Mplus VERSION 8.8
MUTHEN & MUTHEN
04/19/2022 11:16 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
UNIVARIATE SAMPLE STATISTICS
UNIVARIATE HIGHER-ORDER MOMENT DESCRIPTIVE STATISTICS
Variable/ Mean/ Skewness/ Minimum/ % with Percentiles
Sample Size Variance Kurtosis Maximum Min/Max 20%/60% 40%/80% Median
X -0.020 0.086 -2.778 0.20% -0.906 -0.282 -0.025
500.000 1.047 0.103 3.765 0.20% 0.197 0.888
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
1 184.94126 0.36988
2 315.05874 0.63012
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 -3.455 4.197 -0.823 0.410
Intercepts
C#1 -1.397 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)
LOGISTIC REGRESSION ODDS RATIO RESULTS
95% C.I.
Estimate S.E. Lower 2.5% Upper 2.5%
Categorical Latent Variables
C#1 ON
X 0.032 0.133 0.000 118.077
ALTERNATIVE PARAMETERIZATIONS FOR THE CATEGORICAL LATENT VARIABLE REGRESSION
Two-Tailed
Estimate S.E. Est./S.E. P-Value
Parameterization using Reference Class 1
C#2 ON
X 3.455 4.197 0.823 0.410
Intercepts
C#2 1.397 1.565 0.893 0.372
ODDS RATIO FOR THE ALTERNATIVE PARAMETERIZATIONS FOR THE CATEGORICAL LATENT VARIABLE REGRESSION
95% C.I.
Estimate S.E. Lower 2.5% Upper 2.5%
Parameterization using Reference Class 1
C#2 ON
X 31.651 132.837 0.008 *********
TECHNICAL 1 OUTPUT
PARAMETER SPECIFICATION FOR LATENT CLASS 1
NU
U1#1 U1 U2#1 U2 U3#1
________ ________ ________ ________ ________
1 0 1 0 1
NU
U3 U4#1 U4 U5#1 U5
________ ________ ________ ________ ________
0 1 0 1 0
NU
U6#1 U6 U7#1 U7 U8#1
________ ________ ________ ________ ________
1 0 1 0 1
NU
U8 X
________ ________
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
________ ________ ________ ________ ________
2 3 4 0 5
ALPHA
QI X
________ ________
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 0 1 0 1
NU
U3 U4#1 U4 U5#1 U5
________ ________ ________ ________ ________
0 1 0 1 0
NU
U6#1 U6 U7#1 U7 U8#1
________ ________ ________ ________ ________
1 0 1 0 1
NU
U8 X
________ ________
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
________ ________ ________ ________ ________
10 11 12 0 5
ALPHA
QI X
________ ________
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
________ ________
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
________ ________ ________ ________ ________
-0.470 0.000 -0.470 0.000 -0.470
NU
U3 U4#1 U4 U5#1 U5
________ ________ ________ ________ ________
0.000 -0.470 0.000 -0.470 0.000
NU
U6#1 U6 U7#1 U7 U8#1
________ ________ ________ ________ ________
-0.470 0.000 -0.470 0.000 -0.470
NU
U8 X
________ ________
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
________ ________ ________ ________ ________
0.046 6.679 -9.545 0.000 0.000
ALPHA
QI X
________ ________
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
________ ________ ________ ________ ________
-0.470 0.000 -0.470 0.000 -0.470
NU
U3 U4#1 U4 U5#1 U5
________ ________ ________ ________ ________
0.000 -0.470 0.000 -0.470 0.000
NU
U6#1 U6 U7#1 U7 U8#1
________ ________ ________ ________ ________
-0.470 0.000 -0.470 0.000 -0.470
NU
U8 X
________ ________
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
________ ________ ________ ________ ________
0.046 6.679 -9.545 0.000 0.000
ALPHA
QI X
________ ________
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
________ ________
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
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.45437801D+04 0.0000000 0.0000000 EM
2 -0.41718053D+04 371.9747614 0.0818646 FS
3 -0.39981958D+04 173.6095210 0.0416150 FS
4 -0.39449943D+04 53.2015468 0.0133064 EM
5 -0.39248615D+04 20.1327914 0.0051034 EM
6 -0.39144445D+04 10.4169523 0.0026541 EM
7 -0.39077850D+04 6.6595406 0.0017013 EM
8 -0.39029005D+04 4.8844442 0.0012499 EM
9 -0.38991537D+04 3.7468408 0.0009600 EM
10 -0.38962220D+04 2.9316562 0.0007519 EM
11 -0.38938860D+04 2.3360158 0.0005996 EM
12 -0.38919820D+04 1.9040315 0.0004890 EM
13 -0.38903752D+04 1.6068304 0.0004129 EM
14 -0.38889586D+04 1.4165300 0.0003641 EM
15 -0.38876848D+04 1.2737986 0.0003275 EM
16 -0.38865809D+04 1.1039504 0.0002840 EM
17 -0.38856870D+04 0.8938641 0.0002300 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.50153834D+04 0.0000000 0.0000000 EM
2 -0.45938572D+04 421.5262496 0.0840467 FS
3 -0.43451735D+04 248.6836530 0.0541340 FS
4 -0.41138086D+04 231.3649557 0.0532464 FS
5 -0.39921384D+04 121.6701767 0.0295760 FS
6 -0.39258871D+04 66.2512728 0.0165954 FS
7 -0.39029740D+04 22.9131806 0.0058364 FS
8 -0.38980319D+04 4.9420356 0.0012662 EM
9 -0.38956762D+04 2.3557336 0.0006043 EM
10 -0.38940069D+04 1.6692559 0.0004285 EM
11 -0.38927386D+04 1.2682845 0.0003257 EM
12 -0.38917526D+04 0.9860203 0.0002533 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.55920159D+05 0.0000000 0.0000000 EM
2 -0.52033769D+05 3886.3892944 0.0694989 FS
3 -0.43181614D+05 8852.1551600 0.1701233 FS
4 -0.30353570D+05 ************ 0.2970719 FS
5 -0.29457294D+05 896.2756158 0.0295278 FS
6 -0.28919463D+05 537.8310272 0.0182580 FS
7 -0.28484868D+05 434.5945805 0.0150278 FS
8 -0.28134636D+05 350.2327630 0.0122954 FS
9 -0.27722521D+05 412.1147933 0.0146480 FS
10 -0.27337304D+05 385.2172450 0.0138955 FS
11 -0.26920228D+05 417.0760043 0.0152567 FS
12 -0.26507335D+05 412.8928522 0.0153376 FS
13 -0.26051887D+05 455.4475850 0.0171819 FS
14 -0.25667820D+05 384.0668392 0.0147424 FS
15 -0.25340959D+05 326.8612837 0.0127343 FS
16 -0.25034788D+05 306.1713426 0.0120821 FS
17 -0.24711099D+05 323.6889854 0.0129296 FS
18 -0.24396323D+05 314.7753735 0.0127382 FS
19 -0.24085717D+05 310.6062802 0.0127317 FS
20 -0.23819138D+05 266.5789390 0.0110679 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.58346048D+04 0.0000000 0.0000000 EM
2 -0.54608716D+04 373.7332143 0.0640546 FS
3 -0.51660841D+04 294.7875173 0.0539818 FS
4 -0.50219923D+04 144.0917754 0.0278919 FS
5 -0.48024726D+04 219.5196539 0.0437117 FS
6 -0.46300035D+04 172.4691521 0.0359126 FS
7 -0.44874794D+04 142.5240934 0.0307827 FS
8 -0.43668071D+04 120.6723028 0.0268909 FS
9 -0.42629422D+04 103.8648593 0.0237851 FS
10 -0.41689656D+04 93.9766337 0.0220450 FS
11 -0.40839297D+04 85.0359387 0.0203974 FS
12 -0.40198647D+04 64.0649546 0.0156871 FS
13 -0.39698796D+04 49.9851272 0.0124345 FS
14 -0.39313924D+04 38.4872198 0.0096948 FS
15 -0.39060036D+04 25.3887525 0.0064580 FS
16 -0.38947029D+04 11.3007532 0.0028932 FS
17 -0.38926675D+04 2.0354035 0.0005226 FS
18 -0.38879788D+04 4.6886298 0.0012045 FS
19 -0.38861662D+04 1.8125736 0.0004662 EM
20 -0.38856600D+04 0.5062517 0.0001303 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.58330293D+04 0.0000000 0.0000000 EM
2 -0.55477679D+04 285.2614444 0.0489045 FS
3 -0.52060231D+04 341.7447991 0.0616004 FS
4 -0.49133840D+04 292.6391062 0.0562116 FS
5 -0.47282009D+04 185.1831211 0.0376895 FS
6 -0.45898443D+04 138.3565460 0.0292620 FS
7 -0.44925440D+04 97.3002890 0.0211990 FS
8 -0.44229692D+04 69.5748164 0.0154867 FS
9 -0.43603445D+04 62.6247459 0.0141590 FS
10 -0.43143402D+04 46.0042443 0.0105506 FS
11 -0.42761278D+04 38.2124228 0.0088571 FS
12 -0.42386723D+04 37.4555007 0.0087592 FS
13 -0.42036979D+04 34.9744054 0.0082513 FS
14 -0.41670246D+04 36.6732425 0.0087240 FS
15 -0.41411505D+04 25.8741033 0.0062093 FS
16 -0.41061769D+04 34.9736348 0.0084454 FS
17 -0.39149458D+04 191.2310806 0.0465716 EM
18 -0.38945679D+04 20.3779497 0.0052052 EM
19 -0.38914612D+04 3.1066850 0.0007977 EM
20 -0.38904434D+04 1.0177895 0.0002615 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.12497307D+05 0.0000000 0.0000000 EM
2 -0.12120166D+05 377.1408998 0.0301778 FS
3 -0.11749747D+05 370.4193864 0.0305622 FS
4 -0.11729236D+05 20.5114255 0.0017457 FS
5 -0.11250437D+05 478.7983972 0.0408209 FS
6 -0.10848510D+05 401.9267669 0.0357254 FS
7 -0.10461711D+05 386.7992838 0.0356546 FS
8 -0.10078767D+05 382.9441733 0.0366044 FS
9 -0.96975446D+04 381.2223010 0.0378243 FS
10 -0.93189368D+04 378.6077889 0.0390416 FS
11 -0.89440045D+04 374.9323187 0.0402334 FS
12 -0.85726374D+04 371.3671034 0.0415213 FS
13 -0.82062596D+04 366.3777777 0.0427380 FS
14 -0.78456621D+04 360.5975232 0.0439418 FS
15 -0.74921185D+04 353.5436045 0.0450623 FS
16 -0.71474168D+04 344.7017096 0.0460086 FS
17 -0.68116903D+04 335.7264834 0.0469717 FS
18 -0.64888441D+04 322.8461800 0.0473959 FS
19 -0.61819266D+04 306.9174687 0.0472993 FS
20 -0.58938553D+04 288.0713284 0.0465990 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.21412210D+05 0.0000000 0.0000000 EM
2 -0.16858214D+05 4553.9961821 0.2126822 FS
3 -0.14043055D+05 2815.1589029 0.1669903 FS
4 -0.13474701D+05 568.3535025 0.0404722 FS
5 -0.13141053D+05 333.6478735 0.0247611 FS
6 -0.12885160D+05 255.8931124 0.0194728 FS
7 -0.12672023D+05 213.1375665 0.0165413 FS
8 -0.12487027D+05 184.9954099 0.0145987 FS
9 -0.12315038D+05 171.9895870 0.0137735 FS
10 -0.12151819D+05 163.2182880 0.0132536 FS
11 -0.11990768D+05 161.0515297 0.0132533 FS
12 -0.11829027D+05 161.7406385 0.0134888 FS
13 -0.11666953D+05 162.0740091 0.0137014 FS
14 -0.11509867D+05 157.0858400 0.0134642 FS
15 -0.11359499D+05 150.3683623 0.0130643 FS
16 -0.11217062D+05 142.4372152 0.0125390 FS
17 -0.11079366D+05 137.6955580 0.0122755 FS
18 -0.10943306D+05 136.0598931 0.0122805 FS
19 -0.10809938D+05 133.3680456 0.0121872 FS
20 -0.10680110D+05 129.8286003 0.0120101 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.55228244D+04 0.0000000 0.0000000 EM
2 -0.52247750D+04 298.0493311 0.0539668 FS
3 -0.49707903D+04 253.9847768 0.0486116 FS
4 -0.49522091D+04 18.5812008 0.0037381 FS
5 -0.47003168D+04 251.8922905 0.0508646 FS
6 -0.45496341D+04 150.6827054 0.0320580 FS
7 -0.44171874D+04 132.4467037 0.0291115 FS
8 -0.43086807D+04 108.5066499 0.0245646 FS
9 -0.42144902D+04 94.1904923 0.0218606 FS
10 -0.41295849D+04 84.9052867 0.0201460 FS
11 -0.40544842D+04 75.1006957 0.0181860 FS
12 -0.39944649D+04 60.0193831 0.0148032 FS
13 -0.39558543D+04 38.6105773 0.0096660 FS
14 -0.39333730D+04 22.4812953 0.0056830 FS
15 -0.39200703D+04 13.3026413 0.0033820 FS
16 -0.39165456D+04 3.5247168 0.0008991 FS
17 -0.39127552D+04 3.7903928 0.0009678 FS
18 -0.39101145D+04 2.6407854 0.0006749 FS
19 -0.39093049D+04 0.8095506 0.0002070 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.61516794D+04 0.0000000 0.0000000 EM
2 -0.57645772D+04 387.1021920 0.0629263 FS
3 -0.54625224D+04 302.0548193 0.0523984 FS
4 -0.53035676D+04 158.9548103 0.0290992 FS
5 -0.49462790D+04 357.2885342 0.0673676 FS
6 -0.47399733D+04 206.3057277 0.0417093 FS
7 -0.45301481D+04 209.8252131 0.0442672 FS
8 -0.43568409D+04 173.3071644 0.0382564 FS
9 -0.42215269D+04 135.3139726 0.0310578 FS
10 -0.41072790D+04 114.2478936 0.0270632 FS
11 -0.40237044D+04 83.5746226 0.0203479 FS
12 -0.39656457D+04 58.0586792 0.0144292 FS
13 -0.39330119D+04 32.6338821 0.0082291 FS
14 -0.39164295D+04 16.5823763 0.0042162 FS
15 -0.39071681D+04 9.2613622 0.0023647 FS
16 -0.39029854D+04 4.1827693 0.0010705 FS
17 -0.38986885D+04 4.2968759 0.0011009 EM
18 -0.38974735D+04 1.2149416 0.0003116 EM
19 -0.38971661D+04 0.3074182 0.0000789 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.78691861D+04 0.0000000 0.0000000 EM
2 -0.74403372D+04 428.8488786 0.0544972 FS
3 -0.70722902D+04 368.0470417 0.0494664 FS
4 -0.67286995D+04 343.5906942 0.0485827 FS
5 -0.63796537D+04 349.0457674 0.0518742 FS
6 -0.60716483D+04 308.0054828 0.0482793 FS
7 -0.59609369D+04 110.7113157 0.0182341 FS
8 -0.57129032D+04 248.0337499 0.0416099 FS
9 -0.54879825D+04 224.9206595 0.0393706 FS
10 -0.53108679D+04 177.1145924 0.0322732 FS
11 -0.51625602D+04 148.3077309 0.0279253 FS
12 -0.50344287D+04 128.1315137 0.0248194 FS
13 -0.49172210D+04 117.2076670 0.0232812 FS
14 -0.48133817D+04 103.8393242 0.0211175 FS
15 -0.47257488D+04 87.6328628 0.0182061 FS
16 -0.46432605D+04 82.4883141 0.0174551 FS
17 -0.45880402D+04 55.2203778 0.0118926 FS
18 -0.45255964D+04 62.4437487 0.0136101 FS
19 -0.44729624D+04 52.6339655 0.0116303 FS
20 -0.44181830D+04 54.7794578 0.0122468 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.28396937D+05 0.0000000 0.0000000 EM
2 -0.15357125D+05 ************ 0.4591978 FS
3 -0.13294540D+05 2062.5850570 0.1343080 FS
4 -0.12869842D+05 424.6975088 0.0319453 FS
5 -0.12495921D+05 373.9211372 0.0290541 FS
6 -0.12136986D+05 358.9344143 0.0287241 FS
7 -0.11791847D+05 345.1389821 0.0284370 FS
8 -0.11462378D+05 329.4696219 0.0279405 FS
9 -0.11138236D+05 324.1418351 0.0282788 FS
10 -0.10837915D+05 300.3210683 0.0269631 FS
11 -0.10553320D+05 284.5945040 0.0262592 FS
12 -0.10292881D+05 260.4393127 0.0246784 FS
13 -0.10053023D+05 239.8577127 0.0233033 FS
14 -0.98313555D+04 221.6679325 0.0220499 FS
15 -0.96321301D+04 199.2253956 0.0202643 FS
16 -0.94509663D+04 181.1638405 0.0188083 FS
17 -0.92886042D+04 162.3620139 0.0171794 FS
18 -0.91350159D+04 153.5883247 0.0165351 FS
19 -0.89914888D+04 143.5271264 0.0157118 FS
20 -0.88582229D+04 133.2659334 0.0148213 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.66109140D+04 0.0000000 0.0000000 EM
2 -0.60559766D+04 554.9373717 0.0839426 FS
3 -0.56608111D+04 395.1655033 0.0652522 FS
4 -0.53153364D+04 345.4747641 0.0610292 FS
5 -0.49718388D+04 343.4975356 0.0646239 FS
6 -0.46485534D+04 323.2853896 0.0650233 FS
7 -0.43552515D+04 293.3019926 0.0630953 FS
8 -0.40718557D+04 283.3957985 0.0650699 FS
9 -0.39849227D+04 86.9329177 0.0213497 FS
10 -0.39451568D+04 39.7659308 0.0099791 FS
11 -0.39233897D+04 21.7670923 0.0055174 FS
12 -0.39090002D+04 14.3894985 0.0036676 FS
13 -0.39048349D+04 4.1652812 0.0010656 FS
14 -0.39022229D+04 2.6120751 0.0006689 FS
15 -0.38992302D+04 2.9926231 0.0007669 FS
16 -0.38982273D+04 1.0029222 0.0002572 FS
17 -0.38937677D+04 4.4596467 0.0011440 FS
18 -0.38924722D+04 1.2955089 0.0003327 FS
19 -0.38917220D+04 0.7501193 0.0001927 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.61318109D+04 0.0000000 0.0000000 EM
2 -0.58614745D+04 270.3363642 0.0440875 FS
3 -0.55279489D+04 333.5256858 0.0569013 FS
4 -0.51889622D+04 338.9866091 0.0613223 FS
5 -0.48901171D+04 298.8451462 0.0575925 FS
6 -0.46324347D+04 257.6824206 0.0526945 FS
7 -0.44121657D+04 220.2690146 0.0475493 FS
8 -0.42306524D+04 181.5132445 0.0411393 FS
9 -0.40834310D+04 147.2213695 0.0347987 FS
10 -0.39749468D+04 108.4842839 0.0265669 FS
11 -0.39119176D+04 63.0291555 0.0158566 FS
12 -0.38843273D+04 27.5903019 0.0070529 FS
13 -0.38814617D+04 2.8655819 0.0007377 FS
14 -0.38813425D+04 0.1192657 0.0000307 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.76730104D+04 0.0000000 0.0000000 EM
2 -0.68219999D+04 851.0105086 0.1109096 FS
3 -0.64364676D+04 385.5322433 0.0565131 FS
4 -0.60223403D+04 414.1272778 0.0643408 FS
5 -0.41675784D+04 1854.7619395 0.3079803 EM
6 -0.40534890D+04 114.0894178 0.0273755 EM
7 -0.40162695D+04 37.2194624 0.0091821 EM
8 -0.39928674D+04 23.4021310 0.0058268 EM
9 -0.39750443D+04 17.8230631 0.0044637 EM
10 -0.39607220D+04 14.3223326 0.0036031 EM
11 -0.39490122D+04 11.7097959 0.0029565 EM
12 -0.39393532D+04 9.6590497 0.0024459 EM
13 -0.39313375D+04 8.0156713 0.0020348 EM
14 -0.39246678D+04 6.6696515 0.0016965 EM
15 -0.39191177D+04 5.5501529 0.0014142 EM
16 -0.39145065D+04 4.6111702 0.0011766 EM
17 -0.39106856D+04 3.8208965 0.0009761 EM
18 -0.39075296D+04 3.1560531 0.0008070 EM
19 -0.39049310D+04 2.5985975 0.0006650 EM
20 -0.39027972D+04 2.1337878 0.0005464 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.70730849D+04 0.0000000 0.0000000 EM
2 -0.64308281D+04 642.2567977 0.0908029 FS
3 -0.60614889D+04 369.3392321 0.0574326 FS
4 -0.56978679D+04 363.6209560 0.0599887 FS
5 -0.54073677D+04 290.5001860 0.0509840 FS
6 -0.51256352D+04 281.7324859 0.0521016 FS
7 -0.48369225D+04 288.7127386 0.0563272 FS
8 -0.46138210D+04 223.1014966 0.0461247 FS
9 -0.44030221D+04 210.7989266 0.0456886 FS
10 -0.42469182D+04 156.1038807 0.0354538 FS
11 -0.41317755D+04 115.1426314 0.0271120 FS
12 -0.41315708D+04 0.2047248 0.0000495 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.46961768D+04 0.0000000 0.0000000 EM
2 -0.43469068D+04 349.2699724 0.0743733 FS
3 -0.41964717D+04 150.4351507 0.0346074 FS
4 -0.40811137D+04 115.3579675 0.0274893 FS
5 -0.40017336D+04 79.3801115 0.0194506 EM
6 -0.39861903D+04 15.5432894 0.0038841 EM
7 -0.39724935D+04 13.6968074 0.0034361 EM
8 -0.39604083D+04 12.0852067 0.0030422 EM
9 -0.39498440D+04 10.5642715 0.0026675 EM
10 -0.39407007D+04 9.1432829 0.0023148 EM
11 -0.39328618D+04 7.8388962 0.0019892 EM
12 -0.39262010D+04 6.6608833 0.0016936 EM
13 -0.39205884D+04 5.6125176 0.0014295 EM
14 -0.39158966D+04 4.6918792 0.0011967 EM
15 -0.39120034D+04 3.8931799 0.0009942 EM
16 -0.39087954D+04 3.2079577 0.0008200 EM
17 -0.39061693D+04 2.6260970 0.0006718 EM
18 -0.39040327D+04 2.1366654 0.0005470 EM
19 -0.39023041D+04 1.7285661 0.0004428 EM
20 -0.39009131D+04 1.3910201 0.0003565 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.70882547D+04 0.0000000 0.0000000 EM
2 -0.66799009D+04 408.3538271 0.0576099 FS
3 -0.63461840D+04 333.7168889 0.0499584 FS
4 -0.60198605D+04 326.3234754 0.0514204 FS
5 -0.56597391D+04 360.1214645 0.0598222 FS
6 -0.53585661D+04 301.1729647 0.0532132 FS
7 -0.51016126D+04 256.9535198 0.0479519 FS
8 -0.48735682D+04 228.0443738 0.0447004 FS
9 -0.46843511D+04 189.2171596 0.0388252 FS
10 -0.45272881D+04 157.0629280 0.0335293 FS
11 -0.44019690D+04 125.3191446 0.0276808 FS
12 -0.42999725D+04 101.9964368 0.0231706 FS
13 -0.42181265D+04 81.8460330 0.0190341 FS
14 -0.41520508D+04 66.0757516 0.0156647 FS
15 -0.40945684D+04 57.4823974 0.0138443 FS
16 -0.40395883D+04 54.9800295 0.0134276 FS
17 -0.39886344D+04 50.9539693 0.0126137 FS
18 -0.39438989D+04 44.7354365 0.0112157 FS
19 -0.38948392D+04 49.0596969 0.0124394 EM
20 -0.38900577D+04 4.7815472 0.0012277 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.52130510D+04 0.0000000 0.0000000 EM
2 -0.49444019D+04 268.6490483 0.0515339 FS
3 -0.41911966D+04 753.2052875 0.1523350 EM
4 -0.40509147D+04 140.2818959 0.0334706 EM
5 -0.40071917D+04 43.7230876 0.0107934 EM
6 -0.39772586D+04 29.9330336 0.0074698 EM
7 -0.39618311D+04 15.4275066 0.0038789 EM
8 -0.39517788D+04 10.0523127 0.0025373 EM
9 -0.39448134D+04 6.9653762 0.0017626 EM
10 -0.39398322D+04 4.9812056 0.0012627 EM
11 -0.39361708D+04 3.6614223 0.0009293 EM
12 -0.39334030D+04 2.7678007 0.0007032 EM
13 -0.39312553D+04 2.1477340 0.0005460 EM
14 -0.39295432D+04 1.7120429 0.0004355 EM
15 -0.39281363D+04 1.4069652 0.0003580 EM
16 -0.39269459D+04 1.1903936 0.0003030 EM
17 -0.39259112D+04 1.0346878 0.0002635 EM
18 -0.39249900D+04 0.9211582 0.0002346 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.22332697D+05 0.0000000 0.0000000 EM
2 -0.13034599D+05 9298.0978780 0.4163446 FS
3 -0.12361525D+05 673.0740182 0.0516375 FS
4 -0.11932992D+05 428.5334731 0.0346667 FS
5 -0.11544250D+05 388.7414825 0.0325770 FS
6 -0.11170317D+05 373.9333544 0.0323913 FS
7 -0.10801224D+05 369.0928173 0.0330423 FS
8 -0.10445718D+05 355.5066883 0.0329136 FS
9 -0.10110265D+05 335.4523654 0.0321139 FS
10 -0.98121124D+04 298.1527733 0.0294901 FS
11 -0.95425552D+04 269.5572027 0.0274719 FS
12 -0.92554565D+04 287.0986828 0.0300861 FS
13 -0.89833373D+04 272.1192424 0.0294010 FS
14 -0.87732378D+04 210.0995521 0.0233877 FS
15 -0.87163075D+04 56.9302912 0.0064891 FS
16 -0.84708748D+04 245.4327061 0.0281579 FS
17 -0.82554619D+04 215.4128739 0.0254298 FS
18 -0.81226006D+04 132.8613013 0.0160937 FS
19 -0.64997800D+04 1622.8206079 0.1997908 EM
20 -0.49459557D+04 1553.8242270 0.2390580 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.52000200D+05 0.0000000 0.0000000 EM
2 -0.16520407D+05 ************ 0.6823011 FS
3 -0.13881908D+05 2638.4995066 0.1597115 FS
4 -0.13503999D+05 377.9083350 0.0272231 FS
5 -0.13155581D+05 348.4179776 0.0258011 FS
6 -0.12835158D+05 320.4230885 0.0243564 FS
7 -0.12528226D+05 306.9320920 0.0239134 FS
8 -0.12235446D+05 292.7802243 0.0233696 FS
9 -0.11954383D+05 281.0632621 0.0229712 FS
10 -0.11687357D+05 267.0257949 0.0223371 FS
11 -0.11432130D+05 255.2273323 0.0218379 FS
12 -0.11191211D+05 240.9181388 0.0210738 FS
13 -0.10965832D+05 225.3796141 0.0201390 FS
14 -0.10752075D+05 213.7570137 0.0194930 FS
15 -0.10550930D+05 201.1443265 0.0187075 FS
16 -0.10365832D+05 185.0987606 0.0175434 FS
17 -0.10186450D+05 179.3815231 0.0173051 FS
18 -0.10022250D+05 164.2002816 0.0161195 FS
19 -0.98641274D+04 158.1224234 0.0157771 FS
20 -0.97118587D+04 152.2687611 0.0154366 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.67856412D+04 0.0000000 0.0000000 EM
2 -0.62071799D+04 578.4613509 0.0852479 FS
3 -0.58474611D+04 359.7187688 0.0579520 FS
4 -0.55101116D+04 337.3494868 0.0576916 FS
5 -0.51582501D+04 351.8615276 0.0638574 FS
6 -0.48171429D+04 341.1071490 0.0661285 FS
7 -0.45598632D+04 257.2797229 0.0534092 FS
8 -0.43599466D+04 199.9165748 0.0438427 FS
9 -0.42091446D+04 150.8020201 0.0345880 FS
10 -0.40866817D+04 122.4628978 0.0290945 FS
11 -0.40072739D+04 79.4078529 0.0194309 FS
12 -0.39551376D+04 52.1362898 0.0130104 FS
13 -0.39446526D+04 10.4849300 0.0026510 FS
14 -0.39095736D+04 35.0790288 0.0088928 FS
15 -0.38978487D+04 11.7249073 0.0029990 FS
16 -0.38944692D+04 3.3794878 0.0008670 EM
17 -0.38934398D+04 1.0293760 0.0002643 EM
18 -0.38926073D+04 0.8325454 0.0002138 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 21
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.57657343D+04 0.0000000 0.0000000 EM
2 -0.50128845D+04 752.8498383 0.1305731 FS
3 -0.44487343D+04 564.1501367 0.1125400 EM
4 -0.43760644D+04 72.6699306 0.0163350 EM
5 -0.43313596D+04 44.7048033 0.0102158 EM
6 -0.42942832D+04 37.0763761 0.0085600 EM
7 -0.42623437D+04 31.9395310 0.0074377 EM
8 -0.42342371D+04 28.1066288 0.0065942 EM
9 -0.42087621D+04 25.4749968 0.0060164 EM
10 -0.41850871D+04 23.6749986 0.0056252 EM
11 -0.41627190D+04 22.3680131 0.0053447 EM
12 -0.41414100D+04 21.3090292 0.0051190 EM
13 -0.41210873D+04 20.3226827 0.0049072 EM
14 -0.41017820D+04 19.3053133 0.0046845 EM
15 -0.40835720D+04 18.2100177 0.0044395 EM
16 -0.40665403D+04 17.0317279 0.0041708 EM
17 -0.40507521D+04 15.7881287 0.0038824 EM
18 -0.40362460D+04 14.5061746 0.0035811 EM
19 -0.40230313D+04 13.2147215 0.0032740 EM
20 -0.40110908D+04 11.9404635 0.0029680 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 22
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.72791894D+04 0.0000000 0.0000000 EM
2 -0.69017420D+04 377.4473895 0.0518529 FS
3 -0.65891411D+04 312.6008382 0.0452930 FS
4 -0.63086564D+04 280.4846962 0.0425677 FS
5 -0.60565954D+04 252.0610902 0.0399548 FS
6 -0.58317716D+04 224.8238013 0.0371205 FS
7 -0.56331269D+04 198.6446442 0.0340625 FS
8 -0.54594214D+04 173.7054835 0.0308364 FS
9 -0.53104062D+04 149.0151902 0.0272951 FS
10 -0.51829658D+04 127.4404038 0.0239982 FS
11 -0.50735458D+04 109.4200590 0.0211115 FS
12 -0.49816159D+04 91.9298672 0.0181195 FS
13 -0.49025417D+04 79.0741893 0.0158732 FS
14 -0.48308560D+04 71.6857454 0.0146222 FS
15 -0.47640210D+04 66.8349233 0.0138350 FS
16 -0.47006126D+04 63.4084263 0.0133099 FS
17 -0.46394075D+04 61.2050884 0.0130207 FS
18 -0.45795523D+04 59.8552331 0.0129015 FS
19 -0.45207157D+04 58.8365953 0.0128477 FS
20 -0.44641290D+04 56.5867025 0.0125172 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.62746929D+04 0.0000000 0.0000000 EM
2 -0.59308744D+04 343.8184515 0.0547945 FS
3 -0.56113266D+04 319.5478572 0.0538787 FS
4 -0.53207754D+04 290.5512161 0.0517794 FS
5 -0.50695318D+04 251.2435296 0.0472193 FS
6 -0.48809061D+04 188.6257734 0.0372077 FS
7 -0.47282014D+04 152.7046659 0.0312861 FS
8 -0.46145177D+04 113.6837203 0.0240438 FS
9 -0.45323801D+04 82.1376221 0.0177998 FS
10 -0.44617511D+04 70.6289047 0.0155832 FS
11 -0.43991612D+04 62.5899954 0.0140281 FS
12 -0.43420850D+04 57.0761510 0.0129743 FS
13 -0.42879825D+04 54.1025232 0.0124600 FS
14 -0.42341559D+04 53.8265381 0.0125529 FS
15 -0.41816824D+04 52.4734966 0.0123929 FS
16 -0.41298947D+04 51.7877377 0.0123844 FS
17 -0.40847585D+04 45.1362130 0.0109291 FS
18 -0.40491171D+04 35.6413482 0.0087254 FS
19 -0.40201083D+04 29.0088730 0.0071642 FS
20 -0.39957834D+04 24.3248604 0.0060508 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 24
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.48053659D+04 0.0000000 0.0000000 EM
2 -0.44785011D+04 326.8647410 0.0680208 FS
3 -0.42757114D+04 202.7897935 0.0452807 FS
4 -0.41696228D+04 106.0885630 0.0248119 FS
5 -0.40424711D+04 127.1517271 0.0304948 FS
6 -0.39800180D+04 62.4530172 0.0154492 FS
7 -0.39340457D+04 45.9723855 0.0115508 FS
8 -0.39094674D+04 24.5782885 0.0062476 FS
9 -0.38993722D+04 10.0951815 0.0025822 FS
10 -0.38820756D+04 17.2965612 0.0044357 EM
11 -0.38814072D+04 0.6684067 0.0001722 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 25
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.54543603D+04 0.0000000 0.0000000 EM
2 -0.51985853D+04 255.7749443 0.0468937 FS
3 -0.49665315D+04 232.0537883 0.0446379 FS
4 -0.47179696D+04 248.5619859 0.0500474 FS
5 -0.45150048D+04 202.9647597 0.0430195 FS
6 -0.43733839D+04 141.6209224 0.0313667 FS
7 -0.42628030D+04 110.5808759 0.0252850 FS
8 -0.41756584D+04 87.1446232 0.0204430 FS
9 -0.41052775D+04 70.3808721 0.0168550 FS
10 -0.40466031D+04 58.6743789 0.0142924 FS
11 -0.39958518D+04 50.7512765 0.0125417 FS
12 -0.39551185D+04 40.7333472 0.0101939 FS
13 -0.39260935D+04 29.0250348 0.0073386 FS
14 -0.39123864D+04 13.7071067 0.0034913 FS
15 -0.39074021D+04 4.9842887 0.0012740 EM
16 -0.39041871D+04 3.2149591 0.0008228 EM
17 -0.39016029D+04 2.5842217 0.0006619 EM
18 -0.38995015D+04 2.1013808 0.0005386 EM
19 -0.38977835D+04 1.7179886 0.0004406 EM
20 -0.38963733D+04 1.4102291 0.0003618 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 26
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.60328899D+04 0.0000000 0.0000000 EM
2 -0.55878919D+04 444.9979783 0.0737620 FS
3 -0.52756432D+04 312.2487766 0.0558795 FS
4 -0.49746720D+04 300.9711684 0.0570492 FS
5 -0.47161377D+04 258.5343423 0.0519701 FS
6 -0.44491592D+04 266.9785110 0.0566096 FS
7 -0.42576096D+04 191.5495493 0.0430530 FS
8 -0.41282926D+04 129.3170390 0.0303732 FS
9 -0.40345593D+04 93.7332939 0.0227051 FS
10 -0.39774936D+04 57.0657147 0.0141442 FS
11 -0.39341589D+04 43.3346419 0.0108950 FS
12 -0.39153552D+04 18.8037167 0.0047796 FS
13 -0.39024000D+04 12.9551696 0.0033088 FS
14 -0.38949669D+04 7.4330988 0.0019048 FS
15 -0.38913013D+04 3.6656106 0.0009411 EM
16 -0.38898361D+04 1.4652316 0.0003765 EM
17 -0.38888422D+04 0.9938423 0.0002555 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 27
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.61524383D+04 0.0000000 0.0000000 EM
2 -0.53320634D+04 820.3749037 0.1333414 FS
3 -0.49911197D+04 340.9436660 0.0639422 FS
4 -0.46385728D+04 352.5469181 0.0706348 FS
5 -0.42865167D+04 352.0561541 0.0758975 EM
6 -0.41778157D+04 108.7009318 0.0253588 EM
7 -0.41171541D+04 60.6616510 0.0145199 EM
8 -0.40732639D+04 43.8901873 0.0106603 EM
9 -0.40378493D+04 35.4146013 0.0086944 EM
10 -0.40084130D+04 29.4363413 0.0072901 EM
11 -0.39837595D+04 24.6534783 0.0061504 EM
12 -0.39631458D+04 20.6136471 0.0051744 EM
13 -0.39460422D+04 17.1036579 0.0043157 EM
14 -0.39320140D+04 14.0281995 0.0035550 EM
15 -0.39206613D+04 11.3526790 0.0028872 EM
16 -0.39115994D+04 9.0618726 0.0023113 EM
17 -0.39044616D+04 7.1378596 0.0018248 EM
18 -0.38989083D+04 5.5532869 0.0014223 EM
19 -0.38946359D+04 4.2723625 0.0010958 EM
20 -0.38913814D+04 3.2544740 0.0008356 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 28
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.55790386D+04 0.0000000 0.0000000 EM
2 -0.51333325D+04 445.7060836 0.0798894 FS
3 -0.48530521D+04 280.2804077 0.0546001 FS
4 -0.46235040D+04 229.5480679 0.0472997 FS
5 -0.43988406D+04 224.6634138 0.0485916 FS
6 -0.42170922D+04 181.7483467 0.0413173 FS
7 -0.40712833D+04 145.8089518 0.0345757 FS
8 -0.39460865D+04 125.1968340 0.0307512 EM
9 -0.39059635D+04 40.1229299 0.0101678 EM
10 -0.39021811D+04 3.7824455 0.0009684 EM
11 -0.38999927D+04 2.1883762 0.0005608 EM
12 -0.38985472D+04 1.4455344 0.0003707 EM
13 -0.38973886D+04 1.1585810 0.0002972 EM
14 -0.38964081D+04 0.9805191 0.0002516 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 29
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.57779036D+04 0.0000000 0.0000000 EM
2 -0.50676979D+04 710.2056556 0.1229175 FS
3 -0.48486744D+04 219.0235747 0.0432195 FS
4 -0.46067156D+04 241.9587894 0.0499020 FS
5 -0.43950940D+04 211.6215413 0.0459376 EM
6 -0.43409562D+04 54.1378835 0.0123178 EM
7 -0.42983079D+04 42.6482092 0.0098246 EM
8 -0.42606258D+04 37.6821680 0.0087667 EM
9 -0.42268879D+04 33.7378977 0.0079185 EM
10 -0.41950865D+04 31.8013779 0.0075236 EM
11 -0.41647649D+04 30.3216011 0.0072279 EM
12 -0.41359571D+04 28.8078389 0.0069170 EM
13 -0.41088106D+04 27.1464361 0.0065635 EM
14 -0.40836233D+04 25.1873358 0.0061301 EM
15 -0.40604783D+04 23.1449787 0.0056678 EM
16 -0.40393843D+04 21.0940254 0.0051950 EM
17 -0.40189434D+04 20.4408753 0.0050604 EM
18 -0.40013738D+04 17.5696605 0.0043717 EM
19 -0.39867129D+04 14.6608373 0.0036640 EM
20 -0.39740898D+04 12.6231162 0.0031663 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 30
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.58763832D+04 0.0000000 0.0000000 EM
2 -0.55085715D+04 367.8117507 0.0625915 FS
3 -0.52470020D+04 261.5694626 0.0474841 FS
4 -0.49306134D+04 316.3885765 0.0602989 FS
5 -0.47270531D+04 203.5603567 0.0412850 FS
6 -0.45251589D+04 201.8941132 0.0427104 FS
7 -0.43872809D+04 137.8780896 0.0304692 FS
8 -0.42708156D+04 116.4652455 0.0265461 FS
9 -0.41682753D+04 102.5402856 0.0240095 FS
10 -0.40974187D+04 70.8566123 0.0169990 FS
11 -0.40364738D+04 60.9448998 0.0148740 FS
12 -0.39872741D+04 49.1997350 0.0121888 FS
13 -0.39517672D+04 35.5068367 0.0089050 FS
14 -0.38991031D+04 52.6641635 0.0133267 EM
15 -0.38966693D+04 2.4337358 0.0006242 EM
16 -0.38961130D+04 0.5563486 0.0001428 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 31
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.55341699D+04 0.0000000 0.0000000 EM
2 -0.49606278D+04 573.5421308 0.1036365 FS
3 -0.47362095D+04 224.4182702 0.0452399 FS
4 -0.44470147D+04 289.1948565 0.0610604 FS
5 -0.43164369D+04 130.5777314 0.0293630 EM
6 -0.42453354D+04 71.1015043 0.0164723 EM
7 -0.41822682D+04 63.0672179 0.0148557 EM
8 -0.41266784D+04 55.5898131 0.0132918 EM
9 -0.40784976D+04 48.1808281 0.0116755 EM
10 -0.40376915D+04 40.8061072 0.0100052 EM
11 -0.40040319D+04 33.6595176 0.0083363 EM
12 -0.39770066D+04 27.0253741 0.0067495 EM
13 -0.39558584D+04 21.1481417 0.0053176 EM
14 -0.39396928D+04 16.1656363 0.0040865 EM
15 -0.39275903D+04 12.1025052 0.0030719 EM
16 -0.39186929D+04 8.8973618 0.0022653 EM
17 -0.39122540D+04 6.4389312 0.0016431 EM
18 -0.39076569D+04 4.5971318 0.0011751 EM
19 -0.39044126D+04 3.2442973 0.0008302 EM
20 -0.39021456D+04 2.2669806 0.0005806 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 32
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.95436385D+04 0.0000000 0.0000000 EM
2 -0.86160754D+04 927.5631217 0.0971918 FS
3 -0.83446703D+04 271.4050763 0.0314998 FS
4 -0.79257454D+04 418.9249491 0.0502027 FS
5 -0.74638275D+04 461.9178729 0.0582807 FS
6 -0.62430447D+04 1220.7827681 0.1635599 EM
7 -0.58452903D+04 397.7544341 0.0637116 FS
8 -0.54072263D+04 438.0640503 0.0749431 EM
9 -0.51072948D+04 299.9314841 0.0554686 EM
10 -0.48629012D+04 244.3935583 0.0478519 EM
11 -0.46732172D+04 189.6839985 0.0390063 EM
12 -0.45168225D+04 156.3946950 0.0334662 EM
13 -0.43974058D+04 119.4167402 0.0264382 EM
14 -0.43149900D+04 82.4157425 0.0187419 EM
15 -0.42554996D+04 59.4904871 0.0137869 EM
16 -0.42042451D+04 51.2544193 0.0120443 EM
17 -0.41632033D+04 41.0418135 0.0097620 EM
18 -0.41283983D+04 34.8049733 0.0083601 EM
19 -0.40979448D+04 30.4535573 0.0073766 EM
20 -0.40709937D+04 26.9511005 0.0065767 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.62433046D+04 0.0000000 0.0000000 EM
2 -0.56461526D+04 597.1520731 0.0956468 FS
3 -0.54027241D+04 243.4284326 0.0431140 FS
4 -0.52332668D+04 169.4573102 0.0313652 FS
5 -0.46365411D+04 596.7257674 0.1140255 EM
6 -0.45616704D+04 74.8706591 0.0161480 EM
7 -0.45234443D+04 38.2261364 0.0083799 EM
8 -0.44879916D+04 35.4526789 0.0078375 EM
9 -0.44524138D+04 35.5778271 0.0079273 EM
10 -0.44159685D+04 36.4452319 0.0081855 EM
11 -0.43813784D+04 34.5900823 0.0078330 EM
12 -0.43476665D+04 33.7119399 0.0076944 EM
13 -0.43148591D+04 32.8073900 0.0075460 EM
14 -0.42829947D+04 31.8644188 0.0073848 EM
15 -0.42522276D+04 30.7670980 0.0071835 EM
16 -0.42227297D+04 29.4978579 0.0069370 EM
17 -0.41946518D+04 28.0779326 0.0066492 EM
18 -0.41681134D+04 26.5383935 0.0063267 EM
19 -0.41432003D+04 24.9131152 0.0059771 EM
20 -0.41199690D+04 23.2313126 0.0056071 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 34
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.65050834D+04 0.0000000 0.0000000 EM
2 -0.60068619D+04 498.2214308 0.0765896 FS
3 -0.56927929D+04 314.0690519 0.0522850 FS
4 -0.46701504D+04 1022.6424804 0.1796381 EM
5 -0.44828552D+04 187.2952183 0.0401048 FS
6 -0.40992123D+04 383.6428712 0.0855800 FS
7 -0.40051339D+04 94.0784480 0.0229504 FS
8 -0.39603353D+04 44.7985703 0.0111853 FS
9 -0.39278883D+04 32.4469651 0.0081930 FS
10 -0.39027392D+04 25.1491708 0.0064027 FS
11 -0.38923707D+04 10.3684253 0.0026567 FS
12 -0.38832260D+04 9.1447822 0.0023494 FS
13 -0.38820935D+04 1.1324795 0.0002916 FS
14 -0.38816541D+04 0.4393515 0.0001132 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 35
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.64767430D+04 0.0000000 0.0000000 EM
2 -0.61835483D+04 293.1947244 0.0452689 FS
3 -0.59136921D+04 269.8562339 0.0436410 FS
4 -0.56059213D+04 307.7707322 0.0520438 FS
5 -0.50505042D+04 555.4170733 0.0990769 EM
6 -0.49906364D+04 59.8678543 0.0118538 EM
7 -0.49316253D+04 59.0110765 0.0118244 EM
8 -0.48711095D+04 60.5158055 0.0122710 EM
9 -0.48092396D+04 61.8698669 0.0127014 EM
10 -0.47474907D+04 61.7489429 0.0128396 EM
11 -0.46859625D+04 61.5281516 0.0129601 EM
12 -0.46258000D+04 60.1625050 0.0128389 EM
13 -0.45671062D+04 58.6938867 0.0126884 EM
14 -0.45100979D+04 57.0082432 0.0124824 EM
15 -0.44553639D+04 54.7340176 0.0121359 EM
16 -0.44032319D+04 52.1319952 0.0117010 EM
17 -0.43539034D+04 49.3285456 0.0112028 EM
18 -0.43074656D+04 46.4377611 0.0106658 EM
19 -0.42640677D+04 43.3978607 0.0100750 EM
20 -0.42236919D+04 40.3758193 0.0094689 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 36
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.16521333D+05 0.0000000 0.0000000 EM
2 -0.13225568D+05 3295.7652442 0.1994854 FS
3 -0.12825710D+05 399.8578052 0.0302337 FS
4 -0.12418825D+05 406.8851279 0.0317242 FS
5 -0.12014533D+05 404.2922776 0.0325548 FS
6 -0.11613764D+05 400.7683909 0.0333570 FS
7 -0.11209753D+05 404.0117232 0.0347873 FS
8 -0.10816219D+05 393.5331034 0.0351063 FS
9 -0.10426957D+05 389.2622329 0.0359888 FS
10 -0.10045776D+05 381.1809698 0.0365573 FS
11 -0.96690397D+04 376.7364729 0.0375020 FS
12 -0.92968859D+04 372.1538289 0.0384892 FS
13 -0.89311267D+04 365.7591712 0.0393421 FS
14 -0.85732005D+04 357.9262017 0.0400763 FS
15 -0.82255222D+04 347.6782777 0.0405541 FS
16 -0.78906152D+04 334.9070866 0.0407156 FS
17 -0.75730447D+04 317.5705030 0.0402466 FS
18 -0.72758752D+04 297.1694873 0.0392404 FS
19 -0.70009847D+04 274.8904526 0.0377811 FS
20 -0.67482803D+04 252.7044056 0.0360956 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 37
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.26225451D+05 0.0000000 0.0000000 EM
2 -0.12042338D+05 ************ 0.5408148 FS
3 -0.11275168D+05 767.1699750 0.0637061 FS
4 -0.10915455D+05 359.7133404 0.0319031 FS
5 -0.10606560D+05 308.8944468 0.0282988 FS
6 -0.10322170D+05 284.3898779 0.0268126 FS
7 -0.10059792D+05 262.3779987 0.0254189 FS
8 -0.98180366D+04 241.7556749 0.0240319 FS
9 -0.95942001D+04 223.8364981 0.0227985 FS
10 -0.93817793D+04 212.4207152 0.0221405 FS
11 -0.91748352D+04 206.9441656 0.0220581 FS
12 -0.89900977D+04 184.7374720 0.0201352 FS
13 -0.87987786D+04 191.3191086 0.0212811 FS
14 -0.86204385D+04 178.3400637 0.0202687 FS
15 -0.84389568D+04 181.4816904 0.0210525 FS
16 -0.82668328D+04 172.1240341 0.0203964 FS
17 -0.81052834D+04 161.5494450 0.0195419 FS
18 -0.79459977D+04 159.2856182 0.0196521 FS
19 -0.77547351D+04 191.2626692 0.0240703 FS
20 -0.75897667D+04 164.9683702 0.0212732 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 38
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.85000214D+04 0.0000000 0.0000000 EM
2 -0.72841532D+04 1215.8682306 0.1430430 FS
3 -0.69056254D+04 378.5278436 0.0519659 FS
4 -0.65127382D+04 392.8871449 0.0568938 FS
5 -0.48872963D+04 1625.4418958 0.2495789 EM
6 -0.46218143D+04 265.4820041 0.0543208 FS
7 -0.43324162D+04 289.3981514 0.0626157 FS
8 -0.42681781D+04 64.2380413 0.0148273 FS
9 -0.40817768D+04 186.4012901 0.0436723 FS
10 -0.39908159D+04 90.9609785 0.0222847 FS
11 -0.39514110D+04 39.4048924 0.0098739 FS
12 -0.39227950D+04 28.6159508 0.0072420 FS
13 -0.39006292D+04 22.1658213 0.0056505 FS
14 -0.38954105D+04 5.2187046 0.0013379 EM
15 -0.38929280D+04 2.4824595 0.0006373 EM
16 -0.38913009D+04 1.6271659 0.0004180 EM
17 -0.38900610D+04 1.2398150 0.0003186 EM
18 -0.38890805D+04 0.9805800 0.0002521 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 39
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.54784616D+04 0.0000000 0.0000000 EM
2 -0.50099570D+04 468.5046045 0.0855175 FS
3 -0.46835919D+04 326.3651489 0.0651433 FS
4 -0.43755787D+04 308.0131331 0.0657643 EM
5 -0.42697874D+04 105.7913777 0.0241777 EM
6 -0.41987268D+04 71.0605925 0.0166427 EM
7 -0.41462024D+04 52.5243748 0.0125096 EM
8 -0.41049498D+04 41.2526122 0.0099495 EM
9 -0.40708134D+04 34.1363571 0.0083159 EM
10 -0.40416997D+04 29.1137560 0.0071518 EM
11 -0.40166083D+04 25.0913134 0.0062081 EM
12 -0.39950099D+04 21.5984287 0.0053773 EM
13 -0.39765437D+04 18.4661680 0.0046223 EM
14 -0.39608952D+04 15.6485355 0.0039352 EM
15 -0.39477563D+04 13.1388746 0.0033171 EM
16 -0.39368211D+04 10.9352809 0.0027700 EM
17 -0.39277921D+04 9.0290019 0.0022935 EM
18 -0.39203893D+04 7.4027547 0.0018847 EM
19 -0.39143566D+04 6.0327122 0.0015388 EM
20 -0.39094652D+04 4.8913410 0.0012496 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 40
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.53711835D+04 0.0000000 0.0000000 EM
2 -0.51320866D+04 239.0968967 0.0445148 FS
3 -0.49043942D+04 227.6924448 0.0443664 FS
4 -0.48090553D+04 95.3388958 0.0194395 FS
5 -0.44953048D+04 313.7504743 0.0652416 FS
6 -0.43195643D+04 175.7405058 0.0390942 FS
7 -0.42148789D+04 104.6854194 0.0242352 FS
8 -0.41527775D+04 62.1013207 0.0147338 FS
9 -0.41155385D+04 37.2390295 0.0089673 FS
10 -0.40911393D+04 24.3992252 0.0059286 FS
11 -0.40688137D+04 22.3256322 0.0054571 FS
12 -0.40457065D+04 23.1071869 0.0056791 FS
13 -0.40220596D+04 23.6468351 0.0058449 FS
14 -0.39893494D+04 32.7102726 0.0081327 FS
15 -0.39726259D+04 16.7234518 0.0041920 FS
16 -0.39583828D+04 14.2430861 0.0035853 FS
17 -0.39451742D+04 13.2085976 0.0033369 FS
18 -0.39330647D+04 12.1094989 0.0030694 FS
19 -0.39221171D+04 10.9476312 0.0027835 FS
20 -0.39124657D+04 9.6513893 0.0024608 FS
FINAL STAGE ITERATIONS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.61318109D+04 0.0000000 0.0000000 EM
2 -0.58614745D+04 270.3363642 0.0440875 FS
3 -0.55279489D+04 333.5256858 0.0569013 FS
4 -0.51889622D+04 338.9866091 0.0613223 FS
5 -0.48901171D+04 298.8451462 0.0575925 FS
6 -0.46324347D+04 257.6824206 0.0526945 FS
7 -0.44121657D+04 220.2690146 0.0475493 FS
8 -0.42306524D+04 181.5132445 0.0411393 FS
9 -0.40834310D+04 147.2213695 0.0347987 FS
10 -0.39749468D+04 108.4842839 0.0265669 FS
11 -0.39119176D+04 63.0291555 0.0158566 FS
12 -0.38843273D+04 27.5903019 0.0070529 FS
13 -0.38814617D+04 2.8655819 0.0007377 FS
14 -0.38813425D+04 0.1192657 0.0000307 FS
15 -0.38812961D+04 0.0463338 0.0000119 FS
16 -0.38812641D+04 0.0320450 0.0000083 FS
17 -0.38812426D+04 0.0214414 0.0000055 FS
18 -0.38812292D+04 0.0134743 0.0000035 FS
19 -0.38812209D+04 0.0082249 0.0000021 FS
20 -0.38812161D+04 0.0048380 0.0000012 FS
21 -0.38812133D+04 0.0027925 0.0000007 FS
22 -0.38812117D+04 0.0015726 0.0000004 FS
23 -0.38812109D+04 0.0008318 0.0000002 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 24
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.48053659D+04 0.0000000 0.0000000 EM
2 -0.44785011D+04 326.8647410 0.0680208 FS
3 -0.42757114D+04 202.7897935 0.0452807 FS
4 -0.41696228D+04 106.0885630 0.0248119 FS
5 -0.40424711D+04 127.1517271 0.0304948 FS
6 -0.39800180D+04 62.4530172 0.0154492 FS
7 -0.39340457D+04 45.9723855 0.0115508 FS
8 -0.39094674D+04 24.5782885 0.0062476 FS
9 -0.38993722D+04 10.0951815 0.0025822 FS
10 -0.38820756D+04 17.2965612 0.0044357 EM
11 -0.38814072D+04 0.6684067 0.0001722 FS
12 -0.38813722D+04 0.0350509 0.0000090 FS
13 -0.38812455D+04 0.1266607 0.0000326 EM
14 -0.38812310D+04 0.0144896 0.0000037 EM
15 -0.38812241D+04 0.0068797 0.0000018 EM
16 -0.38812201D+04 0.0040789 0.0000011 EM
17 -0.38812172D+04 0.0028255 0.0000007 EM
18 -0.38812151D+04 0.0021487 0.0000006 EM
19 -0.38812134D+04 0.0017157 0.0000004 EM
20 -0.38812120D+04 0.0014046 0.0000004 EM
21 -0.38812108D+04 0.0011655 0.0000003 EM
22 -0.38812098D+04 0.0009751 0.0000003 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 34
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.65050834D+04 0.0000000 0.0000000 EM
2 -0.60068619D+04 498.2214308 0.0765896 FS
3 -0.56927929D+04 314.0690519 0.0522850 FS
4 -0.46701504D+04 1022.6424804 0.1796381 EM
5 -0.44828552D+04 187.2952183 0.0401048 FS
6 -0.40992123D+04 383.6428712 0.0855800 FS
7 -0.40051339D+04 94.0784480 0.0229504 FS
8 -0.39603353D+04 44.7985703 0.0111853 FS
9 -0.39278883D+04 32.4469651 0.0081930 FS
10 -0.39027392D+04 25.1491708 0.0064027 FS
11 -0.38923707D+04 10.3684253 0.0026567 FS
12 -0.38832260D+04 9.1447822 0.0023494 FS
13 -0.38820935D+04 1.1324795 0.0002916 FS
14 -0.38816541D+04 0.4393515 0.0001132 FS
15 -0.38813847D+04 0.2694115 0.0000694 FS
16 -0.38813648D+04 0.0198646 0.0000051 FS
17 -0.38813518D+04 0.0130033 0.0000034 FS
18 -0.38813481D+04 0.0036944 0.0000010 FS
19 -0.38813469D+04 0.0012166 0.0000003 FS
20 -0.38813437D+04 0.0032460 0.0000008 FS
21 -0.38812340D+04 0.1097261 0.0000283 EM
22 -0.38812236D+04 0.0103903 0.0000027 EM
23 -0.38812189D+04 0.0047090 0.0000012 EM
24 -0.38812161D+04 0.0027267 0.0000007 EM
25 -0.38812142D+04 0.0018913 0.0000005 EM
26 -0.38812128D+04 0.0014625 0.0000004 EM
27 -0.38812116D+04 0.0011939 0.0000003 EM
28 -0.38812106D+04 0.0009997 0.0000003 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.58346048D+04 0.0000000 0.0000000 EM
2 -0.54608716D+04 373.7332143 0.0640546 FS
3 -0.51660841D+04 294.7875173 0.0539818 FS
4 -0.50219923D+04 144.0917754 0.0278919 FS
5 -0.48024726D+04 219.5196539 0.0437117 FS
6 -0.46300035D+04 172.4691521 0.0359126 FS
7 -0.44874794D+04 142.5240934 0.0307827 FS
8 -0.43668071D+04 120.6723028 0.0268909 FS
9 -0.42629422D+04 103.8648593 0.0237851 FS
10 -0.41689656D+04 93.9766337 0.0220450 FS
11 -0.40839297D+04 85.0359387 0.0203974 FS
12 -0.40198647D+04 64.0649546 0.0156871 FS
13 -0.39698796D+04 49.9851272 0.0124345 FS
14 -0.39313924D+04 38.4872198 0.0096948 FS
15 -0.39060036D+04 25.3887525 0.0064580 FS
16 -0.38947029D+04 11.3007532 0.0028932 FS
17 -0.38926675D+04 2.0354035 0.0005226 FS
18 -0.38879788D+04 4.6886298 0.0012045 FS
19 -0.38861662D+04 1.8125736 0.0004662 EM
20 -0.38856600D+04 0.5062517 0.0001303 EM
21 -0.38852265D+04 0.4334776 0.0001116 EM
22 -0.38848190D+04 0.4075006 0.0001049 EM
23 -0.38844357D+04 0.3833478 0.0000987 EM
24 -0.38840800D+04 0.3556381 0.0000916 EM
25 -0.38837550D+04 0.3250743 0.0000837 EM
26 -0.38834615D+04 0.2934559 0.0000756 EM
27 -0.38831991D+04 0.2623785 0.0000676 EM
28 -0.38829662D+04 0.2329326 0.0000600 EM
29 -0.38827605D+04 0.2057376 0.0000530 EM
30 -0.38825794D+04 0.1810640 0.0000466 EM
31 -0.38824204D+04 0.1589551 0.0000409 EM
32 -0.38822811D+04 0.1393182 0.0000359 EM
33 -0.38821591D+04 0.1219869 0.0000314 EM
34 -0.38820524D+04 0.1067605 0.0000275 EM
35 -0.38819589D+04 0.0934278 0.0000241 EM
36 -0.38818772D+04 0.0817812 0.0000211 EM
37 -0.38818055D+04 0.0716247 0.0000185 EM
38 -0.38817428D+04 0.0627781 0.0000162 EM
39 -0.38816877D+04 0.0550779 0.0000142 EM
40 -0.38816393D+04 0.0483782 0.0000125 EM
41 -0.38815968D+04 0.0425496 0.0000110 EM
42 -0.38815593D+04 0.0374785 0.0000097 EM
43 -0.38815262D+04 0.0330651 0.0000085 EM
44 -0.38814970D+04 0.0292225 0.0000075 EM
45 -0.38814711D+04 0.0258748 0.0000067 EM
46 -0.38814482D+04 0.0229564 0.0000059 EM
47 -0.38814277D+04 0.0204101 0.0000053 EM
48 -0.38814096D+04 0.0181865 0.0000047 EM
49 -0.38813933D+04 0.0162427 0.0000042 EM
50 -0.38813788D+04 0.0145416 0.0000037 EM
51 -0.38813657D+04 0.0130510 0.0000034 EM
52 -0.38813540D+04 0.0117433 0.0000030 EM
53 -0.38813434D+04 0.0105942 0.0000027 EM
54 -0.38813338D+04 0.0095829 0.0000025 EM
55 -0.38813251D+04 0.0086915 0.0000022 EM
56 -0.38813172D+04 0.0079042 0.0000020 EM
57 -0.38813100D+04 0.0072076 0.0000019 EM
58 -0.38813034D+04 0.0065900 0.0000017 EM
59 -0.38812974D+04 0.0060412 0.0000016 EM
60 -0.38812918D+04 0.0055524 0.0000014 EM
61 -0.38812867D+04 0.0051160 0.0000013 EM
62 -0.38812477D+04 0.0389614 0.0000100 FS
63 -0.38812307D+04 0.0169939 0.0000044 FS
64 -0.38812226D+04 0.0081709 0.0000021 FS
65 -0.38812179D+04 0.0047202 0.0000012 FS
66 -0.38812158D+04 0.0020939 0.0000005 FS
67 -0.38812147D+04 0.0010689 0.0000003 FS
68 -0.38812145D+04 0.0002297 0.0000001 FS
TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.45437801D+04 0.0000000 0.0000000 EM
2 -0.41718053D+04 371.9747614 0.0818646 FS
3 -0.39981958D+04 173.6095210 0.0416150 FS
4 -0.39449943D+04 53.2015468 0.0133064 EM
5 -0.39248615D+04 20.1327914 0.0051034 EM
6 -0.39144445D+04 10.4169523 0.0026541 EM
7 -0.39077850D+04 6.6595406 0.0017013 EM
8 -0.39029005D+04 4.8844442 0.0012499 EM
9 -0.38991537D+04 3.7468408 0.0009600 EM
10 -0.38962220D+04 2.9316562 0.0007519 EM
11 -0.38938860D+04 2.3360158 0.0005996 EM
12 -0.38919820D+04 1.9040315 0.0004890 EM
13 -0.38903752D+04 1.6068304 0.0004129 EM
14 -0.38889586D+04 1.4165300 0.0003641 EM
15 -0.38876848D+04 1.2737986 0.0003275 EM
16 -0.38865809D+04 1.1039504 0.0002840 EM
17 -0.38856870D+04 0.8938641 0.0002300 EM
18 -0.38849972D+04 0.6898093 0.0001775 EM
19 -0.38844718D+04 0.5254612 0.0001353 EM
20 -0.38840673D+04 0.4044848 0.0001041 EM
21 -0.38837493D+04 0.3179428 0.0000819 EM
22 -0.38834934D+04 0.2558798 0.0000659 EM
23 -0.38832829D+04 0.2105587 0.0000542 EM
24 -0.38831063D+04 0.1765902 0.0000455 EM
25 -0.38829559D+04 0.1503904 0.0000387 EM
26 -0.38828263D+04 0.1296256 0.0000334 EM
27 -0.38827135D+04 0.1127803 0.0000290 EM
28 -0.38826146D+04 0.0988567 0.0000255 EM
29 -0.38825275D+04 0.0871798 0.0000225 EM
30 -0.38824502D+04 0.0772769 0.0000199 EM
31 -0.38823814D+04 0.0688047 0.0000177 EM
32 -0.38823199D+04 0.0615048 0.0000158 EM
33 -0.38822647D+04 0.0551773 0.0000142 EM
34 -0.38822150D+04 0.0496643 0.0000128 EM
35 -0.38821702D+04 0.0448382 0.0000115 EM
36 -0.38821296D+04 0.0405954 0.0000105 EM
37 -0.38820928D+04 0.0368503 0.0000095 EM
38 -0.38820592D+04 0.0335319 0.0000086 EM
39 -0.38820286D+04 0.0305812 0.0000079 EM
40 -0.38820007D+04 0.0279483 0.0000072 EM
41 -0.38819751D+04 0.0255914 0.0000066 EM
42 -0.38819516D+04 0.0234749 0.0000060 EM
43 -0.38819301D+04 0.0215689 0.0000056 EM
44 -0.38819102D+04 0.0198476 0.0000051 EM
45 -0.38818919D+04 0.0182891 0.0000047 EM
46 -0.38818750D+04 0.0168747 0.0000043 EM
47 -0.38817107D+04 0.1643253 0.0000423 FS
48 -0.38816591D+04 0.0516465 0.0000133 FS
49 -0.38816311D+04 0.0280140 0.0000072 FS
50 -0.38815956D+04 0.0354196 0.0000091 FS
51 -0.38815425D+04 0.0531707 0.0000137 FS
52 -0.38814718D+04 0.0707145 0.0000182 FS
53 -0.38813940D+04 0.0777146 0.0000200 FS
54 -0.38813327D+04 0.0613854 0.0000158 FS
55 -0.38812879D+04 0.0447109 0.0000115 FS
56 -0.38812636D+04 0.0243580 0.0000063 FS
57 -0.38812483D+04 0.0153010 0.0000039 FS
58 -0.38812421D+04 0.0062357 0.0000016 FS
59 -0.38812385D+04 0.0035430 0.0000009 FS
60 -0.38812382D+04 0.0002591 0.0000001 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 26
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.60328899D+04 0.0000000 0.0000000 EM
2 -0.55878919D+04 444.9979783 0.0737620 FS
3 -0.52756432D+04 312.2487766 0.0558795 FS
4 -0.49746720D+04 300.9711684 0.0570492 FS
5 -0.47161377D+04 258.5343423 0.0519701 FS
6 -0.44491592D+04 266.9785110 0.0566096 FS
7 -0.42576096D+04 191.5495493 0.0430530 FS
8 -0.41282926D+04 129.3170390 0.0303732 FS
9 -0.40345593D+04 93.7332939 0.0227051 FS
10 -0.39774936D+04 57.0657147 0.0141442 FS
11 -0.39341589D+04 43.3346419 0.0108950 FS
12 -0.39153552D+04 18.8037167 0.0047796 FS
13 -0.39024000D+04 12.9551696 0.0033088 FS
14 -0.38949669D+04 7.4330988 0.0019048 FS
15 -0.38913013D+04 3.6656106 0.0009411 EM
16 -0.38898361D+04 1.4652316 0.0003765 EM
17 -0.38888422D+04 0.9938423 0.0002555 EM
18 -0.38882003D+04 0.6419886 0.0001651 EM
19 -0.38877848D+04 0.4154307 0.0001068 EM
20 -0.38875010D+04 0.2838675 0.0000730 EM
21 -0.38872907D+04 0.2102683 0.0000541 EM
22 -0.38871222D+04 0.1685065 0.0000433 EM
23 -0.38869784D+04 0.1437466 0.0000370 EM
24 -0.38868502D+04 0.1282501 0.0000330 EM
25 -0.38867322D+04 0.1180238 0.0000304 EM
26 -0.38866212D+04 0.1109437 0.0000285 EM
27 -0.38865154D+04 0.1058262 0.0000272 EM
28 -0.38864134D+04 0.1019785 0.0000262 EM
29 -0.38863144D+04 0.0989767 0.0000255 EM
30 -0.38862179D+04 0.0965521 0.0000248 EM
31 -0.38861234D+04 0.0945288 0.0000243 EM
32 -0.38860306D+04 0.0927885 0.0000239 EM
33 -0.38859393D+04 0.0912503 0.0000235 EM
34 -0.38858495D+04 0.0898574 0.0000231 EM
35 -0.38857609D+04 0.0885693 0.0000228 EM
36 -0.38856735D+04 0.0873571 0.0000225 EM
37 -0.38855873D+04 0.0861994 0.0000222 EM
38 -0.38855023D+04 0.0850806 0.0000219 EM
39 -0.38854183D+04 0.0839891 0.0000216 EM
40 -0.38853353D+04 0.0829164 0.0000213 EM
41 -0.38852535D+04 0.0818558 0.0000211 EM
42 -0.38851727D+04 0.0808026 0.0000208 EM
43 -0.38850929D+04 0.0797532 0.0000205 EM
44 -0.38850142D+04 0.0787050 0.0000203 EM
45 -0.38849366D+04 0.0776558 0.0000200 EM
46 -0.38848600D+04 0.0766044 0.0000197 EM
47 -0.38847844D+04 0.0755499 0.0000194 EM
48 -0.38847099D+04 0.0744914 0.0000192 EM
49 -0.38846365D+04 0.0734287 0.0000189 EM
50 -0.38845641D+04 0.0723615 0.0000186 EM
51 -0.38844928D+04 0.0712898 0.0000184 EM
52 -0.38844226D+04 0.0702137 0.0000181 EM
53 -0.38843535D+04 0.0691334 0.0000178 EM
54 -0.38842855D+04 0.0680491 0.0000175 EM
55 -0.38842185D+04 0.0669611 0.0000172 EM
56 -0.38841526D+04 0.0658700 0.0000170 EM
57 -0.38840878D+04 0.0647761 0.0000167 EM
58 -0.38840242D+04 0.0636799 0.0000164 EM
59 -0.38839616D+04 0.0625815 0.0000161 EM
60 -0.38839001D+04 0.0614820 0.0000158 EM
61 -0.38838397D+04 0.0603817 0.0000155 EM
62 -0.38837804D+04 0.0592812 0.0000153 EM
63 -0.38837223D+04 0.0581810 0.0000150 EM
64 -0.38836652D+04 0.0570816 0.0000147 EM
65 -0.38836092D+04 0.0559838 0.0000144 EM
66 -0.38835543D+04 0.0548880 0.0000141 EM
67 -0.38835005D+04 0.0537950 0.0000139 EM
68 -0.38834478D+04 0.0527052 0.0000136 EM
69 -0.38833962D+04 0.0516194 0.0000133 EM
70 -0.38833456D+04 0.0505381 0.0000130 EM
71 -0.38832962D+04 0.0494618 0.0000127 EM
72 -0.38832478D+04 0.0483913 0.0000125 EM
73 -0.38825180D+04 0.7298086 0.0001879 QN
74 -0.38823611D+04 0.1569106 0.0000404 EM
75 -0.38822790D+04 0.0820659 0.0000211 EM
76 -0.38822288D+04 0.0502101 0.0000129 EM
77 -0.38821936D+04 0.0351985 0.0000091 EM
78 -0.38821660D+04 0.0275917 0.0000071 EM
79 -0.38821426D+04 0.0233710 0.0000060 EM
80 -0.38821219D+04 0.0207763 0.0000054 EM
81 -0.38821028D+04 0.0190118 0.0000049 EM
82 -0.38820851D+04 0.0177026 0.0000046 EM
83 -0.38820685D+04 0.0166629 0.0000043 EM
84 -0.38820527D+04 0.0157953 0.0000041 EM
85 -0.38820376D+04 0.0150447 0.0000039 EM
86 -0.38820233D+04 0.0143781 0.0000037 EM
87 -0.38820095D+04 0.0137744 0.0000035 EM
88 -0.38819963D+04 0.0132193 0.0000034 EM
89 -0.38817801D+04 0.2161537 0.0000557 QN
90 -0.38817487D+04 0.0314207 0.0000081 EM
91 -0.38817344D+04 0.0142768 0.0000037 EM
92 -0.38817260D+04 0.0084444 0.0000022 EM
93 -0.38817203D+04 0.0056473 0.0000015 EM
94 -0.38817161D+04 0.0042089 0.0000011 EM
95 -0.38817127D+04 0.0034096 0.0000009 EM
96 -0.38817098D+04 0.0029262 0.0000008 EM
97 -0.38817072D+04 0.0026076 0.0000007 EM
98 -0.38817048D+04 0.0023806 0.0000006 EM
99 -0.38817026D+04 0.0022074 0.0000006 EM
100 -0.38817005D+04 0.0020680 0.0000005 EM
101 -0.38816986D+04 0.0019508 0.0000005 EM
102 -0.38816967D+04 0.0018493 0.0000005 EM
103 -0.38816950D+04 0.0017590 0.0000005 EM
104 -0.38816933D+04 0.0016773 0.0000004 EM
105 -0.38816485D+04 0.0447555 0.0000115 QN
106 -0.38816481D+04 0.0004399 0.0000001 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 38
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.85000214D+04 0.0000000 0.0000000 EM
2 -0.72841532D+04 1215.8682306 0.1430430 FS
3 -0.69056254D+04 378.5278436 0.0519659 FS
4 -0.65127382D+04 392.8871449 0.0568938 FS
5 -0.48872963D+04 1625.4418958 0.2495789 EM
6 -0.46218143D+04 265.4820041 0.0543208 FS
7 -0.43324162D+04 289.3981514 0.0626157 FS
8 -0.42681781D+04 64.2380413 0.0148273 FS
9 -0.40817768D+04 186.4012901 0.0436723 FS
10 -0.39908159D+04 90.9609785 0.0222847 FS
11 -0.39514110D+04 39.4048924 0.0098739 FS
12 -0.39227950D+04 28.6159508 0.0072420 FS
13 -0.39006292D+04 22.1658213 0.0056505 FS
14 -0.38954105D+04 5.2187046 0.0013379 EM
15 -0.38929280D+04 2.4824595 0.0006373 EM
16 -0.38913009D+04 1.6271659 0.0004180 EM
17 -0.38900610D+04 1.2398150 0.0003186 EM
18 -0.38890805D+04 0.9805800 0.0002521 EM
19 -0.38882693D+04 0.8111221 0.0002086 EM
20 -0.38875712D+04 0.6981029 0.0001795 EM
21 -0.38869578D+04 0.6134625 0.0001578 EM
22 -0.38864152D+04 0.5425566 0.0001396 EM
23 -0.38859508D+04 0.4644002 0.0001195 EM
24 -0.38855441D+04 0.4066880 0.0001047 EM
25 -0.38851834D+04 0.3607686 0.0000928 EM
26 -0.38848601D+04 0.3232705 0.0000832 EM
27 -0.38845688D+04 0.2912886 0.0000750 EM
28 -0.38843059D+04 0.2628686 0.0000677 EM
29 -0.38840687D+04 0.2371902 0.0000611 EM
30 -0.38838547D+04 0.2140464 0.0000551 EM
31 -0.38836613D+04 0.1933504 0.0000498 EM
32 -0.38834864D+04 0.1749305 0.0000450 EM
33 -0.38833279D+04 0.1585342 0.0000408 EM
34 -0.38831840D+04 0.1438946 0.0000371 EM
35 -0.38830532D+04 0.1307726 0.0000337 EM
36 -0.38829342D+04 0.1189700 0.0000306 EM
37 -0.38828259D+04 0.1083237 0.0000279 EM
38 -0.38827272D+04 0.0986982 0.0000254 EM
39 -0.38826372D+04 0.0899789 0.0000232 EM
40 -0.38825552D+04 0.0820675 0.0000211 EM
41 -0.38824803D+04 0.0748798 0.0000193 EM
42 -0.38824120D+04 0.0683433 0.0000176 EM
43 -0.38823496D+04 0.0623947 0.0000161 EM
44 -0.38822926D+04 0.0569787 0.0000147 EM
45 -0.38822405D+04 0.0520460 0.0000134 EM
46 -0.38821930D+04 0.0475528 0.0000122 EM
47 -0.38821495D+04 0.0434594 0.0000112 EM
48 -0.38821098D+04 0.0397300 0.0000102 EM
49 -0.38820735D+04 0.0363321 0.0000094 EM
50 -0.38820402D+04 0.0332358 0.0000086 EM
51 -0.38820098D+04 0.0304141 0.0000078 EM
52 -0.38819820D+04 0.0278424 0.0000072 EM
53 -0.38819565D+04 0.0254981 0.0000066 EM
54 -0.38819331D+04 0.0233605 0.0000060 EM
55 -0.38819117D+04 0.0214111 0.0000055 EM
56 -0.38818921D+04 0.0196328 0.0000051 EM
57 -0.38816896D+04 0.2024933 0.0000522 FS
58 -0.38816664D+04 0.0231697 0.0000060 FS
59 -0.38816630D+04 0.0034223 0.0000009 FS
60 -0.38816588D+04 0.0041938 0.0000011 EM
61 -0.38816583D+04 0.0004626 0.0000001 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.70882547D+04 0.0000000 0.0000000 EM
2 -0.66799009D+04 408.3538271 0.0576099 FS
3 -0.63461840D+04 333.7168889 0.0499584 FS
4 -0.60198605D+04 326.3234754 0.0514204 FS
5 -0.56597391D+04 360.1214645 0.0598222 FS
6 -0.53585661D+04 301.1729647 0.0532132 FS
7 -0.51016126D+04 256.9535198 0.0479519 FS
8 -0.48735682D+04 228.0443738 0.0447004 FS
9 -0.46843511D+04 189.2171596 0.0388252 FS
10 -0.45272881D+04 157.0629280 0.0335293 FS
11 -0.44019690D+04 125.3191446 0.0276808 FS
12 -0.42999725D+04 101.9964368 0.0231706 FS
13 -0.42181265D+04 81.8460330 0.0190341 FS
14 -0.41520508D+04 66.0757516 0.0156647 FS
15 -0.40945684D+04 57.4823974 0.0138443 FS
16 -0.40395883D+04 54.9800295 0.0134276 FS
17 -0.39886344D+04 50.9539693 0.0126137 FS
18 -0.39438989D+04 44.7354365 0.0112157 FS
19 -0.38948392D+04 49.0596969 0.0124394 EM
20 -0.38900577D+04 4.7815472 0.0012277 EM
21 -0.38889536D+04 1.1040798 0.0002838 EM
22 -0.38882474D+04 0.7061605 0.0001816 EM
23 -0.38877171D+04 0.5303144 0.0001364 EM
24 -0.38873018D+04 0.4153179 0.0001068 EM
25 -0.38869630D+04 0.3387609 0.0000871 EM
26 -0.38866741D+04 0.2889323 0.0000743 EM
27 -0.38864167D+04 0.2574011 0.0000662 EM
28 -0.38861794D+04 0.2373645 0.0000611 EM
29 -0.38859562D+04 0.2231288 0.0000574 EM
30 -0.38857459D+04 0.2103216 0.0000541 EM
31 -0.38855496D+04 0.1963506 0.0000505 EM
32 -0.38853691D+04 0.1804879 0.0000465 EM
33 -0.38852057D+04 0.1633381 0.0000420 EM
34 -0.38850597D+04 0.1460226 0.0000376 EM
35 -0.38849302D+04 0.1295521 0.0000333 EM
36 -0.38848156D+04 0.1145677 0.0000295 EM
37 -0.38847142D+04 0.1013477 0.0000261 EM
38 -0.38846243D+04 0.0899189 0.0000231 EM
39 -0.38845441D+04 0.0801690 0.0000206 EM
40 -0.38844722D+04 0.0719272 0.0000185 EM
41 -0.38844072D+04 0.0650119 0.0000167 EM
42 -0.38843480D+04 0.0592555 0.0000153 EM
43 -0.38842934D+04 0.0545158 0.0000140 EM
44 -0.38842428D+04 0.0506794 0.0000130 EM
45 -0.38841951D+04 0.0476636 0.0000123 EM
46 -0.38841497D+04 0.0454157 0.0000117 EM
47 -0.38841058D+04 0.0439144 0.0000113 EM
48 -0.38840626D+04 0.0431719 0.0000111 EM
49 -0.38840194D+04 0.0432389 0.0000111 EM
50 -0.38839751D+04 0.0442122 0.0000114 EM
51 -0.38839289D+04 0.0462474 0.0000119 EM
52 -0.38838793D+04 0.0495758 0.0000128 EM
53 -0.38838248D+04 0.0545241 0.0000140 EM
54 -0.38837633D+04 0.0615333 0.0000158 EM
55 -0.38836921D+04 0.0711539 0.0000183 EM
56 -0.38836081D+04 0.0839718 0.0000216 EM
57 -0.38835078D+04 0.1003689 0.0000258 EM
58 -0.38833878D+04 0.1200001 0.0000309 EM
59 -0.38832467D+04 0.1410249 0.0000363 EM
60 -0.38830871D+04 0.1596797 0.0000411 EM
61 -0.38829157D+04 0.1713167 0.0000441 EM
62 -0.38827427D+04 0.1730032 0.0000446 EM
63 -0.38818053D+04 0.9374444 0.0002414 FS
64 -0.38815285D+04 0.2768241 0.0000713 FS
65 -0.38814453D+04 0.0831362 0.0000214 FS
66 -0.38813872D+04 0.0581469 0.0000150 FS
67 -0.38813373D+04 0.0498938 0.0000129 FS
68 -0.38812944D+04 0.0428553 0.0000110 FS
69 -0.38812621D+04 0.0323697 0.0000083 FS
70 -0.38812397D+04 0.0223445 0.0000058 FS
71 -0.38812255D+04 0.0142399 0.0000037 FS
72 -0.38812167D+04 0.0087363 0.0000023 FS
73 -0.38812116D+04 0.0051664 0.0000013 FS
74 -0.38812086D+04 0.0030239 0.0000008 FS
75 -0.38812068D+04 0.0017342 0.0000004 FS
76 -0.38812058D+04 0.0009966 0.0000003 FS
Beginning Time: 23:16:49
Ending Time: 23:17:08
Elapsed Time: 00:00:19
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