Mplus VERSION 8.8
MUTHEN & MUTHEN
04/19/2022 11:17 PM
INPUT INSTRUCTIONS
TITLE: this is an example of a GMM for a count
outcome using a negative binomial model
with automatic starting values and random
starts
DATA: FILE IS ex8.5b.dat;
VARIABLE: NAMES ARE u1-u8 x;
CLASSES = c(2);
COUNT = u1-u8(nb);
ANALYSIS: TYPE = MIXTURE;
ALGORITHM = INTEGRATION;
STARTS = 40 8;
MODEL:
%OVERALL%
i s q | u1@0 u2@.1 u3@.2 u4@.3 u5@.4 u6@.5 u7@.6 u8@.7;
s-q@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.
1 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS
this is an example of a GMM for a count
outcome using a negative binomial 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 3
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
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 10
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)
ex8.5b.dat
Input data format FREE
COUNT PROPORTION OF ZERO, MINIMUM AND MAXIMUM VALUES
U1 0.840 0 13
U2 0.734 0 38
U3 0.624 0 21
U4 0.572 0 52
U5 0.588 0 35
U6 0.618 0 22
U7 0.718 0 13
U8 0.838 0 7
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 -0.021 0.020 -3.054 0.20% -0.887 -0.337 -0.025
500.000 1.032 -0.315 3.025 0.20% 0.238 0.881
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:
-4422.166 127215 9
-4424.178 887676 22
-4424.638 unperturbed 0
-4424.638 207896 25
-4424.829 366706 29
-4425.234 462953 7
-4425.332 650371 14
-4426.648 195873 6
WARNING: THE BEST LOGLIKELIHOOD VALUE WAS NOT REPLICATED. THE
SOLUTION MAY NOT BE TRUSTWORTHY DUE TO LOCAL MAXIMA. INCREASE THE
NUMBER OF RANDOM STARTS.
THE STANDARD ERRORS OF THE MODEL PARAMETER ESTIMATES MAY NOT BE
TRUSTWORTHY FOR SOME PARAMETERS DUE TO A NON-POSITIVE DEFINITE
FIRST-ORDER DERIVATIVE PRODUCT MATRIX. THIS MAY BE DUE TO THE STARTING
VALUES BUT MAY ALSO BE AN INDICATION OF MODEL NONIDENTIFICATION. THE
CONDITION NUMBER IS 0.202D-13. PROBLEM INVOLVING THE FOLLOWING PARAMETER:
Parameter 19, C#1 ON X
THE MODEL ESTIMATION TERMINATED NORMALLY
MODEL FIT INFORMATION
Number of Free Parameters 19
Loglikelihood
H0 Value -4422.166
H0 Scaling Correction Factor 0.7664
for MLR
Information Criteria
Akaike (AIC) 8882.331
Bayesian (BIC) 8962.409
Sample-Size Adjusted BIC 8902.102
(n* = (n + 2) / 24)
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THE ESTIMATED MODEL
Latent
Classes
1 2.99972 0.00600
2 497.00028 0.99400
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON ESTIMATED POSTERIOR PROBABILITIES
Latent
Classes
1 2.99978 0.00600
2 497.00022 0.99400
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP
Class Counts and Proportions
Latent
Classes
1 3 0.00600
2 497 0.99400
CLASSIFICATION QUALITY
Entropy 1.000
Average Latent Class Probabilities for Most Likely Latent Class Membership (Row)
by Latent Class (Column)
1 2
1 1.000 0.000
2 0.000 1.000
Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2
1 1.000 0.000
2 0.000 1.000
Logits for the Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2
1 11.841 0.000
2 -13.816 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
I ON
X -0.276 0.081 -3.406 0.001
S ON
X 0.178 0.174 1.025 0.305
Means
Q -23.147 5.308 -4.361 0.000
Intercepts
I 0.534 0.314 1.700 0.089
S 9.381 2.902 3.233 0.001
U1 0.000 0.000 999.000 999.000
U2 0.000 0.000 999.000 999.000
U3 0.000 0.000 999.000 999.000
U4 0.000 0.000 999.000 999.000
U5 0.000 0.000 999.000 999.000
U6 0.000 0.000 999.000 999.000
U7 0.000 0.000 999.000 999.000
U8 0.000 0.000 999.000 999.000
Variances
Q 0.000 0.000 999.000 999.000
Residual Variances
I 0.740 0.086 8.626 0.000
S 0.000 0.000 999.000 999.000
Dispersion
U1 2.710 0.776 3.493 0.000
U2 3.353 0.528 6.353 0.000
U3 1.978 0.321 6.153 0.000
U4 1.884 0.270 6.981 0.000
U5 2.029 0.284 7.150 0.000
U6 1.951 0.283 6.897 0.000
U7 1.958 0.374 5.243 0.000
U8 2.609 0.688 3.792 0.000
Latent Class 2
I |
U1 1.000 0.000 999.000 999.000
U2 1.000 0.000 999.000 999.000
U3 1.000 0.000 999.000 999.000
U4 1.000 0.000 999.000 999.000
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
I ON
X -0.276 0.081 -3.406 0.001
S ON
X 0.178 0.174 1.025 0.305
Means
Q -13.435 0.880 -15.274 0.000
Intercepts
I -1.619 0.114 -14.186 0.000
S 9.366 0.643 14.570 0.000
U1 0.000 0.000 999.000 999.000
U2 0.000 0.000 999.000 999.000
U3 0.000 0.000 999.000 999.000
U4 0.000 0.000 999.000 999.000
U5 0.000 0.000 999.000 999.000
U6 0.000 0.000 999.000 999.000
U7 0.000 0.000 999.000 999.000
U8 0.000 0.000 999.000 999.000
Variances
Q 0.000 0.000 999.000 999.000
Residual Variances
I 0.740 0.086 8.626 0.000
S 0.000 0.000 999.000 999.000
Dispersion
U1 2.710 0.776 3.493 0.000
U2 3.353 0.528 6.353 0.000
U3 1.978 0.321 6.153 0.000
U4 1.884 0.270 6.981 0.000
U5 2.029 0.284 7.150 0.000
U6 1.951 0.283 6.897 0.000
U7 1.958 0.374 5.243 0.000
U8 2.609 0.688 3.792 0.000
Categorical Latent Variables
C#1 ON
X -105.460 2.994 -35.220 0.000
Intercepts
C#1 -251.428 6.970 -36.072 0.000
QUALITY OF NUMERICAL RESULTS
Condition Number for the Information Matrix 0.202E-13
(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 0.000 0.000 0.000 0.000
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 105.460 2.994 35.220 0.000
Intercepts
C#2 251.428 6.970 36.072 0.000
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 999.000 999.000 999.000 999.000
TECHNICAL 1 OUTPUT
PARAMETER SPECIFICATION FOR LATENT CLASS 1
NU
U1#1 U1 U2#1 U2 U3#1
________ ________ ________ ________ ________
0 0 0 0 0
NU
U3 U4#1 U4 U5#1 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6#1 U6 U7#1 U7 U8#1
________ ________ ________ ________ ________
0 0 0 0 0
NU
U8 X
________ ________
0 0
LAMBDA
I S Q X
________ ________ ________ ________
U1#1 0 0 0 0
U1 0 0 0 0
U2#1 0 0 0 0
U2 0 0 0 0
U3#1 0 0 0 0
U3 0 0 0 0
U4#1 0 0 0 0
U4 0 0 0 0
U5#1 0 0 0 0
U5 0 0 0 0
U6#1 0 0 0 0
U6 0 0 0 0
U7#1 0 0 0 0
U7 0 0 0 0
U8#1 0 0 0 0
U8 0 0 0 0
X 0 0 0 0
THETA
U1#1 U1 U2#1 U2 U3#1
________ ________ ________ ________ ________
U1#1 0
U1 0 1
U2#1 0 0 0
U2 0 0 0 2
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 3
U4#1 0 0
U4 0 0 4
U5#1 0 0 0 0
U5 0 0 0 0 5
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 6
U7#1 0 0 0
U7 0 0 0 7
U8#1 0 0 0 0 0
U8 0 0 0 0 0
X 0 0 0 0 0
THETA
U8 X
________ ________
U8 8
X 0 0
ALPHA
I S Q X
________ ________ ________ ________
9 10 11 0
BETA
I S Q X
________ ________ ________ ________
I 0 0 0 12
S 0 0 0 13
Q 0 0 0 0
X 0 0 0 0
PSI
I S Q X
________ ________ ________ ________
I 14
S 0 0
Q 0 0 0
X 0 0 0 0
PARAMETER SPECIFICATION FOR LATENT CLASS 2
NU
U1#1 U1 U2#1 U2 U3#1
________ ________ ________ ________ ________
0 0 0 0 0
NU
U3 U4#1 U4 U5#1 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6#1 U6 U7#1 U7 U8#1
________ ________ ________ ________ ________
0 0 0 0 0
NU
U8 X
________ ________
0 0
LAMBDA
I S Q X
________ ________ ________ ________
U1#1 0 0 0 0
U1 0 0 0 0
U2#1 0 0 0 0
U2 0 0 0 0
U3#1 0 0 0 0
U3 0 0 0 0
U4#1 0 0 0 0
U4 0 0 0 0
U5#1 0 0 0 0
U5 0 0 0 0
U6#1 0 0 0 0
U6 0 0 0 0
U7#1 0 0 0 0
U7 0 0 0 0
U8#1 0 0 0 0
U8 0 0 0 0
X 0 0 0 0
THETA
U1#1 U1 U2#1 U2 U3#1
________ ________ ________ ________ ________
U1#1 0
U1 0 1
U2#1 0 0 0
U2 0 0 0 2
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 3
U4#1 0 0
U4 0 0 4
U5#1 0 0 0 0
U5 0 0 0 0 5
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 6
U7#1 0 0 0
U7 0 0 0 7
U8#1 0 0 0 0 0
U8 0 0 0 0 0
X 0 0 0 0 0
THETA
U8 X
________ ________
U8 8
X 0 0
ALPHA
I S Q X
________ ________ ________ ________
15 16 17 0
BETA
I S Q X
________ ________ ________ ________
I 0 0 0 12
S 0 0 0 13
Q 0 0 0 0
X 0 0 0 0
PSI
I S Q X
________ ________ ________ ________
I 14
S 0 0
Q 0 0 0
X 0 0 0 0
PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART
ALPHA(C)
C#1 C#2
________ ________
18 0
GAMMA(C)
I S Q X
________ ________ ________ ________
C#1 0 0 0 19
C#2 0 0 0 0
STARTING VALUES FOR LATENT CLASS 1
NU
U1#1 U1 U2#1 U2 U3#1
________ ________ ________ ________ ________
-20.000 0.000 -20.000 0.000 -20.000
NU
U3 U4#1 U4 U5#1 U5
________ ________ ________ ________ ________
0.000 -20.000 0.000 -20.000 0.000
NU
U6#1 U6 U7#1 U7 U8#1
________ ________ ________ ________ ________
-20.000 0.000 -20.000 0.000 -20.000
NU
U8 X
________ ________
0.000 0.000
LAMBDA
I S Q X
________ ________ ________ ________
U1#1 0.000 0.000 0.000 0.000
U1 1.000 0.000 0.000 0.000
U2#1 0.000 0.000 0.000 0.000
U2 1.000 0.100 0.010 0.000
U3#1 0.000 0.000 0.000 0.000
U3 1.000 0.200 0.040 0.000
U4#1 0.000 0.000 0.000 0.000
U4 1.000 0.300 0.090 0.000
U5#1 0.000 0.000 0.000 0.000
U5 1.000 0.400 0.160 0.000
U6#1 0.000 0.000 0.000 0.000
U6 1.000 0.500 0.250 0.000
U7#1 0.000 0.000 0.000 0.000
U7 1.000 0.600 0.360 0.000
U8#1 0.000 0.000 0.000 0.000
U8 1.000 0.700 0.490 0.000
X 0.000 0.000 0.000 1.000
THETA
U1#1 U1 U2#1 U2 U3#1
________ ________ ________ ________ ________
U1#1 0.000
U1 0.000 9.918
U2#1 0.000 0.000 0.000
U2 0.000 0.000 0.000 9.476
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 3.439
U4#1 0.000 0.000
U4 0.000 0.000 6.057
U5#1 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 4.595
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 3.853
U7#1 0.000 0.000 0.000
U7 0.000 0.000 0.000 3.828
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 5.237
X 0.000 0.000
ALPHA
I S Q X
________ ________ ________ ________
0.288 6.290 -9.157 0.000
BETA
I S Q X
________ ________ ________ ________
I 0.000 0.000 0.000 0.000
S 0.000 0.000 0.000 0.000
Q 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000
PSI
I S Q X
________ ________ ________ ________
I 1.785
S 0.000 0.000
Q 0.000 0.000 0.000
X 0.000 0.000 0.000 0.516
STARTING VALUES FOR LATENT CLASS 2
NU
U1#1 U1 U2#1 U2 U3#1
________ ________ ________ ________ ________
-20.000 0.000 -20.000 0.000 -20.000
NU
U3 U4#1 U4 U5#1 U5
________ ________ ________ ________ ________
0.000 -20.000 0.000 -20.000 0.000
NU
U6#1 U6 U7#1 U7 U8#1
________ ________ ________ ________ ________
-20.000 0.000 -20.000 0.000 -20.000
NU
U8 X
________ ________
0.000 0.000
LAMBDA
I S Q X
________ ________ ________ ________
U1#1 0.000 0.000 0.000 0.000
U1 1.000 0.000 0.000 0.000
U2#1 0.000 0.000 0.000 0.000
U2 1.000 0.100 0.010 0.000
U3#1 0.000 0.000 0.000 0.000
U3 1.000 0.200 0.040 0.000
U4#1 0.000 0.000 0.000 0.000
U4 1.000 0.300 0.090 0.000
U5#1 0.000 0.000 0.000 0.000
U5 1.000 0.400 0.160 0.000
U6#1 0.000 0.000 0.000 0.000
U6 1.000 0.500 0.250 0.000
U7#1 0.000 0.000 0.000 0.000
U7 1.000 0.600 0.360 0.000
U8#1 0.000 0.000 0.000 0.000
U8 1.000 0.700 0.490 0.000
X 0.000 0.000 0.000 1.000
THETA
U1#1 U1 U2#1 U2 U3#1
________ ________ ________ ________ ________
U1#1 0.000
U1 0.000 9.918
U2#1 0.000 0.000 0.000
U2 0.000 0.000 0.000 9.476
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 3.439
U4#1 0.000 0.000
U4 0.000 0.000 6.057
U5#1 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 4.595
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 3.853
U7#1 0.000 0.000 0.000
U7 0.000 0.000 0.000 3.828
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 5.237
X 0.000 0.000
ALPHA
I S Q X
________ ________ ________ ________
0.288 6.290 -9.157 0.000
BETA
I S Q X
________ ________ ________ ________
I 0.000 0.000 0.000 0.000
S 0.000 0.000 0.000 0.000
Q 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000
PSI
I S Q X
________ ________ ________ ________
I 1.785
S 0.000 0.000
Q 0.000 0.000 0.000
X 0.000 0.000 0.000 0.516
STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART
ALPHA(C)
C#1 C#2
________ ________
0.000 0.000
GAMMA(C)
I S Q X
________ ________ ________ ________
C#1 0.000 0.000 0.000 0.000
C#2 0.000 0.000 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 -0.47903536D+04 0.0000000 0.0000000 EM
2 -0.47277433D+04 62.6102977 0.0130701 FS
3 -0.45963811D+04 131.3622692 0.0277854 FS
4 -0.44970191D+04 99.3619181 0.0216174 FS
5 -0.44640149D+04 33.0042144 0.0073391 FS
6 -0.44506064D+04 13.4085189 0.0030037 FS
7 -0.44403818D+04 10.2246055 0.0022974 FS
8 -0.44326659D+04 7.7159434 0.0017377 FS
9 -0.44278397D+04 4.8261359 0.0010888 FS
10 -0.44256058D+04 2.2339157 0.0005045 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.52585487D+04 0.0000000 0.0000000 EM
2 -0.49075487D+04 350.9999747 0.0667485 FS
3 -0.46137839D+04 293.7647828 0.0598598 EM
4 -0.45053002D+04 108.4837109 0.0235130 EM
5 -0.44649475D+04 40.3527361 0.0089567 EM
6 -0.44446915D+04 20.2559307 0.0045367 EM
7 -0.44350801D+04 9.6114557 0.0021625 EM
8 -0.44307069D+04 4.3732165 0.0009861 EM
9 -0.44287697D+04 1.9371575 0.0004372 EM
10 -0.44279120D+04 0.8577191 0.0001937 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.51546831D+04 0.0000000 0.0000000 EM
2 -0.49850886D+04 169.5945232 0.0329011 FS
3 -0.47595380D+04 225.5505834 0.0452451 FS
4 -0.46203538D+04 139.1842191 0.0292432 FS
5 -0.44758319D+04 144.5218814 0.0312794 EM
6 -0.44443142D+04 31.5176583 0.0070417 FS
7 -0.44333136D+04 11.0005819 0.0024752 EM
8 -0.44297462D+04 3.5673960 0.0008047 EM
9 -0.44283853D+04 1.3609659 0.0003072 EM
10 -0.44278270D+04 0.5582774 0.0001261 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.50594781D+04 0.0000000 0.0000000 EM
2 -0.47009868D+04 358.4912588 0.0708554 FS
3 -0.44711550D+04 229.8318820 0.0488901 EM
4 -0.44422901D+04 28.8648713 0.0064558 EM
5 -0.44346061D+04 7.6839478 0.0017297 EM
6 -0.44313517D+04 3.2544184 0.0007339 EM
7 -0.44299255D+04 1.4262615 0.0003219 EM
8 -0.44292291D+04 0.6963820 0.0001572 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.54107618D+04 0.0000000 0.0000000 EM
2 -0.51655662D+04 245.1955617 0.0453163 FS
3 -0.46651259D+04 500.4403600 0.0968801 EM
4 -0.45371714D+04 127.9544728 0.0274279 EM
5 -0.44861784D+04 50.9929728 0.0112389 EM
6 -0.44565413D+04 29.6370985 0.0066063 EM
7 -0.44410693D+04 15.4719903 0.0034717 EM
8 -0.44336624D+04 7.4069243 0.0016678 EM
9 -0.44303457D+04 3.3167313 0.0007481 EM
10 -0.44289266D+04 1.4190998 0.0003203 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.57859287D+04 0.0000000 0.0000000 EM
2 -0.54939982D+04 291.9305253 0.0504553 FS
3 -0.51433095D+04 350.6886678 0.0638312 FS
4 -0.49053741D+04 237.9354216 0.0462612 FS
5 -0.47390923D+04 166.2818016 0.0338979 FS
6 -0.46414524D+04 97.6398936 0.0206031 FS
7 -0.45744598D+04 66.9926371 0.0144336 FS
8 -0.45279852D+04 46.4745478 0.0101596 FS
9 -0.44963158D+04 31.6694041 0.0069941 FS
10 -0.44751057D+04 21.2101159 0.0047172 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.50200454D+04 0.0000000 0.0000000 EM
2 -0.47891696D+04 230.8758020 0.0459908 FS
3 -0.45410724D+04 248.0971724 0.0518038 FS
4 -0.44648849D+04 76.1874419 0.0167774 FS
5 -0.44422978D+04 22.5871900 0.0050589 FS
6 -0.44336390D+04 8.6587661 0.0019492 FS
7 -0.44293777D+04 4.2612970 0.0009611 FS
8 -0.44274103D+04 1.9673743 0.0004442 FS
9 -0.44267842D+04 0.6261204 0.0001414 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.50587257D+04 0.0000000 0.0000000 EM
2 -0.49673344D+04 91.3912927 0.0180661 FS
3 -0.47238314D+04 243.5030438 0.0490209 FS
4 -0.45793937D+04 144.4376693 0.0305764 FS
5 -0.45079506D+04 71.4430889 0.0156010 FS
6 -0.44701008D+04 37.8497525 0.0083962 FS
7 -0.44501543D+04 19.9465199 0.0044622 FS
8 -0.44391398D+04 11.0145121 0.0024751 FS
9 -0.44291159D+04 10.0238919 0.0022581 EM
10 -0.44272151D+04 1.9008462 0.0004292 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.53428352D+04 0.0000000 0.0000000 EM
2 -0.51483373D+04 194.4979425 0.0364035 FS
3 -0.48591303D+04 289.2069696 0.0561748 FS
4 -0.46637757D+04 195.3546324 0.0402036 FS
5 -0.45666831D+04 97.0925644 0.0208184 FS
6 -0.45082149D+04 58.4682541 0.0128032 FS
7 -0.44773797D+04 30.8352281 0.0068398 FS
8 -0.44609116D+04 16.4680873 0.0036781 FS
9 -0.44493493D+04 11.5622792 0.0025919 FS
10 -0.44408560D+04 8.4932952 0.0019089 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.49377266D+04 0.0000000 0.0000000 EM
2 -0.48419607D+04 95.7658765 0.0193947 FS
3 -0.46704057D+04 171.5550519 0.0354309 FS
4 -0.45555459D+04 114.8597713 0.0245931 FS
5 -0.44957492D+04 59.7967096 0.0131261 FS
6 -0.44596583D+04 36.0908580 0.0080278 FS
7 -0.44419375D+04 17.7208017 0.0039736 FS
8 -0.44310740D+04 10.8635757 0.0024457 EM
9 -0.44281800D+04 2.8939701 0.0006531 EM
10 -0.44268637D+04 1.3163246 0.0002973 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.63055174D+04 0.0000000 0.0000000 EM
2 -0.57899226D+04 515.5947931 0.0817688 FS
3 -0.54950642D+04 294.8584419 0.0509261 FS
4 -0.54449345D+04 50.1296517 0.0091227 FS
5 -0.51680481D+04 276.8864119 0.0508521 FS
6 -0.49848463D+04 183.2017698 0.0354489 FS
7 -0.48364880D+04 148.3583300 0.0297619 FS
8 -0.47204097D+04 116.0782553 0.0240005 FS
9 -0.46319366D+04 88.4731871 0.0187427 FS
10 -0.45622329D+04 69.7037002 0.0150485 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.76014923D+04 0.0000000 0.0000000 EM
2 -0.71887144D+04 412.7779483 0.0543022 FS
3 -0.68685444D+04 320.1699700 0.0445379 FS
4 -0.65930181D+04 275.5263247 0.0401142 FS
5 -0.63578169D+04 235.2011523 0.0356743 FS
6 -0.61563927D+04 201.4242356 0.0316814 FS
7 -0.59548279D+04 201.5647564 0.0327407 FS
8 -0.57896580D+04 165.1699286 0.0277371 FS
9 -0.56434437D+04 146.2143043 0.0252544 FS
10 -0.55184359D+04 125.0078269 0.0221510 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.53875260D+04 0.0000000 0.0000000 EM
2 -0.51855097D+04 202.0162983 0.0374970 FS
3 -0.48777785D+04 307.7311921 0.0593444 FS
4 -0.46681630D+04 209.6154862 0.0429736 FS
5 -0.45725454D+04 95.6175672 0.0204829 FS
6 -0.45069841D+04 65.5613058 0.0143380 FS
7 -0.44739050D+04 33.0790969 0.0073395 FS
8 -0.44553685D+04 18.5365394 0.0041433 FS
9 -0.44452143D+04 10.1541441 0.0022791 FS
10 -0.44399624D+04 5.2518977 0.0011815 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.61422809D+04 0.0000000 0.0000000 EM
2 -0.58761807D+04 266.1001999 0.0433227 FS
3 -0.55783273D+04 297.8534755 0.0506883 FS
4 -0.47867005D+04 791.6267648 0.1419111 EM
5 -0.44946130D+04 292.0874682 0.0610206 FS
6 -0.44638696D+04 30.7434385 0.0068401 FS
7 -0.44402915D+04 23.5780985 0.0052820 FS
8 -0.44312518D+04 9.0396594 0.0020358 FS
9 -0.44293754D+04 1.8764158 0.0004235 EM
10 -0.44289510D+04 0.4244237 0.0000958 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.51676361D+04 0.0000000 0.0000000 EM
2 -0.48255265D+04 342.1095827 0.0662023 FS
3 -0.45136997D+04 311.8268040 0.0646203 EM
4 -0.44546688D+04 59.0309353 0.0130782 EM
5 -0.44371403D+04 17.5284649 0.0039349 EM
6 -0.44300847D+04 7.0556439 0.0015901 EM
7 -0.44273797D+04 2.7049500 0.0006106 EM
8 -0.44263657D+04 1.0140187 0.0002290 EM
9 -0.44259849D+04 0.3808370 0.0000860 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.60405383D+04 0.0000000 0.0000000 EM
2 -0.57526180D+04 287.9202556 0.0476647 FS
3 -0.54656928D+04 286.9252013 0.0498773 FS
4 -0.52344726D+04 231.2202745 0.0423039 FS
5 -0.50395173D+04 194.9552794 0.0372445 FS
6 -0.48919968D+04 147.5205337 0.0292728 FS
7 -0.47792762D+04 112.7205284 0.0230418 FS
8 -0.46863823D+04 92.8939595 0.0194368 FS
9 -0.46087426D+04 77.6396674 0.0165671 FS
10 -0.45431303D+04 65.6122826 0.0142365 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.78256778D+04 0.0000000 0.0000000 EM
2 -0.71875082D+04 638.1695723 0.0815482 FS
3 -0.69447106D+04 242.7975780 0.0337805 FS
4 -0.68301477D+04 114.5628980 0.0164964 FS
5 -0.65422821D+04 287.8656275 0.0421463 FS
6 -0.62585351D+04 283.7469858 0.0433713 FS
7 -0.60743995D+04 184.1355598 0.0294215 FS
8 -0.58328161D+04 241.5834147 0.0397707 FS
9 -0.56142987D+04 218.5174575 0.0374635 FS
10 -0.54293466D+04 184.9521127 0.0329430 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.62840366D+04 0.0000000 0.0000000 EM
2 -0.61488625D+04 135.1740890 0.0215107 FS
3 -0.59188568D+04 230.0056541 0.0374062 FS
4 -0.48664130D+04 1052.4437734 0.1778120 EM
5 -0.45715774D+04 294.8356388 0.0605858 EM
6 -0.44644153D+04 107.1620647 0.0234409 EM
7 -0.44407991D+04 23.6162680 0.0052899 EM
8 -0.44328432D+04 7.9559096 0.0017915 EM
9 -0.44300602D+04 2.7829441 0.0006278 EM
10 -0.44290197D+04 1.0405114 0.0002349 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.56537513D+04 0.0000000 0.0000000 EM
2 -0.52984207D+04 355.3306000 0.0628486 FS
3 -0.47918898D+04 506.5309222 0.0956004 EM
4 -0.45498302D+04 242.0596183 0.0505144 EM
5 -0.44798943D+04 69.9358818 0.0153711 EM
6 -0.44488115D+04 31.0828444 0.0069383 EM
7 -0.44358903D+04 12.9212080 0.0029044 EM
8 -0.44308647D+04 5.0255337 0.0011329 EM
9 -0.44289742D+04 1.8905125 0.0004267 EM
10 -0.44282726D+04 0.7016417 0.0001584 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.53312217D+04 0.0000000 0.0000000 EM
2 -0.49768247D+04 354.3969743 0.0664758 FS
3 -0.46310482D+04 345.7765330 0.0694773 EM
4 -0.45231160D+04 107.9322254 0.0233062 EM
5 -0.44797709D+04 43.3450618 0.0095830 EM
6 -0.44528644D+04 26.9064673 0.0060062 EM
7 -0.44385890D+04 14.2754733 0.0032059 EM
8 -0.44318709D+04 6.7180536 0.0015136 EM
9 -0.44289513D+04 2.9196351 0.0006588 EM
10 -0.44277302D+04 1.2211236 0.0002757 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.53198290D+04 0.0000000 0.0000000 EM
2 -0.49189544D+04 400.8746416 0.0753548 FS
3 -0.44819676D+04 436.9867657 0.0888373 EM
4 -0.44439817D+04 37.9859149 0.0084753 EM
5 -0.44345939D+04 9.3877293 0.0021125 EM
6 -0.44308678D+04 3.7260968 0.0008402 EM
7 -0.44294169D+04 1.4509127 0.0003275 EM
8 -0.44288402D+04 0.5767663 0.0001302 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 21
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.51757608D+04 0.0000000 0.0000000 EM
2 -0.51464119D+04 29.3488248 0.0056704 FS
3 -0.48261113D+04 320.3006678 0.0622377 FS
4 -0.46989791D+04 127.1321821 0.0263426 FS
5 -0.45845087D+04 114.4703761 0.0243607 FS
6 -0.45270034D+04 57.5052814 0.0125434 FS
7 -0.44910850D+04 35.9183983 0.0079343 FS
8 -0.44645966D+04 26.4883906 0.0058980 FS
9 -0.44484145D+04 16.1821476 0.0036245 FS
10 -0.44390004D+04 9.4140446 0.0021163 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 22
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.49247289D+04 0.0000000 0.0000000 EM
2 -0.47133350D+04 211.3939649 0.0429250 FS
3 -0.45822299D+04 131.1050244 0.0278158 FS
4 -0.45176970D+04 64.5329096 0.0140833 FS
5 -0.44758055D+04 41.8915648 0.0092728 FS
6 -0.44375742D+04 38.2312458 0.0085418 EM
7 -0.44294843D+04 8.0898727 0.0018230 EM
8 -0.44267905D+04 2.6938724 0.0006082 EM
9 -0.44258421D+04 0.9483792 0.0002142 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.69603340D+04 0.0000000 0.0000000 EM
2 -0.65993853D+04 360.9486381 0.0518579 FS
3 -0.48344401D+04 1764.9451966 0.2674408 EM
4 -0.45122980D+04 322.1420980 0.0666348 EM
5 -0.44473298D+04 64.9682961 0.0143981 EM
6 -0.44337125D+04 13.6172616 0.0030619 EM
7 -0.44296646D+04 4.0478554 0.0009130 EM
8 -0.44283151D+04 1.3494889 0.0003046 EM
9 -0.44278110D+04 0.5041652 0.0001139 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 24
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.87301730D+04 0.0000000 0.0000000 EM
2 -0.82835327D+04 446.6402827 0.0511605 FS
3 -0.79068649D+04 376.6678376 0.0454719 FS
4 -0.75999886D+04 306.8762674 0.0388114 FS
5 -0.74798043D+04 120.1842812 0.0158137 FS
6 -0.72535528D+04 226.2514634 0.0302483 FS
7 -0.69703460D+04 283.2067982 0.0390439 FS
8 -0.67364211D+04 233.9249195 0.0335600 FS
9 -0.65436501D+04 192.7709943 0.0286162 FS
10 -0.63724351D+04 171.2150011 0.0261651 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 25
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.56015622D+04 0.0000000 0.0000000 EM
2 -0.48350316D+04 766.5306578 0.1368423 EM
3 -0.45173347D+04 317.6968482 0.0657073 EM
4 -0.44569968D+04 60.3378818 0.0133570 EM
5 -0.44360316D+04 20.9652461 0.0047039 EM
6 -0.44296516D+04 6.3800351 0.0014382 EM
7 -0.44276841D+04 1.9674482 0.0004442 EM
8 -0.44270020D+04 0.6820926 0.0001541 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 26
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.68809878D+04 0.0000000 0.0000000 EM
2 -0.64465668D+04 434.4210387 0.0631335 FS
3 -0.60345826D+04 411.9841654 0.0639075 FS
4 -0.56637254D+04 370.8572744 0.0614553 FS
5 -0.53306472D+04 333.0781319 0.0588090 FS
6 -0.50426877D+04 287.9595224 0.0540196 FS
7 -0.48148564D+04 227.8313489 0.0451805 FS
8 -0.46476145D+04 167.2418992 0.0347346 FS
9 -0.45293054D+04 118.3091154 0.0254559 FS
10 -0.44765824D+04 52.7229119 0.0116404 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 27
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.55902142D+04 0.0000000 0.0000000 EM
2 -0.52562973D+04 333.9169222 0.0597324 FS
3 -0.51056014D+04 150.6958592 0.0286696 FS
4 -0.49447534D+04 160.8479978 0.0315042 FS
5 -0.47470327D+04 197.7207602 0.0399860 FS
6 -0.46121997D+04 134.8329988 0.0284036 FS
7 -0.45305541D+04 81.6456226 0.0177021 FS
8 -0.44788817D+04 51.6723197 0.0114053 FS
9 -0.44509108D+04 27.9709851 0.0062451 FS
10 -0.44381936D+04 12.7171184 0.0028572 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 28
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.51086400D+04 0.0000000 0.0000000 EM
2 -0.47742714D+04 334.3686123 0.0654516 FS
3 -0.45288971D+04 245.3743017 0.0513951 EM
4 -0.44637553D+04 65.1417964 0.0143836 EM
5 -0.44445237D+04 19.2315183 0.0043084 EM
6 -0.44360939D+04 8.4298308 0.0018967 EM
7 -0.44323994D+04 3.6945283 0.0008328 EM
8 -0.44306955D+04 1.7038840 0.0003844 EM
9 -0.44298251D+04 0.8703756 0.0001964 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 29
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.52427686D+04 0.0000000 0.0000000 EM
2 -0.48595167D+04 383.2519386 0.0731011 FS
3 -0.46776357D+04 181.8810002 0.0374278 FS
4 -0.45144246D+04 163.2110424 0.0348918 FS
5 -0.44600444D+04 54.3802390 0.0120459 FS
6 -0.44378092D+04 22.2351895 0.0049854 FS
7 -0.44285115D+04 9.2976606 0.0020951 FS
8 -0.44261249D+04 2.3866468 0.0005389 FS
9 -0.44257864D+04 0.3385017 0.0000765 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 30
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.53075275D+04 0.0000000 0.0000000 EM
2 -0.49907760D+04 316.7514952 0.0596797 FS
3 -0.49757619D+04 15.0141194 0.0030084 FS
4 -0.47755673D+04 200.1946232 0.0402340 FS
5 -0.46750000D+04 100.5673044 0.0210587 FS
6 -0.46244627D+04 50.5372415 0.0108101 FS
7 -0.45864064D+04 38.0562897 0.0082293 FS
8 -0.45518033D+04 34.6031063 0.0075447 FS
9 -0.45198851D+04 31.9182262 0.0070122 FS
10 -0.44917725D+04 28.1125667 0.0062198 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 31
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.49381291D+04 0.0000000 0.0000000 EM
2 -0.46876023D+04 250.5267530 0.0507331 FS
3 -0.45225012D+04 165.1010945 0.0352208 FS
4 -0.44654730D+04 57.0282374 0.0126099 FS
5 -0.44442331D+04 21.2398383 0.0047565 FS
6 -0.44354954D+04 8.7376940 0.0019661 FS
7 -0.44311415D+04 4.3538884 0.0009816 FS
8 -0.44290398D+04 2.1017957 0.0004743 FS
9 -0.44282229D+04 0.8168243 0.0001844 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 32
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.53492159D+04 0.0000000 0.0000000 EM
2 -0.50559693D+04 293.2465474 0.0548205 FS
3 -0.46894391D+04 366.5302028 0.0724945 EM
4 -0.45540966D+04 135.3425556 0.0288611 EM
5 -0.44990052D+04 55.0913434 0.0120971 EM
6 -0.44638262D+04 35.1790323 0.0078193 EM
7 -0.44445726D+04 19.2535449 0.0043132 EM
8 -0.44351848D+04 9.3878064 0.0021122 EM
9 -0.44309112D+04 4.2736406 0.0009636 EM
10 -0.44289858D+04 1.9253571 0.0004345 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.77219267D+04 0.0000000 0.0000000 EM
2 -0.72450341D+04 476.8926123 0.0617582 FS
3 -0.67879444D+04 457.0897054 0.0630901 FS
4 -0.63303187D+04 457.6257223 0.0674174 FS
5 -0.58685659D+04 461.7527415 0.0729430 FS
6 -0.53783205D+04 490.2454345 0.0835375 FS
7 -0.48436037D+04 534.7168485 0.0994208 FS
8 -0.45953821D+04 248.2215659 0.0512473 FS
9 -0.44785960D+04 116.7861316 0.0254138 FS
10 -0.44404761D+04 38.1198626 0.0085116 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 34
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.65542523D+04 0.0000000 0.0000000 EM
2 -0.63450492D+04 209.2030719 0.0319187 FS
3 -0.59116630D+04 433.3861493 0.0683030 FS
4 -0.55160818D+04 395.5812721 0.0669154 FS
5 -0.51701989D+04 345.8828508 0.0627044 FS
6 -0.48889776D+04 281.2213424 0.0543928 FS
7 -0.46790796D+04 209.8979659 0.0429329 FS
8 -0.45655505D+04 113.5290591 0.0242631 FS
9 -0.45089488D+04 56.6017092 0.0123976 FS
10 -0.44727376D+04 36.2112116 0.0080310 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 35
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.51527206D+04 0.0000000 0.0000000 EM
2 -0.47689971D+04 383.7235530 0.0744701 FS
3 -0.45005359D+04 268.4611482 0.0562930 EM
4 -0.44541145D+04 46.4214128 0.0103146 EM
5 -0.44391490D+04 14.9655189 0.0033599 EM
6 -0.44323512D+04 6.7978070 0.0015313 EM
7 -0.44294725D+04 2.8787547 0.0006495 EM
8 -0.44282897D+04 1.1827391 0.0002670 EM
9 -0.44278024D+04 0.4873401 0.0001101 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 36
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.62610425D+04 0.0000000 0.0000000 EM
2 -0.58645719D+04 396.4705821 0.0633234 FS
3 -0.54993865D+04 365.1853503 0.0622697 FS
4 -0.51980433D+04 301.3432423 0.0547958 FS
5 -0.49978734D+04 200.1699315 0.0385087 FS
6 -0.48328525D+04 165.0208675 0.0330182 FS
7 -0.47325360D+04 100.3165031 0.0207572 FS
8 -0.46533113D+04 79.2247383 0.0167404 FS
9 -0.45659400D+04 87.3712243 0.0187761 FS
10 -0.45162346D+04 49.7054299 0.0108861 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 37
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.51677044D+04 0.0000000 0.0000000 EM
2 -0.50077282D+04 159.9761738 0.0309569 FS
3 -0.45904536D+04 417.2745375 0.0833261 EM
4 -0.44951825D+04 95.2711575 0.0207542 EM
5 -0.44615796D+04 33.6028644 0.0074753 EM
6 -0.44432234D+04 18.3561743 0.0041143 EM
7 -0.44343380D+04 8.8854816 0.0019998 EM
8 -0.44304389D+04 3.8990424 0.0008793 EM
9 -0.44288490D+04 1.5899008 0.0003589 EM
10 -0.44282300D+04 0.6190660 0.0001398 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 38
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.54527289D+04 0.0000000 0.0000000 EM
2 -0.50594377D+04 393.2912309 0.0721274 FS
3 -0.46564680D+04 402.9697430 0.0796471 EM
4 -0.44929926D+04 163.4753354 0.0351072 EM
5 -0.44530094D+04 39.9832429 0.0088990 EM
6 -0.44370412D+04 15.9682146 0.0035859 EM
7 -0.44309417D+04 6.0994969 0.0013747 EM
8 -0.44286001D+04 2.3415554 0.0005285 EM
9 -0.44276586D+04 0.9415085 0.0002126 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 39
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.58825208D+04 0.0000000 0.0000000 EM
2 -0.55332997D+04 349.2211720 0.0593659 FS
3 -0.53432028D+04 190.0968447 0.0343551 FS
4 -0.51629301D+04 180.2727194 0.0337387 FS
5 -0.49229586D+04 239.9715410 0.0464797 FS
6 -0.47760070D+04 146.9515762 0.0298503 FS
7 -0.46835780D+04 92.4289878 0.0193528 FS
8 -0.46218118D+04 61.7662325 0.0131878 FS
9 -0.45796249D+04 42.1868528 0.0091278 FS
10 -0.45508096D+04 28.8153218 0.0062921 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 40
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.54815611D+04 0.0000000 0.0000000 EM
2 -0.52012269D+04 280.3341932 0.0511413 FS
3 -0.49081660D+04 293.0608280 0.0563446 FS
4 -0.47015278D+04 206.6382308 0.0421009 FS
5 -0.45795103D+04 122.0175379 0.0259527 FS
6 -0.45107311D+04 68.7791557 0.0150189 FS
7 -0.44733533D+04 37.3778547 0.0082864 FS
8 -0.44539866D+04 19.3666217 0.0043293 FS
9 -0.44416172D+04 12.3694119 0.0027772 FS
10 -0.44334835D+04 8.1337052 0.0018312 FS
FINAL STAGE ITERATIONS
TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.47903536D+04 0.0000000 0.0000000 EM
2 -0.47277433D+04 62.6102977 0.0130701 FS
3 -0.45963811D+04 131.3622692 0.0277854 FS
4 -0.44970191D+04 99.3619181 0.0216174 FS
5 -0.44640149D+04 33.0042144 0.0073391 FS
6 -0.44506064D+04 13.4085189 0.0030037 FS
7 -0.44403818D+04 10.2246055 0.0022974 FS
8 -0.44326659D+04 7.7159434 0.0017377 FS
9 -0.44278397D+04 4.8261359 0.0010888 FS
10 -0.44256058D+04 2.2339157 0.0005045 FS
11 -0.44248505D+04 0.7553551 0.0001707 FS
12 -0.44246708D+04 0.1797029 0.0000406 FS
13 -0.44246424D+04 0.0283681 0.0000064 FS
14 -0.44246387D+04 0.0036742 0.0000008 EM
15 -0.44246380D+04 0.0007103 0.0000002 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 29
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.52427686D+04 0.0000000 0.0000000 EM
2 -0.48595167D+04 383.2519386 0.0731011 FS
3 -0.46776357D+04 181.8810002 0.0374278 FS
4 -0.45144246D+04 163.2110424 0.0348918 FS
5 -0.44600444D+04 54.3802390 0.0120459 FS
6 -0.44378092D+04 22.2351895 0.0049854 FS
7 -0.44285115D+04 9.2976606 0.0020951 FS
8 -0.44261249D+04 2.3866468 0.0005389 FS
9 -0.44257864D+04 0.3385017 0.0000765 FS
10 -0.44255571D+04 0.2292606 0.0000518 FS
11 -0.44252824D+04 0.2747326 0.0000621 EM
12 -0.44252632D+04 0.0192177 0.0000043 EM
13 -0.44252508D+04 0.0123968 0.0000028 EM
14 -0.44252393D+04 0.0114962 0.0000026 EM
15 -0.44252277D+04 0.0115394 0.0000026 EM
16 -0.44252158D+04 0.0119871 0.0000027 EM
17 -0.44252031D+04 0.0127067 0.0000029 EM
18 -0.44251894D+04 0.0136568 0.0000031 EM
19 -0.44251746D+04 0.0148206 0.0000033 EM
20 -0.44251584D+04 0.0161836 0.0000037 EM
21 -0.44251407D+04 0.0177194 0.0000040 EM
22 -0.44251213D+04 0.0193774 0.0000044 EM
23 -0.44251002D+04 0.0210705 0.0000048 EM
24 -0.44250776D+04 0.0226632 0.0000051 EM
25 -0.44250536D+04 0.0239692 0.0000054 EM
26 -0.44250288D+04 0.0247670 0.0000056 EM
27 -0.44250040D+04 0.0248467 0.0000056 EM
28 -0.44249799D+04 0.0240816 0.0000054 EM
29 -0.44249574D+04 0.0224968 0.0000051 EM
30 -0.44249371D+04 0.0202818 0.0000046 EM
31 -0.44249194D+04 0.0177282 0.0000040 EM
32 -0.44249043D+04 0.0151274 0.0000034 EM
33 -0.44248916D+04 0.0126945 0.0000029 EM
34 -0.44248810D+04 0.0105473 0.0000024 EM
35 -0.44248723D+04 0.0087241 0.0000020 EM
36 -0.44248651D+04 0.0072138 0.0000016 EM
37 -0.44248591D+04 0.0059813 0.0000014 EM
38 -0.44248541D+04 0.0049838 0.0000011 EM
39 -0.44248499D+04 0.0041794 0.0000009 EM
40 -0.44248464D+04 0.0035306 0.0000008 EM
41 -0.44248434D+04 0.0030062 0.0000007 EM
42 -0.44248408D+04 0.0025804 0.0000006 EM
43 -0.44248386D+04 0.0022327 0.0000005 EM
44 -0.44248366D+04 0.0019468 0.0000004 EM
45 -0.44248349D+04 0.0017097 0.0000004 EM
46 -0.44248334D+04 0.0015115 0.0000003 EM
47 -0.44248321D+04 0.0013442 0.0000003 EM
48 -0.44248309D+04 0.0012017 0.0000003 EM
49 -0.44248298D+04 0.0010792 0.0000002 EM
50 -0.44248288D+04 0.0009729 0.0000002 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 22
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.49247289D+04 0.0000000 0.0000000 EM
2 -0.47133350D+04 211.3939649 0.0429250 FS
3 -0.45822299D+04 131.1050244 0.0278158 FS
4 -0.45176970D+04 64.5329096 0.0140833 FS
5 -0.44758055D+04 41.8915648 0.0092728 FS
6 -0.44375742D+04 38.2312458 0.0085418 EM
7 -0.44294843D+04 8.0898727 0.0018230 EM
8 -0.44267905D+04 2.6938724 0.0006082 EM
9 -0.44258421D+04 0.9483792 0.0002142 EM
10 -0.44254903D+04 0.3518118 0.0000795 EM
11 -0.44253536D+04 0.1366968 0.0000309 EM
12 -0.44252976D+04 0.0559789 0.0000126 EM
13 -0.44252726D+04 0.0249691 0.0000056 EM
14 -0.44252598D+04 0.0128524 0.0000029 EM
15 -0.44252518D+04 0.0080227 0.0000018 EM
16 -0.44252457D+04 0.0060287 0.0000014 EM
17 -0.44252406D+04 0.0051460 0.0000012 EM
18 -0.44252359D+04 0.0047022 0.0000011 EM
19 -0.44252314D+04 0.0044339 0.0000010 EM
20 -0.44252272D+04 0.0042375 0.0000010 EM
21 -0.44252231D+04 0.0040722 0.0000009 EM
22 -0.44252192D+04 0.0039218 0.0000009 EM
23 -0.44252154D+04 0.0037799 0.0000009 EM
24 -0.44252118D+04 0.0036440 0.0000008 EM
25 -0.44252083D+04 0.0035130 0.0000008 EM
26 -0.44252049D+04 0.0033865 0.0000008 EM
27 -0.44252016D+04 0.0032643 0.0000007 EM
28 -0.44251985D+04 0.0031462 0.0000007 EM
29 -0.44251954D+04 0.0030323 0.0000007 EM
30 -0.44251925D+04 0.0029223 0.0000007 EM
31 -0.44251897D+04 0.0028162 0.0000006 EM
32 -0.44251870D+04 0.0027140 0.0000006 EM
33 -0.44251844D+04 0.0026155 0.0000006 EM
34 -0.44251819D+04 0.0025206 0.0000006 EM
35 -0.44251794D+04 0.0024293 0.0000005 EM
36 -0.44251771D+04 0.0023413 0.0000005 EM
37 -0.44251748D+04 0.0022568 0.0000005 EM
38 -0.44251727D+04 0.0021754 0.0000005 EM
39 -0.44251706D+04 0.0020972 0.0000005 EM
40 -0.44251685D+04 0.0020220 0.0000005 EM
41 -0.44251666D+04 0.0019497 0.0000004 EM
42 -0.44251647D+04 0.0018803 0.0000004 EM
43 -0.44251629D+04 0.0018135 0.0000004 EM
44 -0.44251611D+04 0.0017494 0.0000004 EM
45 -0.44251595D+04 0.0016878 0.0000004 EM
46 -0.44251578D+04 0.0016286 0.0000004 EM
47 -0.44251563D+04 0.0015718 0.0000004 EM
48 -0.44251547D+04 0.0015172 0.0000003 EM
49 -0.44251533D+04 0.0014648 0.0000003 EM
50 -0.44251519D+04 0.0014144 0.0000003 EM
51 -0.44251505D+04 0.0013660 0.0000003 EM
52 -0.44251492D+04 0.0013195 0.0000003 EM
53 -0.44251479D+04 0.0012749 0.0000003 EM
54 -0.44251467D+04 0.0012320 0.0000003 EM
55 -0.44251102D+04 0.0364622 0.0000082 FS
56 -0.44250990D+04 0.0112228 0.0000025 FS
57 -0.44250916D+04 0.0074238 0.0000017 FS
58 -0.44250643D+04 0.0272767 0.0000062 FS
59 -0.44249375D+04 0.1268313 0.0000287 FS
60 -0.44247908D+04 0.1466761 0.0000331 FS
61 -0.44244011D+04 0.3896779 0.0000881 EM
62 -0.44242717D+04 0.1294219 0.0000293 EM
63 -0.44242194D+04 0.0522363 0.0000118 EM
64 -0.44241967D+04 0.0226973 0.0000051 EM
65 -0.44241865D+04 0.0102257 0.0000023 EM
66 -0.44241818D+04 0.0047459 0.0000011 EM
67 -0.44241795D+04 0.0022823 0.0000005 EM
68 -0.44241783D+04 0.0011505 0.0000003 EM
69 -0.44241777D+04 0.0006156 0.0000001 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.51676361D+04 0.0000000 0.0000000 EM
2 -0.48255265D+04 342.1095827 0.0662023 FS
3 -0.45136997D+04 311.8268040 0.0646203 EM
4 -0.44546688D+04 59.0309353 0.0130782 EM
5 -0.44371403D+04 17.5284649 0.0039349 EM
6 -0.44300847D+04 7.0556439 0.0015901 EM
7 -0.44273797D+04 2.7049500 0.0006106 EM
8 -0.44263657D+04 1.0140187 0.0002290 EM
9 -0.44259849D+04 0.3808370 0.0000860 EM
10 -0.44258361D+04 0.1487184 0.0000336 EM
11 -0.44257717D+04 0.0643977 0.0000146 EM
12 -0.44257381D+04 0.0336863 0.0000076 EM
13 -0.44257158D+04 0.0222829 0.0000050 EM
14 -0.44256979D+04 0.0178286 0.0000040 EM
15 -0.44256821D+04 0.0158872 0.0000036 EM
16 -0.44256672D+04 0.0148645 0.0000034 EM
17 -0.44256530D+04 0.0141847 0.0000032 EM
18 -0.44256394D+04 0.0136379 0.0000031 EM
19 -0.44256262D+04 0.0131468 0.0000030 EM
20 -0.44256135D+04 0.0126822 0.0000029 EM
21 -0.44256013D+04 0.0122332 0.0000028 EM
22 -0.44255895D+04 0.0117955 0.0000027 EM
23 -0.44255781D+04 0.0113677 0.0000026 EM
24 -0.44255672D+04 0.0109491 0.0000025 EM
25 -0.44255567D+04 0.0105399 0.0000024 EM
26 -0.44255465D+04 0.0101402 0.0000023 EM
27 -0.44255368D+04 0.0097503 0.0000022 EM
28 -0.44255274D+04 0.0093704 0.0000021 EM
29 -0.44255184D+04 0.0090007 0.0000020 EM
30 -0.44255098D+04 0.0086415 0.0000020 EM
31 -0.44255015D+04 0.0082929 0.0000019 EM
32 -0.44254935D+04 0.0079550 0.0000018 EM
33 -0.44254859D+04 0.0076280 0.0000017 EM
34 -0.44254786D+04 0.0073118 0.0000017 EM
35 -0.44254716D+04 0.0070064 0.0000016 EM
36 -0.44254648D+04 0.0067119 0.0000015 EM
37 -0.44254584D+04 0.0064282 0.0000015 EM
38 -0.44254523D+04 0.0061551 0.0000014 EM
39 -0.44254464D+04 0.0058925 0.0000013 EM
40 -0.44254407D+04 0.0056402 0.0000013 EM
41 -0.44254353D+04 0.0053982 0.0000012 EM
42 -0.44254302D+04 0.0051661 0.0000012 EM
43 -0.44254252D+04 0.0049437 0.0000011 EM
44 -0.44254205D+04 0.0047308 0.0000011 EM
45 -0.44254160D+04 0.0045272 0.0000010 EM
46 -0.44254116D+04 0.0043325 0.0000010 EM
47 -0.44254075D+04 0.0041466 0.0000009 EM
48 -0.44254035D+04 0.0039691 0.0000009 EM
49 -0.44253997D+04 0.0037997 0.0000009 EM
50 -0.44253961D+04 0.0036382 0.0000008 EM
51 -0.44253926D+04 0.0034843 0.0000008 EM
52 -0.44253893D+04 0.0033376 0.0000008 EM
53 -0.44253861D+04 0.0031980 0.0000007 EM
54 -0.44253830D+04 0.0030650 0.0000007 EM
55 -0.44253801D+04 0.0029385 0.0000007 EM
56 -0.44253772D+04 0.0028181 0.0000006 EM
57 -0.44253745D+04 0.0027036 0.0000006 EM
58 -0.44253719D+04 0.0025948 0.0000006 EM
59 -0.44253694D+04 0.0024913 0.0000006 EM
60 -0.44253671D+04 0.0023929 0.0000005 EM
61 -0.44253648D+04 0.0022994 0.0000005 EM
62 -0.44253625D+04 0.0022106 0.0000005 EM
63 -0.44253364D+04 0.0261082 0.0000059 QN
64 -0.44253338D+04 0.0026489 0.0000006 EM
65 -0.44253327D+04 0.0011309 0.0000003 EM
66 -0.44253317D+04 0.0009770 0.0000002 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.50200454D+04 0.0000000 0.0000000 EM
2 -0.47891696D+04 230.8758020 0.0459908 FS
3 -0.45410724D+04 248.0971724 0.0518038 FS
4 -0.44648849D+04 76.1874419 0.0167774 FS
5 -0.44422978D+04 22.5871900 0.0050589 FS
6 -0.44336390D+04 8.6587661 0.0019492 FS
7 -0.44293777D+04 4.2612970 0.0009611 FS
8 -0.44274103D+04 1.9673743 0.0004442 FS
9 -0.44267842D+04 0.6261204 0.0001414 FS
10 -0.44266645D+04 0.1196787 0.0000270 FS
11 -0.44266495D+04 0.0150397 0.0000034 FS
12 -0.44266480D+04 0.0015100 0.0000003 FS
13 -0.44266478D+04 0.0001588 0.0000000 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.49377266D+04 0.0000000 0.0000000 EM
2 -0.48419607D+04 95.7658765 0.0193947 FS
3 -0.46704057D+04 171.5550519 0.0354309 FS
4 -0.45555459D+04 114.8597713 0.0245931 FS
5 -0.44957492D+04 59.7967096 0.0131261 FS
6 -0.44596583D+04 36.0908580 0.0080278 FS
7 -0.44419375D+04 17.7208017 0.0039736 FS
8 -0.44310740D+04 10.8635757 0.0024457 EM
9 -0.44281800D+04 2.8939701 0.0006531 EM
10 -0.44268637D+04 1.3163246 0.0002973 EM
11 -0.44260930D+04 0.7706936 0.0001741 EM
12 -0.44256157D+04 0.4772932 0.0001078 EM
13 -0.44253302D+04 0.2854638 0.0000645 EM
14 -0.44251669D+04 0.1633548 0.0000369 EM
15 -0.44250739D+04 0.0929605 0.0000210 EM
16 -0.44250167D+04 0.0571828 0.0000129 EM
17 -0.44249739D+04 0.0427783 0.0000097 EM
18 -0.44249312D+04 0.0427309 0.0000097 EM
19 -0.44248750D+04 0.0562528 0.0000127 EM
20 -0.44247854D+04 0.0895121 0.0000202 EM
21 -0.44246263D+04 0.1591037 0.0000360 EM
22 -0.44243328D+04 0.2935096 0.0000663 EM
23 -0.44238366D+04 0.4962429 0.0001122 EM
24 -0.44232111D+04 0.6254856 0.0001414 EM
25 -0.44227146D+04 0.4964832 0.0001122 EM
26 -0.44224344D+04 0.2801733 0.0000633 EM
27 -0.44222935D+04 0.1409652 0.0000319 EM
28 -0.44222254D+04 0.0681271 0.0000154 EM
29 -0.44221932D+04 0.0321876 0.0000073 EM
30 -0.44221781D+04 0.0150383 0.0000034 EM
31 -0.44221711D+04 0.0070046 0.0000016 EM
32 -0.44221679D+04 0.0032699 0.0000007 EM
33 -0.44221663D+04 0.0015350 0.0000003 EM
34 -0.44221656D+04 0.0007262 0.0000002 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 25
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.56015622D+04 0.0000000 0.0000000 EM
2 -0.48350316D+04 766.5306578 0.1368423 EM
3 -0.45173347D+04 317.6968482 0.0657073 EM
4 -0.44569968D+04 60.3378818 0.0133570 EM
5 -0.44360316D+04 20.9652461 0.0047039 EM
6 -0.44296516D+04 6.3800351 0.0014382 EM
7 -0.44276841D+04 1.9674482 0.0004442 EM
8 -0.44270020D+04 0.6820926 0.0001541 EM
9 -0.44267111D+04 0.2909529 0.0000657 EM
10 -0.44265491D+04 0.1619892 0.0000366 EM
11 -0.44264374D+04 0.1116407 0.0000252 EM
12 -0.44263514D+04 0.0860272 0.0000194 EM
13 -0.44262821D+04 0.0692731 0.0000157 EM
14 -0.44262255D+04 0.0566053 0.0000128 EM
15 -0.44261791D+04 0.0464712 0.0000105 EM
16 -0.44261408D+04 0.0382459 0.0000086 EM
17 -0.44261092D+04 0.0315756 0.0000071 EM
18 -0.44260831D+04 0.0261947 0.0000059 EM
19 -0.44260612D+04 0.0218791 0.0000049 EM
20 -0.44260427D+04 0.0184349 0.0000042 EM
21 -0.44260270D+04 0.0156964 0.0000035 EM
22 -0.44260135D+04 0.0135241 0.0000031 EM
23 -0.44260017D+04 0.0118028 0.0000027 EM
24 -0.44259913D+04 0.0104389 0.0000024 EM
25 -0.44259819D+04 0.0093568 0.0000021 EM
26 -0.44259734D+04 0.0084965 0.0000019 EM
27 -0.44259656D+04 0.0078106 0.0000018 EM
28 -0.44259583D+04 0.0072619 0.0000016 EM
29 -0.44259515D+04 0.0068211 0.0000015 EM
30 -0.44259451D+04 0.0064655 0.0000015 EM
31 -0.44259389D+04 0.0061775 0.0000014 EM
32 -0.44259329D+04 0.0059431 0.0000013 EM
33 -0.44259272D+04 0.0057517 0.0000013 EM
34 -0.44259216D+04 0.0055948 0.0000013 EM
35 -0.44259161D+04 0.0054658 0.0000012 EM
36 -0.44259108D+04 0.0053595 0.0000012 EM
37 -0.44259055D+04 0.0052719 0.0000012 EM
38 -0.44259003D+04 0.0051997 0.0000012 EM
39 -0.44258952D+04 0.0051403 0.0000012 EM
40 -0.44258901D+04 0.0050916 0.0000012 EM
41 -0.44258850D+04 0.0050520 0.0000011 EM
42 -0.44258800D+04 0.0050202 0.0000011 EM
43 -0.44258750D+04 0.0049949 0.0000011 EM
44 -0.44258700D+04 0.0049753 0.0000011 EM
45 -0.44258651D+04 0.0049607 0.0000011 EM
46 -0.44258601D+04 0.0049504 0.0000011 EM
47 -0.44258552D+04 0.0049439 0.0000011 EM
48 -0.44258502D+04 0.0049407 0.0000011 EM
49 -0.44258453D+04 0.0049405 0.0000011 EM
50 -0.44258403D+04 0.0049429 0.0000011 EM
51 -0.44258354D+04 0.0049478 0.0000011 EM
52 -0.44258304D+04 0.0049548 0.0000011 EM
53 -0.44258255D+04 0.0049637 0.0000011 EM
54 -0.44258205D+04 0.0049744 0.0000011 EM
55 -0.44258155D+04 0.0049868 0.0000011 EM
56 -0.44258105D+04 0.0050006 0.0000011 EM
57 -0.44258055D+04 0.0050157 0.0000011 EM
58 -0.44258005D+04 0.0050322 0.0000011 EM
59 -0.44257954D+04 0.0050498 0.0000011 EM
60 -0.44257904D+04 0.0050685 0.0000011 EM
61 -0.44257853D+04 0.0050882 0.0000011 EM
62 -0.44257802D+04 0.0051089 0.0000012 EM
63 -0.44255651D+04 0.2150155 0.0000486 QN
64 -0.44254842D+04 0.0809592 0.0000183 EM
65 -0.44254608D+04 0.0233714 0.0000053 EM
66 -0.44254454D+04 0.0153902 0.0000035 EM
67 -0.44254318D+04 0.0135944 0.0000031 EM
68 -0.44254187D+04 0.0131210 0.0000030 EM
69 -0.44254057D+04 0.0129807 0.0000029 EM
70 -0.44253928D+04 0.0129477 0.0000029 EM
71 -0.44253798D+04 0.0129617 0.0000029 EM
72 -0.44253668D+04 0.0130017 0.0000029 EM
73 -0.44253538D+04 0.0130579 0.0000030 EM
74 -0.44253406D+04 0.0131244 0.0000030 EM
75 -0.44253274D+04 0.0131970 0.0000030 EM
76 -0.44253142D+04 0.0132727 0.0000030 EM
77 -0.44246456D+04 0.6686013 0.0001511 QN
78 -0.44246392D+04 0.0063682 0.0000014 EM
79 -0.44246382D+04 0.0009947 0.0000002 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.50587257D+04 0.0000000 0.0000000 EM
2 -0.49673344D+04 91.3912927 0.0180661 FS
3 -0.47238314D+04 243.5030438 0.0490209 FS
4 -0.45793937D+04 144.4376693 0.0305764 FS
5 -0.45079506D+04 71.4430889 0.0156010 FS
6 -0.44701008D+04 37.8497525 0.0083962 FS
7 -0.44501543D+04 19.9465199 0.0044622 FS
8 -0.44391398D+04 11.0145121 0.0024751 FS
9 -0.44291159D+04 10.0238919 0.0022581 EM
10 -0.44272151D+04 1.9008462 0.0004292 EM
11 -0.44265390D+04 0.6760532 0.0001527 EM
12 -0.44262635D+04 0.2755467 0.0000622 EM
13 -0.44261407D+04 0.1227518 0.0000277 EM
14 -0.44260818D+04 0.0588792 0.0000133 EM
15 -0.44260509D+04 0.0309732 0.0000070 EM
16 -0.44260324D+04 0.0184927 0.0000042 EM
17 -0.44260195D+04 0.0128409 0.0000029 EM
18 -0.44260093D+04 0.0102744 0.0000023 EM
19 -0.44260001D+04 0.0091225 0.0000021 EM
20 -0.44259915D+04 0.0086268 0.0000019 EM
21 -0.44259831D+04 0.0084397 0.0000019 EM
22 -0.44259747D+04 0.0084004 0.0000019 EM
23 -0.44259662D+04 0.0084344 0.0000019 EM
24 -0.44259577D+04 0.0085072 0.0000019 EM
25 -0.44259491D+04 0.0086028 0.0000019 EM
26 -0.44259404D+04 0.0087141 0.0000020 EM
27 -0.44259316D+04 0.0088378 0.0000020 EM
28 -0.44259226D+04 0.0089726 0.0000020 EM
29 -0.44259135D+04 0.0091180 0.0000021 EM
30 -0.44259042D+04 0.0092741 0.0000021 EM
31 -0.44258948D+04 0.0094409 0.0000021 EM
32 -0.44258852D+04 0.0096186 0.0000022 EM
33 -0.44258753D+04 0.0098075 0.0000022 EM
34 -0.44258653D+04 0.0100077 0.0000023 EM
35 -0.44258551D+04 0.0102191 0.0000023 EM
36 -0.44258447D+04 0.0104418 0.0000024 EM
37 -0.44258340D+04 0.0106755 0.0000024 EM
38 -0.44258231D+04 0.0109196 0.0000025 EM
39 -0.44258119D+04 0.0111735 0.0000025 EM
40 -0.44258005D+04 0.0114361 0.0000026 EM
41 -0.44257888D+04 0.0117059 0.0000026 EM
42 -0.44257768D+04 0.0119810 0.0000027 EM
43 -0.44257645D+04 0.0122588 0.0000028 EM
44 -0.44257520D+04 0.0125363 0.0000028 EM
45 -0.44257392D+04 0.0128096 0.0000029 EM
46 -0.44257261D+04 0.0130742 0.0000030 EM
47 -0.44257128D+04 0.0133247 0.0000030 EM
48 -0.44256992D+04 0.0135550 0.0000031 EM
49 -0.44256855D+04 0.0137583 0.0000031 EM
50 -0.44256715D+04 0.0139272 0.0000031 EM
51 -0.44256575D+04 0.0140540 0.0000032 EM
52 -0.44256434D+04 0.0141310 0.0000032 EM
53 -0.44256292D+04 0.0141507 0.0000032 EM
54 -0.44256151D+04 0.0141064 0.0000032 EM
55 -0.44256011D+04 0.0139930 0.0000032 EM
56 -0.44255873D+04 0.0138067 0.0000031 EM
57 -0.44255738D+04 0.0135464 0.0000031 EM
58 -0.44255605D+04 0.0132133 0.0000030 EM
59 -0.44255477D+04 0.0128116 0.0000029 EM
60 -0.44255354D+04 0.0123482 0.0000028 EM
61 -0.44255235D+04 0.0118324 0.0000027 EM
62 -0.44255123D+04 0.0112757 0.0000025 EM
63 -0.44255016D+04 0.0106911 0.0000024 EM
64 -0.44254915D+04 0.0100923 0.0000023 EM
65 -0.44254820D+04 0.0094931 0.0000021 EM
66 -0.44254731D+04 0.0089064 0.0000020 EM
67 -0.44254647D+04 0.0083442 0.0000019 EM
68 -0.44253658D+04 0.0989079 0.0000223 QN
69 -0.44252937D+04 0.0721192 0.0000163 EM
70 -0.44252860D+04 0.0076854 0.0000017 EM
71 -0.44252796D+04 0.0064605 0.0000015 EM
72 -0.44252737D+04 0.0058814 0.0000013 EM
73 -0.44252683D+04 0.0053811 0.0000012 EM
74 -0.44252634D+04 0.0048978 0.0000011 EM
75 -0.44252590D+04 0.0044220 0.0000010 EM
76 -0.44252550D+04 0.0039590 0.0000009 EM
77 -0.44252515D+04 0.0035170 0.0000008 EM
78 -0.44252484D+04 0.0031029 0.0000007 EM
79 -0.44252457D+04 0.0027212 0.0000006 EM
80 -0.44252433D+04 0.0023742 0.0000005 EM
81 -0.44252413D+04 0.0020624 0.0000005 EM
82 -0.44252395D+04 0.0017851 0.0000004 EM
83 -0.44252379D+04 0.0015402 0.0000003 EM
84 -0.44252366D+04 0.0013255 0.0000003 EM
85 -0.44252355D+04 0.0011382 0.0000003 EM
86 -0.44252345D+04 0.0009756 0.0000002 EM
Beginning Time: 23:17:08
Ending Time: 23:17:39
Elapsed Time: 00:00:31
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