D+04 132.5472222 0.0147409 299.262 200.738 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.66109140D+04 0.0000000 0.0000000 189.000 311.000 EM
2 -0.60559766D+04 554.9373717 0.0839426 238.063 261.937 FS
3 -0.56608111D+04 395.1655033 0.0652522 300.119 199.881 FS
4 -0.53153364D+04 345.4747641 0.0610292 351.249 148.751 FS
5 -0.49718388D+04 343.4975356 0.0646239 384.214 115.786 FS
6 -0.46485534D+04 323.2853896 0.0650233 311.735 188.265 FS
7 -0.43552515D+04 293.3019926 0.0630953 100.432 399.568 FS
8 -0.40718557D+04 283.3957985 0.0650699 70.753 429.247 FS
9 -0.39849227D+04 86.9329177 0.0213497 53.931 446.069 FS
10 -0.39451568D+04 39.7659308 0.0099791 47.069 452.931 FS
11 -0.39233897D+04 21.7670923 0.0055174 35.586 464.414 FS
12 -0.39090002D+04 14.3894985 0.0036676 23.823 476.177 FS
13 -0.39048349D+04 4.1652812 0.0010656 25.175 474.825 FS
14 -0.39022229D+04 2.6120751 0.0006689 41.968 458.032 FS
15 -0.38992302D+04 2.9926231 0.0007669 72.285 427.715 FS
16 -0.38982273D+04 1.0029222 0.0002572 181.917 318.083 FS
17 -0.38937677D+04 4.4596467 0.0011440 217.468 282.532 FS
18 -0.38924722D+04 1.2955089 0.0003327 262.772 237.228 FS
19 -0.38917220D+04 0.7501193 0.0001927 264.058 235.942 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.61318109D+04 0.0000000 0.0000000 279.757 220.243 EM
2 -0.58614745D+04 270.3363642 0.0440875 286.323 213.677 FS
3 -0.55279489D+04 333.5256858 0.0569013 290.662 209.338 FS
4 -0.51889622D+04 338.9866091 0.0613223 297.180 202.820 FS
5 -0.48901171D+04 298.8451462 0.0575925 300.562 199.438 FS
6 -0.46324347D+04 257.6824206 0.0526945 304.111 195.889 FS
7 -0.44121657D+04 220.2690146 0.0475493 306.186 193.814 FS
8 -0.42306524D+04 181.5132445 0.0411393 308.650 191.350 FS
9 -0.40834310D+04 147.2213695 0.0347987 309.768 190.232 FS
10 -0.39749468D+04 108.4842839 0.0265669 308.533 191.467 FS
11 -0.39119176D+04 63.0291555 0.0158566 304.082 195.918 FS
12 -0.38843273D+04 27.5903019 0.0070529 301.130 198.870 FS
13 -0.38814617D+04 2.8655819 0.0007377 317.410 182.590 FS
14 -0.38813425D+04 0.1192657 0.0000307 316.623 183.377 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.76730104D+04 0.0000000 0.0000000 369.857 130.143 EM
2 -0.68219999D+04 851.0105086 0.1109096 369.942 130.058 FS
3 -0.64364676D+04 385.5322433 0.0565131 375.810 124.190 FS
4 -0.60223403D+04 414.1272778 0.0643408 386.405 113.595 FS
5 -0.41675784D+04 1854.7619395 0.3079803 394.806 105.194 EM
6 -0.40534890D+04 114.0894178 0.0273755 405.817 94.183 EM
7 -0.40162695D+04 37.2194624 0.0091821 416.163 83.837 EM
8 -0.39928674D+04 23.4021310 0.0058268 424.547 75.453 EM
9 -0.39750443D+04 17.8230631 0.0044637 431.212 68.788 EM
10 -0.39607220D+04 14.3223326 0.0036031 436.519 63.481 EM
11 -0.39490122D+04 11.7097959 0.0029565 440.728 59.272 EM
12 -0.39393532D+04 9.6590497 0.0024459 444.061 55.939 EM
13 -0.39313375D+04 8.0156713 0.0020348 446.695 53.305 EM
14 -0.39246678D+04 6.6696515 0.0016965 448.770 51.230 EM
15 -0.39191177D+04 5.5501529 0.0014142 450.394 49.606 EM
16 -0.39145065D+04 4.6111702 0.0011766 451.653 48.347 EM
17 -0.39106856D+04 3.8208965 0.0009761 452.615 47.385 EM
18 -0.39075296D+04 3.1560531 0.0008070 453.333 46.667 EM
19 -0.39049310D+04 2.5985975 0.0006650 453.847 46.153 EM
20 -0.39027972D+04 2.1337878 0.0005464 454.189 45.811 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.70730849D+04 0.0000000 0.0000000 342.452 157.548 EM
2 -0.64308281D+04 642.2567977 0.0908029 389.284 110.716 FS
3 -0.60614889D+04 369.3392321 0.0574326 429.619 70.381 FS
4 -0.56978679D+04 363.6209560 0.0599887 453.753 46.247 FS
5 -0.54073677D+04 290.5001860 0.0509840 461.074 38.926 FS
6 -0.51256352D+04 281.7324859 0.0521016 458.145 41.855 FS
7 -0.48369225D+04 288.7127386 0.0563272 461.760 38.240 FS
8 -0.46138210D+04 223.1014966 0.0461247 472.913 27.087 FS
9 -0.44030221D+04 210.7989266 0.0456886 487.114 12.886 FS
10 -0.42469182D+04 156.1038807 0.0354538 493.687 6.313 FS
11 -0.41317755D+04 115.1426314 0.0271120 496.721 3.279 FS
12 -0.41315708D+04 0.2047248 0.0000495 499.133 0.867 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.46961768D+04 0.0000000 0.0000000 202.864 297.136 EM
2 -0.43469068D+04 349.2699724 0.0743733 140.101 359.899 FS
3 -0.41964717D+04 150.4351507 0.0346074 0.248 499.752 FS
4 -0.40811137D+04 115.3579675 0.0274893 1.000 499.000 FS
5 -0.40017336D+04 79.3801113 0.0194506 1.000 499.000 EM
6 -0.39861903D+04 15.5432895 0.0038841 1.000 499.000 EM
7 -0.39724935D+04 13.6968074 0.0034361 1.000 499.000 EM
8 -0.39604083D+04 12.0852067 0.0030422 1.000 499.000 EM
9 -0.39498440D+04 10.5642715 0.0026675 1.000 499.000 EM
10 -0.39407007D+04 9.1432829 0.0023148 1.000 499.000 EM
11 -0.39328618D+04 7.8388962 0.0019892 1.000 499.000 EM
12 -0.39262010D+04 6.6608833 0.0016936 1.000 499.000 EM
13 -0.39205884D+04 5.6125176 0.0014295 1.000 499.000 EM
14 -0.39158966D+04 4.6918792 0.0011967 1.000 499.000 EM
15 -0.39120034D+04 3.8931799 0.0009942 1.000 499.000 EM
16 -0.39087954D+04 3.2079577 0.0008200 1.000 499.000 EM
17 -0.39061693D+04 2.6260970 0.0006718 1.000 499.000 EM
18 -0.39040327D+04 2.1366654 0.0005470 1.000 499.000 EM
19 -0.39023041D+04 1.7285661 0.0004428 1.000 499.000 EM
20 -0.39009131D+04 1.3910201 0.0003565 1.000 499.000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.70882547D+04 0.0000000 0.0000000 174.423 325.577 EM
2 -0.66799009D+04 408.3538271 0.0576099 158.984 341.016 FS
3 -0.63461840D+04 333.7168889 0.0499584 149.455 350.545 FS
4 -0.60198605D+04 326.3234754 0.0514204 142.482 357.518 FS
5 -0.56597391D+04 360.1214645 0.0598222 134.364 365.636 FS
6 -0.53585661D+04 301.1729647 0.0532132 123.084 376.916 FS
7 -0.51016126D+04 256.9535198 0.0479519 115.821 384.179 FS
8 -0.48735682D+04 228.0443738 0.0447004 112.476 387.524 FS
9 -0.46843511D+04 189.2171596 0.0388252 109.668 390.332 FS
10 -0.45272881D+04 157.0629280 0.0335293 111.074 388.926 FS
11 -0.44019690D+04 125.3191446 0.0276808 117.175 382.825 FS
12 -0.42999725D+04 101.9964368 0.0231706 115.892 384.108 FS
13 -0.42181265D+04 81.8460330 0.0190341 106.598 393.402 FS
14 -0.41520508D+04 66.0757516 0.0156647 104.724 395.276 FS
15 -0.40945684D+04 57.4823974 0.0138443 108.237 391.763 FS
16 -0.40395883D+04 54.9800295 0.0134276 117.627 382.373 FS
17 -0.39886344D+04 50.9539693 0.0126137 126.406 373.594 FS
18 -0.39438989D+04 44.7354365 0.0112157 130.443 369.557 FS
19 -0.38948392D+04 49.0596969 0.0124394 130.677 369.323 EM
20 -0.38900577D+04 4.7815472 0.0012277 131.118 368.882 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.52130510D+04 0.0000000 0.0000000 221.587 278.413 EM
2 -0.49444019D+04 268.6490483 0.0515339 217.914 282.086 FS
3 -0.41911966D+04 753.2052875 0.1523350 218.800 281.200 EM
4 -0.40509147D+04 140.2818959 0.0334706 219.512 280.488 EM
5 -0.40071917D+04 43.7230876 0.0107934 218.028 281.972 EM
6 -0.39772586D+04 29.9330336 0.0074698 217.071 282.929 EM
7 -0.39618311D+04 15.4275066 0.0038789 216.098 283.902 EM
8 -0.39517788D+04 10.0523127 0.0025373 215.090 284.910 EM
9 -0.39448134D+04 6.9653762 0.0017626 214.197 285.803 EM
10 -0.39398322D+04 4.9812056 0.0012627 213.505 286.495 EM
11 -0.39361708D+04 3.6614223 0.0009293 213.062 286.938 EM
12 -0.39334030D+04 2.7678007 0.0007032 212.892 287.108 EM
13 -0.39312553D+04 2.1477340 0.0005460 213.002 286.998 EM
14 -0.39295432D+04 1.7120429 0.0004355 213.390 286.610 EM
15 -0.39281363D+04 1.4069652 0.0003580 214.050 285.950 EM
16 -0.39269459D+04 1.1903936 0.0003030 214.970 285.030 EM
17 -0.39259112D+04 1.0346878 0.0002635 216.134 283.866 EM
18 -0.39249900D+04 0.9211582 0.0002346 217.519 282.481 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.22332697D+05 0.0000000 0.0000000 456.633 43.367 EM
2 -0.13034599D+05 9298.0978781 0.4163446 470.520 29.480 FS
3 -0.12361525D+05 673.0740182 0.0516375 475.595 24.405 FS
4 -0.11932992D+05 428.5334731 0.0346667 476.385 23.615 FS
5 -0.11544250D+05 388.7414825 0.0325770 478.470 21.530 FS
6 -0.11170317D+05 373.9333544 0.0323913 478.782 21.218 FS
7 -0.10801224D+05 369.0928173 0.0330423 477.955 22.045 FS
8 -0.10445718D+05 355.5066883 0.0329136 479.479 20.521 FS
9 -0.10110265D+05 335.4523654 0.0321139 477.806 22.194 FS
10 -0.98121124D+04 298.1527733 0.0294901 482.122 17.878 FS
11 -0.95425552D+04 269.5572026 0.0274719 481.155 18.845 FS
12 -0.92554565D+04 287.0986828 0.0300861 476.654 23.346 FS
13 -0.89833373D+04 272.1192424 0.0294010 470.378 29.622 FS
14 -0.87732378D+04 210.0995522 0.0233877 477.237 22.763 FS
15 -0.87163075D+04 56.9302914 0.0064891 470.591 29.409 FS
16 -0.84708748D+04 245.4327060 0.0281579 446.280 53.720 FS
17 -0.82554619D+04 215.4128736 0.0254298 416.770 83.230 FS
18 -0.81226006D+04 132.8613011 0.0160937 409.652 90.348 FS
19 -0.64997800D+04 1622.8206087 0.1997908 428.797 71.203 EM
20 -0.49459557D+04 1553.8242266 0.2390580 433.814 66.186 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.52000200D+05 0.0000000 0.0000000 298.894 201.106 EM
2 -0.16520406D+05 ************ 0.6823011 335.560 164.440 FS
3 -0.13881607D+05 2638.7993224 0.1597297 338.439 161.561 FS
4 -0.13503710D+05 377.8970405 0.0272229 337.538 162.462 FS
5 -0.13155327D+05 348.3827909 0.0257990 339.737 160.263 FS
6 -0.12834942D+05 320.3849814 0.0243540 342.157 157.843 FS
7 -0.12528049D+05 306.8934254 0.0239108 345.313 154.687 FS
8 -0.12235261D+05 292.7877023 0.0233706 349.714 150.286 FS
9 -0.11954423D+05 280.8379248 0.0229532 354.821 145.179 FS
10 -0.11687150D+05 267.2735404 0.0223577 358.876 141.124 FS
11 -0.11431847D+05 255.3021580 0.0218447 361.979 138.021 FS
12 -0.11192413D+05 239.4341672 0.0209445 364.651 135.349 FS
13 -0.10965752D+05 226.6617152 0.0202514 367.090 132.910 FS
14 -0.10753438D+05 212.3135841 0.0193615 369.271 130.729 FS
15 -0.10553415D+05 200.0229371 0.0186008 371.030 128.970 FS
16 -0.10362547D+05 190.8683422 0.0180859 372.577 127.423 FS
17 -0.10185728D+05 176.8190912 0.0170633 374.082 125.918 FS
18 -0.10015786D+05 169.9418018 0.0166843 375.307 124.693 FS
19 -0.98572847D+04 158.5011178 0.0158251 376.634 123.366 FS
20 -0.97041319D+04 153.1528676 0.0155370 377.428 122.572 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.67856412D+04 0.0000000 0.0000000 340.790 159.210 EM
2 -0.62071799D+04 578.4613509 0.0852479 385.425 114.575 FS
3 -0.58474611D+04 359.7187688 0.0579520 415.270 84.730 FS
4 -0.55101116D+04 337.3494868 0.0576916 436.673 63.327 FS
5 -0.51582501D+04 351.8615276 0.0638574 450.738 49.262 FS
6 -0.48171429D+04 341.1071490 0.0661285 455.326 44.674 FS
7 -0.45598632D+04 257.2797229 0.0534092 460.690 39.310 FS
8 -0.43599466D+04 199.9165748 0.0438427 468.961 31.039 FS
9 -0.42091446D+04 150.8020201 0.0345880 477.139 22.861 FS
10 -0.40866817D+04 122.4628978 0.0290945 485.643 14.357 FS
11 -0.40072739D+04 79.4078529 0.0194309 489.696 10.304 FS
12 -0.39551376D+04 52.1362898 0.0130104 489.547 10.453 FS
13 -0.39446526D+04 10.4849300 0.0026510 479.524 20.476 FS
14 -0.39095736D+04 35.0790288 0.0088928 486.295 13.705 FS
15 -0.38978487D+04 11.7249073 0.0029990 485.280 14.720 FS
16 -0.38944692D+04 3.3794878 0.0008670 484.376 15.624 EM
17 -0.38934398D+04 1.0293760 0.0002643 483.351 16.649 EM
18 -0.38926073D+04 0.8325454 0.0002138 482.236 17.764 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 21
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.57657343D+04 0.0000000 0.0000000 31.914 468.086 EM
2 -0.50128845D+04 752.8498383 0.1305731 2.566 497.434 FS
3 -0.44487343D+04 564.1501367 0.1125400 2.233 497.767 EM
4 -0.43760644D+04 72.6699306 0.0163350 2.451 497.549 EM
5 -0.43313596D+04 44.7048033 0.0102158 2.615 497.385 EM
6 -0.42942832D+04 37.0763761 0.0085600 2.803 497.197 EM
7 -0.42623437D+04 31.9395310 0.0074377 3.009 496.991 EM
8 -0.42342371D+04 28.1066288 0.0065942 3.211 496.789 EM
9 -0.42087621D+04 25.4749968 0.0060164 3.393 496.607 EM
10 -0.41850871D+04 23.6749986 0.0056252 3.535 496.465 EM
11 -0.41627190D+04 22.3680131 0.0053447 3.628 496.372 EM
12 -0.41414100D+04 21.3090292 0.0051190 3.684 496.316 EM
13 -0.41210873D+04 20.3226827 0.0049072 3.716 496.284 EM
14 -0.41017820D+04 19.3053133 0.0046845 3.733 496.267 EM
15 -0.40835720D+04 18.2100177 0.0044395 3.740 496.260 EM
16 -0.40665403D+04 17.0317279 0.0041708 3.736 496.264 EM
17 -0.40507521D+04 15.7881287 0.0038824 3.719 496.281 EM
18 -0.40362460D+04 14.5061746 0.0035811 3.690 496.310 EM
19 -0.40230313D+04 13.2147215 0.0032740 3.649 496.351 EM
20 -0.40110908D+04 11.9404635 0.0029680 3.597 496.403 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 22
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.72791894D+04 0.0000000 0.0000000 265.125 234.875 EM
2 -0.69017420D+04 377.4473895 0.0518529 261.387 238.613 FS
3 -0.65891411D+04 312.6008382 0.0452930 256.756 243.244 FS
4 -0.63086564D+04 280.4846962 0.0425677 250.723 249.277 FS
5 -0.60565954D+04 252.0610902 0.0399548 242.146 257.854 FS
6 -0.58317716D+04 224.8238013 0.0371205 230.158 269.842 FS
7 -0.56331269D+04 198.6446442 0.0340625 215.577 284.423 FS
8 -0.54594214D+04 173.7054835 0.0308364 201.766 298.234 FS
9 -0.53104062D+04 149.0151902 0.0272951 192.892 307.108 FS
10 -0.51829658D+04 127.4404038 0.0239982 191.578 308.422 FS
11 -0.50735458D+04 109.4200590 0.0211115 196.457 303.543 FS
12 -0.49816159D+04 91.9298672 0.0181195 202.605 297.395 FS
13 -0.49025417D+04 79.0741893 0.0158732 208.227 291.773 FS
14 -0.48308560D+04 71.6857454 0.0146222 214.245 285.755 FS
15 -0.47640210D+04 66.8349233 0.0138350 218.911 281.089 FS
16 -0.47006126D+04 63.4084263 0.0133099 223.341 276.659 FS
17 -0.46394075D+04 61.2050884 0.0130207 226.704 273.296 FS
18 -0.45795523D+04 59.8552331 0.0129015 229.398 270.602 FS
19 -0.45207157D+04 58.8365953 0.0128477 231.239 268.761 FS
20 -0.44641290D+04 56.5867025 0.0125172 232.914 267.086 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.62746929D+04 0.0000000 0.0000000 205.970 294.030 EM
2 -0.59308744D+04 343.8184515 0.0547945 204.994 295.006 FS
3 -0.56113266D+04 319.5478572 0.0538787 205.844 294.156 FS
4 -0.53207754D+04 290.5512161 0.0517794 208.788 291.212 FS
5 -0.50695318D+04 251.2435296 0.0472193 215.636 284.364 FS
6 -0.48809061D+04 188.6257734 0.0372077 229.355 270.645 FS
7 -0.47282014D+04 152.7046659 0.0312861 244.184 255.816 FS
8 -0.46145177D+04 113.6837203 0.0240438 253.358 246.642 FS
9 -0.45323801D+04 82.1376221 0.0177998 254.237 245.763 FS
10 -0.44617511D+04 70.6289047 0.0155832 251.702 248.298 FS
11 -0.43991612D+04 62.5899954 0.0140281 249.614 250.386 FS
12 -0.43420850D+04 57.0761510 0.0129743 248.354 251.646 FS
13 -0.42879825D+04 54.1025232 0.0124600 248.418 251.582 FS
14 -0.42341559D+04 53.8265381 0.0125529 249.604 250.396 FS
15 -0.41816824D+04 52.4734966 0.0123929 252.350 247.650 FS
16 -0.41298947D+04 51.7877377 0.0123844 255.843 244.157 FS
17 -0.40847585D+04 45.1362130 0.0109291 258.842 241.158 FS
18 -0.40491171D+04 35.6413482 0.0087254 259.906 240.094 FS
19 -0.40201083D+04 29.0088730 0.0071642 259.595 240.405 FS
20 -0.39957834D+04 24.3248604 0.0060508 258.107 241.893 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 24
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.48053659D+04 0.0000000 0.0000000 216.560 283.440 EM
2 -0.44785011D+04 326.8647410 0.0680208 229.169 270.831 FS
3 -0.42757114D+04 202.7897935 0.0452807 210.403 289.597 FS
4 -0.41696228D+04 106.0885630 0.0248119 179.607 320.393 FS
5 -0.40424711D+04 127.1517271 0.0304948 194.891 305.109 FS
6 -0.39800180D+04 62.4530172 0.0154492 195.062 304.938 FS
7 -0.39340457D+04 45.9723855 0.0115508 192.182 307.818 FS
8 -0.39094674D+04 24.5782885 0.0062476 191.634 308.366 FS
9 -0.38993722D+04 10.0951815 0.0025822 194.529 305.471 FS
10 -0.38820756D+04 17.2965612 0.0044357 194.291 305.709 EM
11 -0.38814072D+04 0.6684067 0.0001722 181.900 318.100 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 25
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.54543603D+04 0.0000000 0.0000000 187.172 312.828 EM
2 -0.51985853D+04 255.7749443 0.0468937 175.403 324.597 FS
3 -0.49665315D+04 232.0537883 0.0446379 157.744 342.256 FS
4 -0.47179696D+04 248.5619859 0.0500474 154.730 345.270 FS
5 -0.45150048D+04 202.9647597 0.0430195 158.123 341.877 FS
6 -0.43733839D+04 141.6209224 0.0313667 166.313 333.687 FS
7 -0.42628030D+04 110.5808759 0.0252850 186.421 313.579 FS
8 -0.41756584D+04 87.1446232 0.0204430 196.346 303.654 FS
9 -0.41052775D+04 70.3808721 0.0168550 201.253 298.747 FS
10 -0.40466031D+04 58.6743789 0.0142924 197.664 302.336 FS
11 -0.39958518D+04 50.7512765 0.0125417 192.613 307.387 FS
12 -0.39551185D+04 40.7333472 0.0101939 181.867 318.133 FS
13 -0.39260935D+04 29.0250348 0.0073386 169.427 330.573 FS
14 -0.39123864D+04 13.7071067 0.0034913 149.188 350.812 FS
15 -0.39074021D+04 4.9842887 0.0012740 150.671 349.329 EM
16 -0.39041871D+04 3.2149591 0.0008228 152.118 347.882 EM
17 -0.39016029D+04 2.5842217 0.0006619 153.555 346.445 EM
18 -0.38995015D+04 2.1013808 0.0005386 155.011 344.989 EM
19 -0.38977835D+04 1.7179886 0.0004406 156.505 343.495 EM
20 -0.38963733D+04 1.4102291 0.0003618 158.049 341.951 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 26
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.60328899D+04 0.0000000 0.0000000 288.466 211.534 EM
2 -0.55878919D+04 444.9979783 0.0737620 255.034 244.966 FS
3 -0.52756432D+04 312.2487766 0.0558795 226.870 273.130 FS
4 -0.49746720D+04 300.9711684 0.0570492 217.873 282.127 FS
5 -0.47161377D+04 258.5343423 0.0519701 210.655 289.345 FS
6 -0.44491592D+04 266.9785110 0.0566096 211.546 288.454 FS
7 -0.42576096D+04 191.5495493 0.0430530 201.515 298.485 FS
8 -0.41282926D+04 129.3170390 0.0303732 192.848 307.152 FS
9 -0.40345593D+04 93.7332939 0.0227051 181.484 318.516 FS
10 -0.39774936D+04 57.0657147 0.0141442 164.393 335.607 FS
11 -0.39341589D+04 43.3346419 0.0108950 136.658 363.342 FS
12 -0.39153552D+04 18.8037167 0.0047796 92.434 407.566 FS
13 -0.39024000D+04 12.9551696 0.0033088 159.715 340.285 FS
14 -0.38949669D+04 7.4330988 0.0019048 97.610 402.390 FS
15 -0.38913013D+04 3.6656106 0.0009411 97.974 402.026 EM
16 -0.38898361D+04 1.4652316 0.0003765 98.810 401.190 EM
17 -0.38888422D+04 0.9938423 0.0002555 99.850 400.150 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 27
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.61524383D+04 0.0000000 0.0000000 227.607 272.393 EM
2 -0.53320634D+04 820.3749037 0.1333414 203.259 296.741 FS
3 -0.49911197D+04 340.9436660 0.0639422 155.662 344.338 FS
4 -0.46385728D+04 352.5469181 0.0706348 104.658 395.342 FS
5 -0.42865167D+04 352.0561541 0.0758975 110.588 389.412 EM
6 -0.41778157D+04 108.7009318 0.0253588 122.113 377.887 EM
7 -0.41171541D+04 60.6616510 0.0145199 135.888 364.112 EM
8 -0.40732639D+04 43.8901873 0.0106603 150.091 349.909 EM
9 -0.40378493D+04 35.4146013 0.0086944 163.497 336.503 EM
10 -0.40084130D+04 29.4363413 0.0072901 175.525 324.475 EM
11 -0.39837595D+04 24.6534783 0.0061504 186.087 313.913 EM
12 -0.39631458D+04 20.6136471 0.0051744 195.348 304.652 EM
13 -0.39460422D+04 17.1036579 0.0043157 203.515 296.485 EM
14 -0.39320140D+04 14.0281995 0.0035550 210.760 289.240 EM
15 -0.39206613D+04 11.3526790 0.0028872 217.207 282.793 EM
16 -0.39115994D+04 9.0618726 0.0023113 222.953 277.047 EM
17 -0.39044616D+04 7.1378596 0.0018248 228.073 271.927 EM
18 -0.38989083D+04 5.5532869 0.0014223 232.630 267.370 EM
19 -0.38946359D+04 4.2723625 0.0010958 236.681 263.319 EM
20 -0.38913814D+04 3.2544740 0.0008356 240.277 259.723 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 28
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.55790386D+04 0.0000000 0.0000000 240.292 259.708 EM
2 -0.51333325D+04 445.7060836 0.0798894 233.089 266.911 FS
3 -0.48530521D+04 280.2804077 0.0546001 221.181 278.819 FS
4 -0.46235040D+04 229.5480679 0.0472997 209.253 290.747 FS
5 -0.43988406D+04 224.6634138 0.0485916 168.854 331.146 FS
6 -0.42170922D+04 181.7483467 0.0413173 100.876 399.124 FS
7 -0.40712833D+04 145.8089518 0.0345757 51.165 448.835 FS
8 -0.39460865D+04 125.1968340 0.0307512 49.500 450.500 EM
9 -0.39059635D+04 40.1229346 0.0101678 46.805 453.195 EM
10 -0.39021811D+04 3.7824420 0.0009684 43.345 456.655 EM
11 -0.38999927D+04 2.1883749 0.0005608 40.330 459.670 EM
12 -0.38985472D+04 1.4455346 0.0003707 37.899 462.101 EM
13 -0.38973886D+04 1.1585810 0.0002972 35.962 464.038 EM
14 -0.38964081D+04 0.9805190 0.0002516 34.471 465.529 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 29
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.57779036D+04 0.0000000 0.0000000 344.233 155.767 EM
2 -0.50676979D+04 710.2056556 0.1229175 358.616 141.384 FS
3 -0.48486744D+04 219.0235747 0.0432195 366.464 133.536 FS
4 -0.46067156D+04 241.9587894 0.0499020 381.886 118.114 FS
5 -0.43950940D+04 211.6215413 0.0459376 386.529 113.471 EM
6 -0.43409562D+04 54.1378835 0.0123178 389.790 110.210 EM
7 -0.42983079D+04 42.6482092 0.0098246 393.493 106.507 EM
8 -0.42606258D+04 37.6821680 0.0087667 396.852 103.148 EM
9 -0.42268879D+04 33.7378977 0.0079185 399.574 100.426 EM
10 -0.41950865D+04 31.8013779 0.0075236 401.933 98.067 EM
11 -0.41647649D+04 30.3216011 0.0072279 404.000 96.000 EM
12 -0.41359571D+04 28.8078389 0.0069170 405.848 94.152 EM
13 -0.41088106D+04 27.1464361 0.0065635 407.555 92.445 EM
14 -0.40836233D+04 25.1873358 0.0061301 409.072 90.928 EM
15 -0.40604783D+04 23.1449787 0.0056678 410.431 89.569 EM
16 -0.40393843D+04 21.0940254 0.0051950 411.734 88.266 EM
17 -0.40189434D+04 20.4408753 0.0050604 413.852 86.148 EM
18 -0.40013738D+04 17.5696605 0.0043717 415.803 84.197 EM
19 -0.39867129D+04 14.6608373 0.0036640 417.373 82.627 EM
20 -0.39740898D+04 12.6231162 0.0031663 418.689 81.311 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 30
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.58763832D+04 0.0000000 0.0000000 115.115 384.885 EM
2 -0.55085715D+04 367.8117507 0.0625915 65.019 434.981 FS
3 -0.52470020D+04 261.5694626 0.0474841 38.019 461.981 FS
4 -0.49306134D+04 316.3885765 0.0602989 31.603 468.397 FS
5 -0.47270531D+04 203.5603567 0.0412850 27.413 472.587 FS
6 -0.45251589D+04 201.8941132 0.0427104 28.059 471.941 FS
7 -0.43872809D+04 137.8780896 0.0304692 23.335 476.665 FS
8 -0.42708156D+04 116.4652455 0.0265461 20.540 479.460 FS
9 -0.41682753D+04 102.5402856 0.0240095 19.439 480.561 FS
10 -0.40974187D+04 70.8566123 0.0169990 17.550 482.450 FS
11 -0.40364738D+04 60.9448998 0.0148740 18.249 481.751 FS
12 -0.39872741D+04 49.1997350 0.0121888 25.960 474.040 FS
13 -0.39517672D+04 35.5068367 0.0089050 35.958 464.042 FS
14 -0.38991031D+04 52.6641635 0.0133267 36.489 463.511 EM
15 -0.38966693D+04 2.4337358 0.0006242 37.020 462.980 EM
16 -0.38961130D+04 0.5563486 0.0001428 37.599 462.401 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 31
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.55341699D+04 0.0000000 0.0000000 31.870 468.130 EM
2 -0.49606278D+04 573.5421308 0.1036365 7.512 492.488 FS
3 -0.47362095D+04 224.4182702 0.0452399 1.593 498.407 FS
4 -0.44470147D+04 289.1948565 0.0610604 0.000 500.000 FS
5 -0.43164369D+04 130.5777314 0.0293630 0.000 500.000 EM
6 -0.42453354D+04 71.1015043 0.0164723 0.000 500.000 EM
7 -0.41822682D+04 63.0672179 0.0148557 0.000 500.000 EM
8 -0.41266784D+04 55.5898131 0.0132918 0.000 500.000 EM
9 -0.40784976D+04 48.1808281 0.0116755 0.000 500.000 EM
10 -0.40376915D+04 40.8061072 0.0100052 0.000 500.000 EM
11 -0.40040319D+04 33.6595176 0.0083363 0.000 500.000 EM
12 -0.39770066D+04 27.0253741 0.0067495 0.000 500.000 EM
13 -0.39558584D+04 21.1481417 0.0053176 0.000 500.000 EM
14 -0.39396928D+04 16.1656363 0.0040865 0.000 500.000 EM
15 -0.39275903D+04 12.1025052 0.0030719 0.000 500.000 EM
16 -0.39186929D+04 8.8973618 0.0022653 0.000 500.000 EM
17 -0.39122540D+04 6.4389312 0.0016431 0.000 500.000 EM
18 -0.39076569D+04 4.5971318 0.0011751 0.000 500.000 EM
19 -0.39044126D+04 3.2442973 0.0008302 0.000 500.000 EM
20 -0.39021456D+04 2.2669806 0.0005806 0.000 500.000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 32
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.95436385D+04 0.0000000 0.0000000 101.355 398.645 EM
2 -0.86160754D+04 927.5631217 0.0971918 62.359 437.641 FS
3 -0.83446703D+04 271.4050763 0.0314998 49.506 450.494 FS
4 -0.79257454D+04 418.9249491 0.0502027 46.955 453.045 FS
5 -0.74638275D+04 461.9178729 0.0582807 49.990 450.010 FS
6 -0.62430447D+04 1220.7827681 0.1635599 48.063 451.937 EM
7 -0.58452903D+04 397.7544341 0.0637116 46.138 453.862 FS
8 -0.54072263D+04 438.0640503 0.0749431 42.911 457.089 EM
9 -0.51072948D+04 299.9314841 0.0554686 41.534 458.466 EM
10 -0.48629012D+04 244.3935583 0.0478519 40.247 459.753 EM
11 -0.46732172D+04 189.6839985 0.0390063 38.709 461.291 EM
12 -0.45168225D+04 156.3946950 0.0334662 36.955 463.045 EM
13 -0.43974058D+04 119.4167402 0.0264382 34.655 465.345 EM
14 -0.43149900D+04 82.4157425 0.0187419 31.979 468.021 EM
15 -0.42554996D+04 59.4904871 0.0137869 29.192 470.808 EM
16 -0.42042451D+04 51.2544193 0.0120443 26.605 473.395 EM
17 -0.41632033D+04 41.0418135 0.0097620 24.879 475.121 EM
18 -0.41283983D+04 34.8049733 0.0083601 23.644 476.356 EM
19 -0.40979448D+04 30.4535573 0.0073766 22.730 477.270 EM
20 -0.40709937D+04 26.9511005 0.0065767 22.033 477.967 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.62433046D+04 0.0000000 0.0000000 386.309 113.691 EM
2 -0.56461526D+04 597.1520731 0.0956468 379.254 120.746 FS
3 -0.54027241D+04 243.4284326 0.0431140 357.072 142.928 FS
4 -0.52332668D+04 169.4573102 0.0313652 346.413 153.587 FS
5 -0.46365411D+04 596.7257674 0.1140255 355.945 144.055 EM
6 -0.45616704D+04 74.8706591 0.0161480 363.458 136.542 EM
7 -0.45234443D+04 38.2261364 0.0083799 370.832 129.168 EM
8 -0.44879916D+04 35.4526789 0.0078375 377.887 122.113 EM
9 -0.44524138D+04 35.5778271 0.0079273 385.083 114.917 EM
10 -0.44159685D+04 36.4452319 0.0081855 392.110 107.890 EM
11 -0.43813784D+04 34.5900823 0.0078330 398.112 101.888 EM
12 -0.43476665D+04 33.7119399 0.0076944 403.273 96.727 EM
13 -0.43148591D+04 32.8073900 0.0075460 407.695 92.305 EM
14 -0.42829947D+04 31.8644188 0.0073848 411.490 88.510 EM
15 -0.42522276D+04 30.7670980 0.0071835 414.759 85.241 EM
16 -0.42227297D+04 29.4978579 0.0069370 417.578 82.422 EM
17 -0.41946518D+04 28.0779326 0.0066492 420.009 79.991 EM
18 -0.41681134D+04 26.5383935 0.0063267 422.106 77.894 EM
19 -0.41432003D+04 24.9131152 0.0059771 423.916 76.084 EM
20 -0.41199690D+04 23.2313126 0.0056071 425.479 74.521 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 34
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.65050834D+04 0.0000000 0.0000000 138.319 361.681 EM
2 -0.60068619D+04 498.2214308 0.0765896 142.663 357.337 FS
3 -0.56927929D+04 314.0690519 0.0522850 142.888 357.112 FS
4 -0.46701504D+04 1022.6424804 0.1796381 160.554 339.446 EM
5 -0.44828552D+04 187.2952183 0.0401048 203.126 296.874 FS
6 -0.40992123D+04 383.6428712 0.0855800 187.919 312.081 FS
7 -0.40051339D+04 94.0784480 0.0229504 172.893 327.107 FS
8 -0.39603353D+04 44.7985703 0.0111853 176.010 323.990 FS
9 -0.39278883D+04 32.4469651 0.0081930 173.661 326.339 FS
10 -0.39027392D+04 25.1491708 0.0064027 171.358 328.642 FS
11 -0.38923707D+04 10.3684253 0.0026567 171.322 328.678 FS
12 -0.38832260D+04 9.1447822 0.0023494 188.277 311.723 FS
13 -0.38820935D+04 1.1324795 0.0002916 177.855 322.145 FS
14 -0.38816541D+04 0.4393515 0.0001132 192.543 307.457 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 35
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.64767430D+04 0.0000000 0.0000000 202.490 297.510 EM
2 -0.61835483D+04 293.1947244 0.0452689 192.372 307.628 FS
3 -0.59136921D+04 269.8562339 0.0436410 15.193 484.807 FS
4 -0.56059213D+04 307.7707322 0.0520438 0.001 499.999 FS
5 -0.50505042D+04 555.4170733 0.0990769 0.001 499.999 EM
6 -0.49906364D+04 59.8678540 0.0118538 0.003 499.997 EM
7 -0.49316253D+04 59.0110763 0.0118244 0.171 499.829 EM
8 -0.48711095D+04 60.5158054 0.0122710 0.653 499.347 EM
9 -0.48092396D+04 61.8698669 0.0127014 1.312 498.688 EM
10 -0.47474907D+04 61.7489429 0.0128396 1.743 498.257 EM
11 -0.46859625D+04 61.5281516 0.0129601 2.819 497.181 EM
12 -0.46258000D+04 60.1625050 0.0128389 3.218 496.782 EM
13 -0.45671062D+04 58.6938867 0.0126884 3.620 496.380 EM
14 -0.45100979D+04 57.0082432 0.0124824 4.135 495.865 EM
15 -0.44553639D+04 54.7340176 0.0121359 4.635 495.365 EM
16 -0.44032319D+04 52.1319952 0.0117010 5.136 494.864 EM
17 -0.43539034D+04 49.3285456 0.0112028 5.597 494.403 EM
18 -0.43074656D+04 46.4377612 0.0106658 6.024 493.976 EM
19 -0.42640677D+04 43.3978607 0.0100750 6.410 493.590 EM
20 -0.42236919D+04 40.3758193 0.0094689 6.764 493.236 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 36
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.16521333D+05 0.0000000 0.0000000 9.885 490.115 EM
2 -0.13226479D+05 3294.8541124 0.1994303 7.173 492.827 FS
3 -0.12826700D+05 399.7790933 0.0302257 5.663 494.337 FS
4 -0.12419135D+05 407.5644456 0.0317747 5.071 494.929 FS
5 -0.12014546D+05 404.5889591 0.0325779 5.148 494.852 FS
6 -0.11613527D+05 401.0196262 0.0333778 7.091 492.909 FS
7 -0.11213547D+05 399.9793976 0.0344408 9.578 490.422 FS
8 -0.10819524D+05 394.0233146 0.0351382 13.529 486.471 FS
9 -0.10431657D+05 387.8675187 0.0358489 16.665 483.335 FS
10 -0.10048097D+05 383.5591265 0.0367688 20.353 479.647 FS
11 -0.96702663D+04 377.8312199 0.0376023 23.187 476.813 FS
12 -0.92973706D+04 372.8956596 0.0385611 25.522 474.478 FS
13 -0.89285324D+04 368.8381991 0.0396712 28.050 471.950 FS
14 -0.85700165D+04 358.5158821 0.0401540 29.699 470.301 FS
15 -0.82216004D+04 348.4161538 0.0406552 30.931 469.069 FS
16 -0.78861253D+04 335.4750724 0.0408041 31.786 468.214 FS
17 -0.75677423D+04 318.3830306 0.0403726 32.176 467.824 FS
18 -0.72695141D+04 298.2281178 0.0394078 32.262 467.738 FS
19 -0.69941167D+04 275.3974370 0.0378839 31.887 468.113 FS
20 -0.67413655D+04 252.7512012 0.0361377 31.339 468.661 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 37
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.26225451D+05 0.0000000 0.0000000 124.202 375.798 EM
2 -0.12042338D+05 ************ 0.5408148 105.813 394.187 FS
3 -0.11275168D+05 767.1699746 0.0637061 105.088 394.912 FS
4 -0.10915455D+05 359.7133403 0.0319031 92.599 407.401 FS
5 -0.10606560D+05 308.8944467 0.0282988 101.033 398.967 FS
6 -0.10322170D+05 284.3898779 0.0268126 103.570 396.430 FS
7 -0.10059792D+05 262.3779987 0.0254189 106.201 393.799 FS
8 -0.98180366D+04 241.7556750 0.0240319 106.660 393.340 FS
9 -0.95942001D+04 223.8364981 0.0227985 109.361 390.639 FS
10 -0.93817793D+04 212.4207152 0.0221405 109.502 390.498 FS
11 -0.91748352D+04 206.9441656 0.0220581 111.924 388.076 FS
12 -0.89900977D+04 184.7374721 0.0201352 106.388 393.612 FS
13 -0.87987786D+04 191.3191086 0.0212811 110.509 389.491 FS
14 -0.86204385D+04 178.3400637 0.0202687 109.784 390.216 FS
15 -0.84389568D+04 181.4816905 0.0210525 112.996 387.004 FS
16 -0.82668328D+04 172.1240340 0.0203964 110.001 389.999 FS
17 -0.81052834D+04 161.5494449 0.0195419 114.503 385.497 FS
18 -0.79459977D+04 159.2856182 0.0196521 106.673 393.327 FS
19 -0.77547351D+04 191.2626691 0.0240703 113.347 386.653 FS
20 -0.75897667D+04 164.9683703 0.0212732 110.257 389.743 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 38
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.85000214D+04 0.0000000 0.0000000 365.455 134.545 EM
2 -0.72841532D+04 1215.8682306 0.1430430 355.456 144.544 FS
3 -0.69056254D+04 378.5278436 0.0519659 303.595 196.405 FS
4 -0.65127382D+04 392.8871449 0.0568938 278.119 221.881 FS
5 -0.48872963D+04 1625.4418958 0.2495789 235.228 264.772 EM
6 -0.46218143D+04 265.4820041 0.0543208 195.510 304.490 FS
7 -0.43324162D+04 289.3981514 0.0626157 137.884 362.116 FS
8 -0.42681781D+04 64.2380413 0.0148273 156.428 343.572 FS
9 -0.40817768D+04 186.4012901 0.0436723 185.104 314.896 FS
10 -0.39908159D+04 90.9609785 0.0222847 191.432 308.568 FS
11 -0.39514110D+04 39.4048924 0.0098739 199.344 300.656 FS
12 -0.39227950D+04 28.6159508 0.0072420 208.210 291.790 FS
13 -0.39006292D+04 22.1658213 0.0056505 219.297 280.703 FS
14 -0.38954105D+04 5.2187046 0.0013379 218.837 281.163 EM
15 -0.38929280D+04 2.4824595 0.0006373 218.463 281.537 EM
16 -0.38913009D+04 1.6271659 0.0004180 218.139 281.861 EM
17 -0.38900610D+04 1.2398150 0.0003186 217.824 282.176 EM
18 -0.38890805D+04 0.9805800 0.0002521 217.514 282.486 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 39
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.54784616D+04 0.0000000 0.0000000 238.655 261.345 EM
2 -0.50099570D+04 468.5046045 0.0855175 226.566 273.434 FS
3 -0.46835919D+04 326.3651489 0.0651433 115.055 384.945 FS
4 -0.43755787D+04 308.0131331 0.0657643 118.982 381.018 EM
5 -0.42697874D+04 105.7913777 0.0241777 127.806 372.194 EM
6 -0.41987268D+04 71.0605925 0.0166427 132.848 367.152 EM
7 -0.41462024D+04 52.5243748 0.0125096 135.184 364.816 EM
8 -0.41049498D+04 41.2526122 0.0099495 135.991 364.009 EM
9 -0.40708134D+04 34.1363571 0.0083159 136.007 363.993 EM
10 -0.40416997D+04 29.1137560 0.0071518 135.644 364.356 EM
11 -0.40166083D+04 25.0913134 0.0062081 135.114 364.886 EM
12 -0.39950099D+04 21.5984287 0.0053773 134.520 365.480 EM
13 -0.39765437D+04 18.4661680 0.0046223 133.914 366.086 EM
14 -0.39608952D+04 15.6485355 0.0039352 133.329 366.671 EM
15 -0.39477563D+04 13.1388746 0.0033171 132.784 367.216 EM
16 -0.39368211D+04 10.9352809 0.0027700 132.294 367.706 EM
17 -0.39277921D+04 9.0290019 0.0022935 131.873 368.127 EM
18 -0.39203893D+04 7.4027547 0.0018847 131.528 368.472 EM
19 -0.39143566D+04 6.0327122 0.0015388 131.266 368.734 EM
20 -0.39094652D+04 4.8913410 0.0012496 131.092 368.908 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 40
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.53711835D+04 0.0000000 0.0000000 498.448 1.552 EM
2 -0.51320866D+04 239.0968967 0.0445148 499.990 0.010 FS
3 -0.49043942D+04 227.6924448 0.0443664 500.000 0.000 FS
4 -0.48090553D+04 95.3388958 0.0194395 500.000 0.000 FS
5 -0.44953048D+04 313.7504743 0.0652416 500.000 0.000 FS
6 -0.43195643D+04 175.7405058 0.0390942 500.000 0.000 FS
7 -0.42148789D+04 104.6854194 0.0242352 500.000 0.000 FS
8 -0.41527775D+04 62.1013207 0.0147338 500.000 0.000 FS
9 -0.41155385D+04 37.2390295 0.0089673 500.000 0.000 FS
10 -0.40911393D+04 24.3992252 0.0059286 500.000 0.000 FS
11 -0.40688137D+04 22.3256322 0.0054571 500.000 0.000 FS
12 -0.40457065D+04 23.1071869 0.0056791 500.000 0.000 FS
13 -0.40220596D+04 23.6468351 0.0058449 500.000 0.000 FS
14 -0.39893494D+04 32.7102726 0.0081327 500.000 0.000 FS
15 -0.39726259D+04 16.7234518 0.0041920 500.000 0.000 FS
16 -0.39583828D+04 14.2430861 0.0035853 500.000 0.000 FS
17 -0.39451742D+04 13.2085976 0.0033369 500.000 0.000 FS
18 -0.39330647D+04 12.1094989 0.0030694 500.000 0.000 FS
19 -0.39221171D+04 10.9476312 0.0027835 500.000 0.000 FS
20 -0.39124657D+04 9.6513893 0.0024608 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 -0.61318109D+04 0.0000000 0.0000000 279.757 220.243 EM
2 -0.58614745D+04 270.3363642 0.0440875 286.323 213.677 FS
3 -0.55279489D+04 333.5256858 0.0569013 290.662 209.338 FS
4 -0.51889622D+04 338.9866091 0.0613223 297.180 202.820 FS
5 -0.48901171D+04 298.8451462 0.0575925 300.562 199.438 FS
6 -0.46324347D+04 257.6824206 0.0526945 304.111 195.889 FS
7 -0.44121657D+04 220.2690146 0.0475493 306.186 193.814 FS
8 -0.42306524D+04 181.5132445 0.0411393 308.650 191.350 FS
9 -0.40834310D+04 147.2213695 0.0347987 309.768 190.232 FS
10 -0.39749468D+04 108.4842839 0.0265669 308.533 191.467 FS
11 -0.39119176D+04 63.0291555 0.0158566 304.082 195.918 FS
12 -0.38843273D+04 27.5903019 0.0070529 301.130 198.870 FS
13 -0.38814617D+04 2.8655819 0.0007377 317.410 182.590 FS
14 -0.38813425D+04 0.1192657 0.0000307 316.623 183.377 FS
15 -0.38812961D+04 0.0463338 0.0000119 317.209 182.791 FS
16 -0.38812641D+04 0.0320450 0.0000083 315.579 184.421 FS
17 -0.38812426D+04 0.0214414 0.0000055 316.488 183.512 FS
18 -0.38812292D+04 0.0134743 0.0000035 314.784 185.216 FS
19 -0.38812209D+04 0.0082249 0.0000021 316.050 183.950 FS
20 -0.38812161D+04 0.0048380 0.0000012 314.381 185.619 FS
21 -0.38812133D+04 0.0027925 0.0000007 315.834 184.166 FS
22 -0.38812117D+04 0.0015726 0.0000004 314.168 185.832 FS
23 -0.38812109D+04 0.0008318 0.0000002 315.739 184.261 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 24
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.48053659D+04 0.0000000 0.0000000 216.560 283.440 EM
2 -0.44785011D+04 326.8647410 0.0680208 229.169 270.831 FS
3 -0.42757114D+04 202.7897935 0.0452807 210.403 289.597 FS
4 -0.41696228D+04 106.0885630 0.0248119 179.607 320.393 FS
5 -0.40424711D+04 127.1517271 0.0304948 194.891 305.109 FS
6 -0.39800180D+04 62.4530172 0.0154492 195.062 304.938 FS
7 -0.39340457D+04 45.9723855 0.0115508 192.182 307.818 FS
8 -0.39094674D+04 24.5782885 0.0062476 191.634 308.366 FS
9 -0.38993722D+04 10.0951815 0.0025822 194.529 305.471 FS
10 -0.38820756D+04 17.2965612 0.0044357 194.291 305.709 EM
11 -0.38814072D+04 0.6684067 0.0001722 181.900 318.100 FS
12 -0.38813722D+04 0.0350509 0.0000090 189.071 310.929 FS
13 -0.38812455D+04 0.1266607 0.0000326 188.782 311.218 EM
14 -0.38812310D+04 0.0144896 0.0000037 188.506 311.494 EM
15 -0.38812241D+04 0.0068797 0.0000018 188.255 311.745 EM
16 -0.38812201D+04 0.0040789 0.0000011 188.025 311.975 EM
17 -0.38812172D+04 0.0028255 0.0000007 187.815 312.185 EM
18 -0.38812151D+04 0.0021487 0.0000006 187.622 312.378 EM
19 -0.38812134D+04 0.0017157 0.0000004 187.445 312.555 EM
20 -0.38812120D+04 0.0014046 0.0000004 187.281 312.719 EM
21 -0.38812108D+04 0.0011655 0.0000003 187.130 312.870 EM
22 -0.38812098D+04 0.0009751 0.0000003 186.990 313.010 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 34
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.65050834D+04 0.0000000 0.0000000 138.319 361.681 EM
2 -0.60068619D+04 498.2214308 0.0765896 142.663 357.337 FS
3 -0.56927929D+04 314.0690519 0.0522850 142.888 357.112 FS
4 -0.46701504D+04 1022.6424804 0.1796381 160.554 339.446 EM
5 -0.44828552D+04 187.2952183 0.0401048 203.126 296.874 FS
6 -0.40992123D+04 383.6428712 0.0855800 187.919 312.081 FS
7 -0.40051339D+04 94.0784480 0.0229504 172.893 327.107 FS
8 -0.39603353D+04 44.7985703 0.0111853 176.010 323.990 FS
9 -0.39278883D+04 32.4469651 0.0081930 173.661 326.339 FS
10 -0.39027392D+04 25.1491708 0.0064027 171.358 328.642 FS
11 -0.38923707D+04 10.3684253 0.0026567 171.322 328.678 FS
12 -0.38832260D+04 9.1447822 0.0023494 188.277 311.723 FS
13 -0.38820935D+04 1.1324795 0.0002916 177.855 322.145 FS
14 -0.38816541D+04 0.4393515 0.0001132 192.543 307.457 FS
15 -0.38813847D+04 0.2694115 0.0000694 178.645 321.355 FS
16 -0.38813648D+04 0.0198646 0.0000051 190.314 309.686 FS
17 -0.38813518D+04 0.0130033 0.0000034 179.797 320.203 FS
18 -0.38813481D+04 0.0036944 0.0000010 189.595 310.405 FS
19 -0.38813469D+04 0.0012166 0.0000003 180.273 319.727 FS
20 -0.38813437D+04 0.0032460 0.0000008 189.314 310.686 FS
21 -0.38812340D+04 0.1097261 0.0000283 189.027 310.973 EM
22 -0.38812236D+04 0.0103903 0.0000027 188.750 311.250 EM
23 -0.38812189D+04 0.0047090 0.0000012 188.497 311.503 EM
24 -0.38812161D+04 0.0027267 0.0000007 188.265 311.735 EM
25 -0.38812142D+04 0.0018913 0.0000005 188.051 311.949 EM
26 -0.38812128D+04 0.0014625 0.0000004 187.854 312.146 EM
27 -0.38812116D+04 0.0011939 0.0000003 187.671 312.329 EM
28 -0.38812106D+04 0.0009997 0.0000003 187.501 312.499 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.58346048D+04 0.0000000 0.0000000 137.097 362.903 EM
2 -0.54608716D+04 373.7332143 0.0640546 135.620 364.380 FS
3 -0.51660841D+04 294.7875173 0.0539818 135.058 364.942 FS
4 -0.50219923D+04 144.0917754 0.0278919 141.518 358.482 FS
5 -0.48024726D+04 219.5196539 0.0437117 151.228 348.772 FS
6 -0.46300035D+04 172.4691521 0.0359126 160.712 339.288 FS
7 -0.44874794D+04 142.5240934 0.0307827 165.517 334.483 FS
8 -0.43668071D+04 120.6723028 0.0268909 169.272 330.728 FS
9 -0.42629422D+04 103.8648593 0.0237851 174.784 325.216 FS
10 -0.41689656D+04 93.9766337 0.0220450 181.775 318.225 FS
11 -0.40839297D+04 85.0359387 0.0203974 191.497 308.503 FS
12 -0.40198647D+04 64.0649546 0.0156871 199.596 300.404 FS
13 -0.39698796D+04 49.9851272 0.0124345 206.322 293.678 FS
14 -0.39313924D+04 38.4872198 0.0096948 215.123 284.877 FS
15 -0.39060036D+04 25.3887525 0.0064580 229.008 270.992 FS
16 -0.38947029D+04 11.3007532 0.0028932 251.506 248.494 FS
17 -0.38926675D+04 2.0354035 0.0005226 344.981 155.019 FS
18 -0.38879788D+04 4.6886298 0.0012045 388.273 111.727 FS
19 -0.38861662D+04 1.8125736 0.0004662 384.388 115.612 EM
20 -0.38856600D+04 0.5062517 0.0001303 380.462 119.538 EM
21 -0.38852265D+04 0.4334776 0.0001116 376.581 123.419 EM
22 -0.38848190D+04 0.4075006 0.0001049 372.779 127.221 EM
23 -0.38844357D+04 0.3833478 0.0000987 369.081 130.919 EM
24 -0.38840800D+04 0.3556381 0.0000916 365.511 134.489 EM
25 -0.38837550D+04 0.3250743 0.0000837 362.091 137.909 EM
26 -0.38834615D+04 0.2934559 0.0000756 358.836 141.164 EM
27 -0.38831991D+04 0.2623785 0.0000676 355.755 144.245 EM
28 -0.38829662D+04 0.2329326 0.0000600 352.854 147.146 EM
29 -0.38827605D+04 0.2057376 0.0000530 350.134 149.866 EM
30 -0.38825794D+04 0.1810640 0.0000466 347.590 152.410 EM
31 -0.38824204D+04 0.1589551 0.0000409 345.217 154.783 EM
32 -0.38822811D+04 0.1393182 0.0000359 343.009 156.991 EM
33 -0.38821591D+04 0.1219869 0.0000314 340.956 159.044 EM
34 -0.38820524D+04 0.1067605 0.0000275 339.051 160.949 EM
35 -0.38819589D+04 0.0934278 0.0000241 337.285 162.715 EM
36 -0.38818772D+04 0.0817812 0.0000211 335.647 164.353 EM
37 -0.38818055D+04 0.0716247 0.0000185 334.130 165.870 EM
38 -0.38817428D+04 0.0627781 0.0000162 332.725 167.275 EM
39 -0.38816877D+04 0.0550779 0.0000142 331.424 168.576 EM
40 -0.38816393D+04 0.0483782 0.0000125 330.220 169.780 EM
41 -0.38815968D+04 0.0425496 0.0000110 329.105 170.895 EM
42 -0.38815593D+04 0.0374785 0.0000097 328.072 171.928 EM
43 -0.38815262D+04 0.0330651 0.0000085 327.116 172.884 EM
44 -0.38814970D+04 0.0292225 0.0000075 326.231 173.769 EM
45 -0.38814711D+04 0.0258748 0.0000067 325.411 174.589 EM
46 -0.38814482D+04 0.0229564 0.0000059 324.652 175.348 EM
47 -0.38814277D+04 0.0204101 0.0000053 323.949 176.051 EM
48 -0.38814096D+04 0.0181865 0.0000047 323.297 176.703 EM
49 -0.38813933D+04 0.0162427 0.0000042 322.693 177.307 EM
50 -0.38813788D+04 0.0145416 0.0000037 322.133 177.867 EM
51 -0.38813657D+04 0.0130510 0.0000034 321.614 178.386 EM
52 -0.38813540D+04 0.0117433 0.0000030 321.133 178.867 EM
53 -0.38813434D+04 0.0105942 0.0000027 320.687 179.313 EM
54 -0.38813338D+04 0.0095829 0.0000025 320.273 179.727 EM
55 -0.38813251D+04 0.0086915 0.0000022 319.889 180.111 EM
56 -0.38813172D+04 0.0079042 0.0000020 319.533 180.467 EM
57 -0.38813100D+04 0.0072076 0.0000019 319.202 180.798 EM
58 -0.38813034D+04 0.0065900 0.0000017 318.895 181.105 EM
59 -0.38812974D+04 0.0060412 0.0000016 318.611 181.389 EM
60 -0.38812918D+04 0.0055524 0.0000014 318.346 181.654 EM
61 -0.38812867D+04 0.0051160 0.0000013 318.101 181.899 EM
62 -0.38812477D+04 0.0389614 0.0000100 312.755 187.245 FS
63 -0.38812307D+04 0.0169939 0.0000044 315.662 184.338 FS
64 -0.38812226D+04 0.0081709 0.0000021 313.212 186.788 FS
65 -0.38812179D+04 0.0047202 0.0000012 315.695 184.305 FS
66 -0.38812158D+04 0.0020939 0.0000005 313.388 186.612 FS
67 -0.38812147D+04 0.0010689 0.0000003 315.789 184.211 FS
68 -0.38812145D+04 0.0002297 0.0000001 313.468 186.532 FS
TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.45437801D+04 0.0000000 0.0000000 250.000 250.000 EM
2 -0.41718053D+04 371.9747614 0.0818646 347.171 152.829 FS
3 -0.39981958D+04 173.6095210 0.0416150 305.303 194.697 FS
4 -0.39449943D+04 53.2015468 0.0133064 305.750 194.250 EM
5 -0.39248615D+04 20.1327914 0.0051034 306.376 193.624 EM
6 -0.39144445D+04 10.4169523 0.0026541 307.004 192.996 EM
7 -0.39077850D+04 6.6595406 0.0017013 307.650 192.350 EM
8 -0.39029005D+04 4.8844442 0.0012499 308.307 191.693 EM
9 -0.38991537D+04 3.7468408 0.0009600 308.963 191.037 EM
10 -0.38962220D+04 2.9316562 0.0007519 309.600 190.400 EM
11 -0.38938860D+04 2.3360158 0.0005996 310.184 189.816 EM
12 -0.38919820D+04 1.9040315 0.0004890 310.649 189.351 EM
13 -0.38903752D+04 1.6068304 0.0004129 310.908 189.092 EM
14 -0.38889586D+04 1.4165300 0.0003641 310.876 189.124 EM
15 -0.38876848D+04 1.2737986 0.0003275 310.517 189.483 EM
16 -0.38865809D+04 1.1039504 0.0002840 309.855 190.145 EM
17 -0.38856870D+04 0.8938641 0.0002300 308.950 191.050 EM
18 -0.38849972D+04 0.6898093 0.0001775 307.868 192.132 EM
19 -0.38844718D+04 0.5254612 0.0001353 306.676 193.324 EM
20 -0.38840673D+04 0.4044848 0.0001041 305.434 194.566 EM
21 -0.38837493D+04 0.3179428 0.0000819 304.192 195.808 EM
22 -0.38834934D+04 0.2558798 0.0000659 302.985 197.015 EM
23 -0.38832829D+04 0.2105587 0.0000542 301.840 198.160 EM
24 -0.38831063D+04 0.1765902 0.0000455 300.771 199.229 EM
25 -0.38829559D+04 0.1503904 0.0000387 299.785 200.215 EM
26 -0.38828263D+04 0.1296256 0.0000334 298.886 201.114 EM
27 -0.38827135D+04 0.1127803 0.0000290 298.072 201.928 EM
28 -0.38826146D+04 0.0988567 0.0000255 297.341 202.659 EM
29 -0.38825275D+04 0.0871798 0.0000225 296.689 203.311 EM
30 -0.38824502D+04 0.0772769 0.0000199 296.110 203.890 EM
31 -0.38823814D+04 0.0688047 0.0000177 295.601 204.399 EM
32 -0.38823199D+04 0.0615048 0.0000158 295.155 204.845 EM
33 -0.38822647D+04 0.0551773 0.0000142 294.768 205.232 EM
34 -0.38822150D+04 0.0496643 0.0000128 294.434 205.566 EM
35 -0.38821702D+04 0.0448382 0.0000115 294.150 205.850 EM
36 -0.38821296D+04 0.0405954 0.0000105 293.910 206.090 EM
37 -0.38820928D+04 0.0368503 0.0000095 293.712 206.288 EM
38 -0.38820592D+04 0.0335319 0.0000086 293.550 206.450 EM
39 -0.38820286D+04 0.0305812 0.0000079 293.423 206.577 EM
40 -0.38820007D+04 0.0279483 0.0000072 293.325 206.675 EM
41 -0.38819751D+04 0.0255914 0.0000066 293.255 206.745 EM
42 -0.38819516D+04 0.0234749 0.0000060 293.210 206.790 EM
43 -0.38819301D+04 0.0215689 0.0000056 293.188 206.812 EM
44 -0.38819102D+04 0.0198476 0.0000051 293.185 206.815 EM
45 -0.38818919D+04 0.0182891 0.0000047 293.201 206.799 EM
46 -0.38818750D+04 0.0168747 0.0000043 293.233 206.767 EM
47 -0.38817107D+04 0.1643253 0.0000423 304.238 195.762 FS
48 -0.38816591D+04 0.0516465 0.0000133 299.010 200.990 FS
49 -0.38816311D+04 0.0280140 0.0000072 305.838 194.162 FS
50 -0.38815956D+04 0.0354196 0.0000091 304.068 195.932 FS
51 -0.38815425D+04 0.0531707 0.0000137 310.459 189.541 FS
52 -0.38814718D+04 0.0707145 0.0000182 308.891 191.109 FS
53 -0.38813940D+04 0.0777146 0.0000200 314.484 185.516 FS
54 -0.38813327D+04 0.0613854 0.0000158 311.423 188.577 FS
55 -0.38812879D+04 0.0447109 0.0000115 315.978 184.022 FS
56 -0.38812636D+04 0.0243580 0.0000063 312.120 187.880 FS
57 -0.38812483D+04 0.0153010 0.0000039 316.435 183.565 FS
58 -0.38812421D+04 0.0062357 0.0000016 312.325 187.675 FS
59 -0.38812385D+04 0.0035430 0.0000009 316.690 183.310 FS
60 -0.38812382D+04 0.0002591 0.0000001 312.413 187.587 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 26
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.60328899D+04 0.0000000 0.0000000 288.466 211.534 EM
2 -0.55878919D+04 444.9979783 0.0737620 255.034 244.966 FS
3 -0.52756432D+04 312.2487766 0.0558795 226.870 273.130 FS
4 -0.49746720D+04 300.9711684 0.0570492 217.873 282.127 FS
5 -0.47161377D+04 258.5343423 0.0519701 210.655 289.345 FS
6 -0.44491592D+04 266.9785110 0.0566096 211.546 288.454 FS
7 -0.42576096D+04 191.5495493 0.0430530 201.515 298.485 FS
8 -0.41282926D+04 129.3170390 0.0303732 192.848 307.152 FS
9 -0.40345593D+04 93.7332939 0.0227051 181.484 318.516 FS
10 -0.39774936D+04 57.0657147 0.0141442 164.393 335.607 FS
11 -0.39341589D+04 43.3346419 0.0108950 136.658 363.342 FS
12 -0.39153552D+04 18.8037167 0.0047796 92.434 407.566 FS
13 -0.39024000D+04 12.9551696 0.0033088 159.715 340.285 FS
14 -0.38949669D+04 7.4330988 0.0019048 97.610 402.390 FS
15 -0.38913013D+04 3.6656106 0.0009411 97.974 402.026 EM
16 -0.38898361D+04 1.4652316 0.0003765 98.810 401.190 EM
17 -0.38888422D+04 0.9938423 0.0002555 99.850 400.150 EM
18 -0.38882003D+04 0.6419886 0.0001651 101.016 398.984 EM
19 -0.38877848D+04 0.4154307 0.0001068 102.272 397.728 EM
20 -0.38875010D+04 0.2838675 0.0000730 103.605 396.395 EM
21 -0.38872907D+04 0.2102683 0.0000541 105.008 394.992 EM
22 -0.38871222D+04 0.1685065 0.0000433 106.478 393.522 EM
23 -0.38869784D+04 0.1437466 0.0000370 108.008 391.992 EM
24 -0.38868502D+04 0.1282501 0.0000330 109.591 390.409 EM
25 -0.38867322D+04 0.1180238 0.0000304 111.221 388.779 EM
26 -0.38866212D+04 0.1109437 0.0000285 112.891 387.109 EM
27 -0.38865154D+04 0.1058262 0.0000272 114.595 385.405 EM
28 -0.38864134D+04 0.1019785 0.0000262 116.326 383.674 EM
29 -0.38863144D+04 0.0989767 0.0000255 118.080 381.920 EM
30 -0.38862179D+04 0.0965521 0.0000248 119.853 380.147 EM
31 -0.38861234D+04 0.0945288 0.0000243 121.642 378.358 EM
32 -0.38860306D+04 0.0927885 0.0000239 123.442 376.558 EM
33 -0.38859393D+04 0.0912503 0.0000235 125.251 374.749 EM
34 -0.38858495D+04 0.0898574 0.0000231 127.067 372.933 EM
35 -0.38857609D+04 0.0885693 0.0000228 128.889 371.111 EM
36 -0.38856735D+04 0.0873571 0.0000225 130.713 369.287 EM
37 -0.38855873D+04 0.0861994 0.0000222 132.538 367.462 EM
38 -0.38855023D+04 0.0850806 0.0000219 134.364 365.636 EM
39 -0.38854183D+04 0.0839891 0.0000216 136.189 363.811 EM
40 -0.38853353D+04 0.0829164 0.0000213 138.011 361.989 EM
41 -0.38852535D+04 0.0818558 0.0000211 139.829 360.171 EM
42 -0.38851727D+04 0.0808026 0.0000208 141.644 358.356 EM
43 -0.38850929D+04 0.0797532 0.0000205 143.453 356.547 EM
44 -0.38850142D+04 0.0787050 0.0000203 145.256 354.744 EM
45 -0.38849366D+04 0.0776558 0.0000200 147.052 352.948 EM
46 -0.38848600D+04 0.0766044 0.0000197 148.840 351.160 EM
47 -0.38847844D+04 0.0755499 0.0000194 150.621 349.379 EM
48 -0.38847099D+04 0.0744914 0.0000192 152.392 347.608 EM
49 -0.38846365D+04 0.0734287 0.0000189 154.154 345.846 EM
50 -0.38845641D+04 0.0723615 0.0000186 155.906 344.094 EM
51 -0.38844928D+04 0.0712898 0.0000184 157.647 342.353 EM
52 -0.38844226D+04 0.0702137 0.0000181 159.377 340.623 EM
53 -0.38843535D+04 0.0691334 0.0000178 161.096 338.904 EM
54 -0.38842855D+04 0.0680491 0.0000175 162.802 337.198 EM
55 -0.38842185D+04 0.0669611 0.0000172 164.496 335.504 EM
56 -0.38841526D+04 0.0658700 0.0000170 166.177 333.823 EM
57 -0.38840878D+04 0.0647761 0.0000167 167.844 332.156 EM
58 -0.38840242D+04 0.0636799 0.0000164 169.498 330.502 EM
59 -0.38839616D+04 0.0625815 0.0000161 171.137 328.863 EM
60 -0.38839001D+04 0.0614820 0.0000158 172.762 327.238 EM
61 -0.38838397D+04 0.0603817 0.0000155 174.372 325.628 EM
62 -0.38837804D+04 0.0592812 0.0000153 175.966 324.034 EM
63 -0.38837223D+04 0.0581810 0.0000150 177.545 322.455 EM
64 -0.38836652D+04 0.0570816 0.0000147 179.108 320.892 EM
65 -0.38836092D+04 0.0559838 0.0000144 180.655 319.345 EM
66 -0.38835543D+04 0.0548880 0.0000141 182.186 317.814 EM
67 -0.38835005D+04 0.0537950 0.0000139 183.700 316.300 EM
68 -0.38834478D+04 0.0527052 0.0000136 185.197 314.803 EM
69 -0.38833962D+04 0.0516194 0.0000133 186.677 313.323 EM
70 -0.38833456D+04 0.0505381 0.0000130 188.140 311.860 EM
71 -0.38832962D+04 0.0494618 0.0000127 189.586 310.414 EM
72 -0.38832478D+04 0.0483913 0.0000125 191.014 308.986 EM
73 -0.38825180D+04 0.7298086 0.0001879 229.006 270.994 QN
74 -0.38823611D+04 0.1569106 0.0000404 229.415 270.585 EM
75 -0.38822790D+04 0.0820659 0.0000211 229.859 270.141 EM
76 -0.38822288D+04 0.0502101 0.0000129 230.346 269.654 EM
77 -0.38821936D+04 0.0351985 0.0000091 230.872 269.128 EM
78 -0.38821660D+04 0.0275917 0.0000071 231.429 268.571 EM
79 -0.38821426D+04 0.0233710 0.0000060 232.011 267.989 EM
80 -0.38821219D+04 0.0207763 0.0000054 232.612 267.388 EM
81 -0.38821028D+04 0.0190118 0.0000049 233.228 266.772 EM
82 -0.38820851D+04 0.0177026 0.0000046 233.854 266.146 EM
83 -0.38820685D+04 0.0166629 0.0000043 234.486 265.514 EM
84 -0.38820527D+04 0.0157953 0.0000041 235.121 264.879 EM
85 -0.38820376D+04 0.0150447 0.0000039 235.758 264.242 EM
86 -0.38820233D+04 0.0143781 0.0000037 236.394 263.606 EM
87 -0.38820095D+04 0.0137744 0.0000035 237.028 262.972 EM
88 -0.38819963D+04 0.0132193 0.0000034 237.658 262.342 EM
89 -0.38817801D+04 0.2161537 0.0000557 254.201 245.799 QN
90 -0.38817487D+04 0.0314207 0.0000081 254.538 245.462 EM
91 -0.38817344D+04 0.0142768 0.0000037 254.936 245.064 EM
92 -0.38817260D+04 0.0084444 0.0000022 255.359 244.641 EM
93 -0.38817203D+04 0.0056473 0.0000015 255.789 244.211 EM
94 -0.38817161D+04 0.0042089 0.0000011 256.216 243.784 EM
95 -0.38817127D+04 0.0034096 0.0000009 256.635 243.365 EM
96 -0.38817098D+04 0.0029262 0.0000008 257.042 242.958 EM
97 -0.38817072D+04 0.0026076 0.0000007 257.436 242.564 EM
98 -0.38817048D+04 0.0023806 0.0000006 257.818 242.182 EM
99 -0.38817026D+04 0.0022074 0.0000006 258.186 241.814 EM
100 -0.38817005D+04 0.0020680 0.0000005 258.543 241.457 EM
101 -0.38816986D+04 0.0019508 0.0000005 258.887 241.113 EM
102 -0.38816967D+04 0.0018493 0.0000005 259.220 240.780 EM
103 -0.38816950D+04 0.0017590 0.0000005 259.544 240.456 EM
104 -0.38816933D+04 0.0016773 0.0000004 259.857 240.143 EM
105 -0.38816485D+04 0.0447555 0.0000115 275.292 224.708 QN
106 -0.38816481D+04 0.0004399 0.0000001 275.334 224.666 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 38
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.85000214D+04 0.0000000 0.0000000 365.455 134.545 EM
2 -0.72841532D+04 1215.8682306 0.1430430 355.456 144.544 FS
3 -0.69056254D+04 378.5278436 0.0519659 303.595 196.405 FS
4 -0.65127382D+04 392.8871449 0.0568938 278.119 221.881 FS
5 -0.48872963D+04 1625.4418958 0.2495789 235.228 264.772 EM
6 -0.46218143D+04 265.4820041 0.0543208 195.510 304.490 FS
7 -0.43324162D+04 289.3981514 0.0626157 137.884 362.116 FS
8 -0.42681781D+04 64.2380413 0.0148273 156.428 343.572 FS
9 -0.40817768D+04 186.4012901 0.0436723 185.104 314.896 FS
10 -0.39908159D+04 90.9609785 0.0222847 191.432 308.568 FS
11 -0.39514110D+04 39.4048924 0.0098739 199.344 300.656 FS
12 -0.39227950D+04 28.6159508 0.0072420 208.210 291.790 FS
13 -0.39006292D+04 22.1658213 0.0056505 219.297 280.703 FS
14 -0.38954105D+04 5.2187046 0.0013379 218.837 281.163 EM
15 -0.38929280D+04 2.4824595 0.0006373 218.463 281.537 EM
16 -0.38913009D+04 1.6271659 0.0004180 218.139 281.861 EM
17 -0.38900610D+04 1.2398150 0.0003186 217.824 282.176 EM
18 -0.38890805D+04 0.9805800 0.0002521 217.514 282.486 EM
19 -0.38882693D+04 0.8111221 0.0002086 217.185 282.815 EM
20 -0.38875712D+04 0.6981029 0.0001795 216.824 283.176 EM
21 -0.38869578D+04 0.6134625 0.0001578 216.430 283.570 EM
22 -0.38864152D+04 0.5425566 0.0001396 216.011 283.989 EM
23 -0.38859508D+04 0.4644002 0.0001195 215.590 284.410 EM
24 -0.38855441D+04 0.4066880 0.0001047 215.173 284.827 EM
25 -0.38851834D+04 0.3607686 0.0000928 214.760 285.240 EM
26 -0.38848601D+04 0.3232705 0.0000832 214.352 285.648 EM
27 -0.38845688D+04 0.2912886 0.0000750 213.951 286.049 EM
28 -0.38843059D+04 0.2628686 0.0000677 213.560 286.440 EM
29 -0.38840687D+04 0.2371902 0.0000611 213.181 286.819 EM
30 -0.38838547D+04 0.2140464 0.0000551 212.816 287.184 EM
31 -0.38836613D+04 0.1933504 0.0000498 212.466 287.534 EM
32 -0.38834864D+04 0.1749305 0.0000450 212.132 287.868 EM
33 -0.38833279D+04 0.1585342 0.0000408 211.815 288.185 EM
34 -0.38831840D+04 0.1438946 0.0000371 211.515 288.485 EM
35 -0.38830532D+04 0.1307726 0.0000337 211.232 288.768 EM
36 -0.38829342D+04 0.1189700 0.0000306 210.965 289.035 EM
37 -0.38828259D+04 0.1083237 0.0000279 210.715 289.285 EM
38 -0.38827272D+04 0.0986982 0.0000254 210.481 289.519 EM
39 -0.38826372D+04 0.0899789 0.0000232 210.264 289.736 EM
40 -0.38825552D+04 0.0820675 0.0000211 210.063 289.937 EM
41 -0.38824803D+04 0.0748798 0.0000193 209.877 290.123 EM
42 -0.38824120D+04 0.0683433 0.0000176 209.707 290.293 EM
43 -0.38823496D+04 0.0623947 0.0000161 209.552 290.448 EM
44 -0.38822926D+04 0.0569787 0.0000147 209.410 290.590 EM
45 -0.38822405D+04 0.0520460 0.0000134 209.283 290.717 EM
46 -0.38821930D+04 0.0475528 0.0000122 209.169 290.831 EM
47 -0.38821495D+04 0.0434594 0.0000112 209.067 290.933 EM
48 -0.38821098D+04 0.0397300 0.0000102 208.977 291.023 EM
49 -0.38820735D+04 0.0363321 0.0000094 208.899 291.101 EM
50 -0.38820402D+04 0.0332358 0.0000086 208.832 291.168 EM
51 -0.38820098D+04 0.0304141 0.0000078 208.775 291.225 EM
52 -0.38819820D+04 0.0278424 0.0000072 208.728 291.272 EM
53 -0.38819565D+04 0.0254981 0.0000066 208.691 291.309 EM
54 -0.38819331D+04 0.0233605 0.0000060 208.662 291.338 EM
55 -0.38819117D+04 0.0214111 0.0000055 208.641 291.359 EM
56 -0.38818921D+04 0.0196328 0.0000051 208.628 291.372 EM
57 -0.38816896D+04 0.2024933 0.0000522 215.067 284.933 FS
58 -0.38816664D+04 0.0231697 0.0000060 214.153 285.847 FS
59 -0.38816630D+04 0.0034223 0.0000009 213.408 286.592 FS
60 -0.38816588D+04 0.0041938 0.0000011 213.535 286.465 EM
61 -0.38816583D+04 0.0004626 0.0000001 213.655 286.345 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.70882547D+04 0.0000000 0.0000000 174.423 325.577 EM
2 -0.66799009D+04 408.3538271 0.0576099 158.984 341.016 FS
3 -0.63461840D+04 333.7168889 0.0499584 149.455 350.545 FS
4 -0.60198605D+04 326.3234754 0.0514204 142.482 357.518 FS
5 -0.56597391D+04 360.1214645 0.0598222 134.364 365.636 FS
6 -0.53585661D+04 301.1729647 0.0532132 123.084 376.916 FS
7 -0.51016126D+04 256.9535198 0.0479519 115.821 384.179 FS
8 -0.48735682D+04 228.0443738 0.0447004 112.476 387.524 FS
9 -0.46843511D+04 189.2171596 0.0388252 109.668 390.332 FS
10 -0.45272881D+04 157.0629280 0.0335293 111.074 388.926 FS
11 -0.44019690D+04 125.3191446 0.0276808 117.175 382.825 FS
12 -0.42999725D+04 101.9964368 0.0231706 115.892 384.108 FS
13 -0.42181265D+04 81.8460330 0.0190341 106.598 393.402 FS
14 -0.41520508D+04 66.0757516 0.0156647 104.724 395.276 FS
15 -0.40945684D+04 57.4823974 0.0138443 108.237 391.763 FS
16 -0.40395883D+04 54.9800295 0.0134276 117.627 382.373 FS
17 -0.39886344D+04 50.9539693 0.0126137 126.406 373.594 FS
18 -0.39438989D+04 44.7354365 0.0112157 130.443 369.557 FS
19 -0.38948392D+04 49.0596969 0.0124394 130.677 369.323 EM
20 -0.38900577D+04 4.7815472 0.0012277 131.118 368.882 EM
21 -0.38889536D+04 1.1040798 0.0002838 131.595 368.405 EM
22 -0.38882474D+04 0.7061605 0.0001816 132.103 367.897 EM
23 -0.38877171D+04 0.5303144 0.0001364 132.647 367.353 EM
24 -0.38873018D+04 0.4153179 0.0001068 133.235 366.765 EM
25 -0.38869630D+04 0.3387609 0.0000871 133.874 366.126 EM
26 -0.38866741D+04 0.2889323 0.0000743 134.569 365.431 EM
27 -0.38864167D+04 0.2574011 0.0000662 135.324 364.676 EM
28 -0.38861794D+04 0.2373645 0.0000611 136.140 363.860 EM
29 -0.38859562D+04 0.2231288 0.0000574 137.011 362.989 EM
30 -0.38857459D+04 0.2103216 0.0000541 137.927 362.073 EM
31 -0.38855496D+04 0.1963506 0.0000505 138.872 361.128 EM
32 -0.38853691D+04 0.1804879 0.0000465 139.831 360.169 EM
33 -0.38852057D+04 0.1633381 0.0000420 140.791 359.209 EM
34 -0.38850597D+04 0.1460226 0.0000376 141.738 358.262 EM
35 -0.38849302D+04 0.1295521 0.0000333 142.665 357.335 EM
36 -0.38848156D+04 0.1145677 0.0000295 143.566 356.434 EM
37 -0.38847142D+04 0.1013477 0.0000261 144.439 355.561 EM
38 -0.38846243D+04 0.0899189 0.0000231 145.281 354.719 EM
39 -0.38845441D+04 0.0801690 0.0000206 146.092 353.908 EM
40 -0.38844722D+04 0.0719272 0.0000185 146.874 353.126 EM
41 -0.38844072D+04 0.0650119 0.0000167 147.629 352.371 EM
42 -0.38843480D+04 0.0592555 0.0000153 148.357 351.643 EM
43 -0.38842934D+04 0.0545158 0.0000140 149.063 350.937 EM
44 -0.38842428D+04 0.0506794 0.0000130 149.747 350.253 EM
45 -0.38841951D+04 0.0476636 0.0000123 150.414 349.586 EM
46 -0.38841497D+04 0.0454157 0.0000117 151.066 348.934 EM
47 -0.38841058D+04 0.0439144 0.0000113 151.707 348.293 EM
48 -0.38840626D+04 0.0431719 0.0000111 152.341 347.659 EM
49 -0.38840194D+04 0.0432389 0.0000111 152.973 347.027 EM
50 -0.38839751D+04 0.0442122 0.0000114 153.606 346.394 EM
51 -0.38839289D+04 0.0462474 0.0000119 154.248 345.752 EM
52 -0.38838793D+04 0.0495758 0.0000128 154.904 345.096 EM
53 -0.38838248D+04 0.0545241 0.0000140 155.584 344.416 EM
54 -0.38837633D+04 0.0615333 0.0000158 156.296 343.704 EM
55 -0.38836921D+04 0.0711539 0.0000183 157.051 342.949 EM
56 -0.38836081D+04 0.0839718 0.0000216 157.862 342.138 EM
57 -0.38835078D+04 0.1003689 0.0000258 158.740 341.260 EM
58 -0.38833878D+04 0.1200001 0.0000309 159.694 340.306 EM
59 -0.38832467D+04 0.1410249 0.0000363 160.727 339.273 EM
60 -0.38830871D+04 0.1596797 0.0000411 161.833 338.167 EM
61 -0.38829157D+04 0.1713167 0.0000441 162.993 337.007 EM
62 -0.38827427D+04 0.1730032 0.0000446 164.181 335.819 EM
63 -0.38818053D+04 0.9374444 0.0002414 179.177 320.823 FS
64 -0.38815285D+04 0.2768241 0.0000713 178.495 321.505 FS
65 -0.38814453D+04 0.0831362 0.0000214 181.722 318.278 FS
66 -0.38813872D+04 0.0581469 0.0000150 181.340 318.660 FS
67 -0.38813373D+04 0.0498938 0.0000129 182.728 317.272 FS
68 -0.38812944D+04 0.0428553 0.0000110 182.929 317.071 FS
69 -0.38812621D+04 0.0323697 0.0000083 183.869 316.131 FS
70 -0.38812397D+04 0.0223445 0.0000058 183.982 316.018 FS
71 -0.38812255D+04 0.0142399 0.0000037 184.600 315.400 FS
72 -0.38812167D+04 0.0087363 0.0000023 184.536 315.464 FS
73 -0.38812116D+04 0.0051664 0.0000013 184.980 315.020 FS
74 -0.38812086D+04 0.0030239 0.0000008 184.808 315.192 FS
75 -0.38812068D+04 0.0017342 0.0000004 185.174 314.826 FS
76 -0.38812058D+04 0.0009966 0.0000003 184.941 315.059 FS
Beginning Time: 17:56:22
Ending Time: 17:56:48
Elapsed Time: 00:00:26
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