Mplus VERSION 8
MUTHEN & MUTHEN
04/10/2017 4:30 AM
INPUT INSTRUCTIONS
TITLE: this is an example of a two-level LCA with
categorical latent class indicators with covariates
DATA: FILE IS ex10.6.dat;
VARIABLE: NAMES ARE u1-u6 x w class clus;
USEVARIABLES = u1-u6 x w;
CATEGORICAL = u1-u6;
CLASSES = c (3);
WITHIN = x;
BETWEEN = w;
CLUSTER = clus;
ANALYSIS: TYPE = TWOLEVEL MIXTURE;
MODEL:
%WITHIN%
%OVERALL%
c ON x;
%BETWEEN%
%OVERALL%
f BY c#1 c#2;
f ON w;
OUTPUT: TECH1 TECH8;
*** WARNING
One or more individual-level variables have no variation within a
cluster for the following clusters.
Variable Cluster IDs with no within-cluster variation
U1 11 15
U2 7 12
U3 2 15 16 27
U4 8 12 21 36 37
U5 12 18 29 30 35 36 38
U6 6 12 16 17 19 29 34
1 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS
this is an example of a two-level LCA with
categorical latent class indicators with covariates
SUMMARY OF ANALYSIS
Number of groups 1
Number of observations 1000
Number of dependent variables 6
Number of independent variables 2
Number of continuous latent variables 1
Number of categorical latent variables 1
Observed dependent variables
Binary and ordered categorical (ordinal)
U1 U2 U3 U4 U5 U6
Observed independent variables
X W
Continuous latent variables
F
Categorical latent variables
C
Variables with special functions
Cluster variable CLUS
Within variables
X
Between variables
W
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 20
Number of final stage optimizations 4
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
Link LOGIT
Cholesky ON
Input data file(s)
ex10.6.dat
Input data format FREE
SUMMARY OF DATA
Number of clusters 110
UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES
U1
Category 1 0.461 461.000
Category 2 0.539 539.000
U2
Category 1 0.460 460.000
Category 2 0.540 540.000
U3
Category 1 0.453 453.000
Category 2 0.547 547.000
U4
Category 1 0.619 619.000
Category 2 0.381 381.000
U5
Category 1 0.632 632.000
Category 2 0.368 368.000
U6
Category 1 0.601 601.000
Category 2 0.399 399.000
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 -0.018 -0.062 -3.206 0.10% -0.856 -0.290 -0.022
1000.000 0.935 -0.315 3.025 0.10% 0.280 0.806
W -0.051 -0.003 -2.087 0.91% -0.897 -0.233 -0.034
110.000 0.844 -0.517 1.975 0.91% 0.143 0.792
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:
-3888.076 unperturbed 0
-3888.080 253358 2
-3919.898 285380 1
-3920.717 903420 5
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 25
Loglikelihood
H0 Value -3888.076
H0 Scaling Correction Factor 1.0588
for MLR
Information Criteria
Akaike (AIC) 7826.152
Bayesian (BIC) 7948.846
Sample-Size Adjusted BIC 7869.444
(n* = (n + 2) / 24)
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON ESTIMATED POSTERIOR PROBABILITIES
Latent
Classes
1 198.14635 0.19815
2 378.52119 0.37852
3 423.33246 0.42333
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP
Class Counts and Proportions
Latent
Classes
1 189 0.18900
2 376 0.37600
3 435 0.43500
CLASSIFICATION QUALITY
Entropy 0.548
Average Latent Class Probabilities for Most Likely Latent Class Membership (Row)
by Latent Class (Column)
1 2 3
1 0.717 0.199 0.084
2 0.103 0.789 0.108
3 0.055 0.102 0.843
Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2 3
1 0.684 0.196 0.121
2 0.099 0.783 0.117
3 0.038 0.096 0.866
Logits for the Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2 3
1 1.734 0.483 0.000
2 -0.165 1.900 0.000
3 -3.138 -2.199 0.000
MODEL RESULTS
Two-Tailed
Estimate S.E. Est./S.E. P-Value
Within Level
Between Level
Latent Class 1
F BY
C#1 1.000 0.000 999.000 999.000
C#2 1.642 0.544 3.019 0.003
F ON
W 0.794 0.203 3.907 0.000
Thresholds
U1$1 -0.932 0.223 -4.187 0.000
U2$1 -0.992 0.307 -3.227 0.001
U3$1 -1.041 0.273 -3.821 0.000
U4$1 -0.945 0.343 -2.756 0.006
U5$1 -1.431 0.675 -2.120 0.034
U6$1 -1.042 0.317 -3.290 0.001
Residual Variances
F 0.589 0.337 1.746 0.081
Latent Class 2
F BY
C#1 1.000 0.000 999.000 999.000
C#2 1.642 0.544 3.019 0.003
F ON
W 0.794 0.203 3.907 0.000
Thresholds
U1$1 -0.990 0.163 -6.077 0.000
U2$1 -1.072 0.218 -4.910 0.000
U3$1 -0.886 0.171 -5.177 0.000
U4$1 0.876 0.219 4.008 0.000
U5$1 1.028 0.237 4.333 0.000
U6$1 0.577 0.221 2.609 0.009
Residual Variances
F 0.589 0.337 1.746 0.081
Latent Class 3
F BY
C#1 1.000 0.000 999.000 999.000
C#2 1.642 0.544 3.019 0.003
F ON
W 0.794 0.203 3.907 0.000
Thresholds
U1$1 0.918 0.161 5.700 0.000
U2$1 1.005 0.156 6.448 0.000
U3$1 0.786 0.149 5.267 0.000
U4$1 0.847 0.129 6.544 0.000
U5$1 1.068 0.146 7.337 0.000
U6$1 0.970 0.123 7.907 0.000
Residual Variances
F 0.589 0.337 1.746 0.081
Categorical Latent Variables
Within Level
C#1 ON
X 0.877 0.216 4.066 0.000
C#2 ON
X 1.872 0.419 4.474 0.000
Intercepts
C#1 -0.316 0.313 -1.009 0.313
C#2 -0.103 0.378 -0.272 0.786
Between Level
LOGISTIC REGRESSION ODDS RATIO RESULTS
Categorical Latent Variables
Within Level
C#1 ON
X 2.404
C#2 ON
X 6.504
Between Level
QUALITY OF NUMERICAL RESULTS
Condition Number for the Information Matrix 0.925E-02
(ratio of smallest to largest eigenvalue)
TECHNICAL 1 OUTPUT
PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS 1
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 X W
________ ________ ________
0 0 0
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0 0 0 0 0
U2 0 0 0 0 0
U3 0 0 0 0 0
U4 0 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0
U2 0 0
U3 0 0 0
U4 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
THETA
U6 X W
________ ________ ________
U6 0
X 0 0
W 0 0 0
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0 0 0 0 0
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0 0 0 0 0
C#2 0 0 0 0 0
F 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0
C#2 0 0
F 0 0 0
X 0 0 0 0
W 0 0 0 0 0
PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS 2
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 X W
________ ________ ________
0 0 0
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0 0 0 0 0
U2 0 0 0 0 0
U3 0 0 0 0 0
U4 0 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0
U2 0 0
U3 0 0 0
U4 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
THETA
U6 X W
________ ________ ________
U6 0
X 0 0
W 0 0 0
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0 0 0 0 0
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0 0 0 0 0
C#2 0 0 0 0 0
F 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0
C#2 0 0
F 0 0 0
X 0 0 0 0
W 0 0 0 0 0
PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS 3
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 X W
________ ________ ________
0 0 0
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0 0 0 0 0
U2 0 0 0 0 0
U3 0 0 0 0 0
U4 0 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0
U2 0 0
U3 0 0 0
U4 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
THETA
U6 X W
________ ________ ________
U6 0
X 0 0
W 0 0 0
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0 0 0 0 0
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0 0 0 0 0
C#2 0 0 0 0 0
F 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0
C#2 0 0
F 0 0 0
X 0 0 0 0
W 0 0 0 0 0
PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS 1
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 X W
________ ________ ________
0 0 0
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0 0 0 0 0
U2 0 0 0 0 0
U3 0 0 0 0 0
U4 0 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0
U2 0 0
U3 0 0 0
U4 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
THETA
U6 X W
________ ________ ________
U6 0
X 0 0
W 0 0 0
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0 0 0 0 0
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0 0 0 0 0
C#2 0 0 1 0 0
F 0 0 0 0 2
X 0 0 0 0 0
W 0 0 0 0 0
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0
C#2 0 0
F 0 0 3
X 0 0 0 0
W 0 0 0 0 0
PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS 2
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 X W
________ ________ ________
0 0 0
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0 0 0 0 0
U2 0 0 0 0 0
U3 0 0 0 0 0
U4 0 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0
U2 0 0
U3 0 0 0
U4 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
THETA
U6 X W
________ ________ ________
U6 0
X 0 0
W 0 0 0
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0 0 0 0 0
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0 0 0 0 0
C#2 0 0 1 0 0
F 0 0 0 0 2
X 0 0 0 0 0
W 0 0 0 0 0
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0
C#2 0 0
F 0 0 3
X 0 0 0 0
W 0 0 0 0 0
PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS 3
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 X W
________ ________ ________
0 0 0
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0 0 0 0 0
U2 0 0 0 0 0
U3 0 0 0 0 0
U4 0 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0
U2 0 0
U3 0 0 0
U4 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
THETA
U6 X W
________ ________ ________
U6 0
X 0 0
W 0 0 0
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0 0 0 0 0
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0 0 0 0 0
C#2 0 0 1 0 0
F 0 0 0 0 2
X 0 0 0 0 0
W 0 0 0 0 0
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0
C#2 0 0
F 0 0 3
X 0 0 0 0
W 0 0 0 0 0
PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART (WITHIN)
TAU(U) FOR LATENT CLASS 1
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0 0 0 0 0
TAU(U) FOR LATENT CLASS 1
U6$1
________
0
TAU(U) FOR LATENT CLASS 2
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0 0 0 0 0
TAU(U) FOR LATENT CLASS 2
U6$1
________
0
TAU(U) FOR LATENT CLASS 3
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0 0 0 0 0
TAU(U) FOR LATENT CLASS 3
U6$1
________
0
PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART (BETWEEN)
TAU(U) FOR LATENT CLASS 1
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
4 5 6 7 8
TAU(U) FOR LATENT CLASS 1
U6$1
________
9
TAU(U) FOR LATENT CLASS 2
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
10 11 12 13 14
TAU(U) FOR LATENT CLASS 2
U6$1
________
15
TAU(U) FOR LATENT CLASS 3
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
16 17 18 19 20
TAU(U) FOR LATENT CLASS 3
U6$1
________
21
PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART
ALPHA(C)
C#1 C#2 C#3
________ ________ ________
22 23 0
GAMMA(C)
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0 0 0 24 0
C#2 0 0 0 25 0
C#3 0 0 0 0 0
STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS 1
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U6 X W
________ ________ ________
0.000 0.000 0.000
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0.000 0.000 0.000 0.000 0.000
U2 0.000 0.000 0.000 0.000 0.000
U3 0.000 0.000 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 0.000
U6 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 1.000 0.000
W 0.000 0.000 0.000 0.000 1.000
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 1.000
U2 0.000 1.000
U3 0.000 0.000 1.000
U4 0.000 0.000 0.000 1.000
U5 0.000 0.000 0.000 0.000 1.000
U6 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
THETA
U6 X W
________ ________ ________
U6 1.000
X 0.000 0.000
W 0.000 0.000 0.000
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000 0.000 0.000 0.000 0.000
C#2 0.000 0.000 0.000 0.000 0.000
F 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000
C#2 0.000 0.000
F 0.000 0.000 0.000
X 0.000 0.000 0.000 0.468
W 0.000 0.000 0.000 0.000 0.000
STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS 2
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U6 X W
________ ________ ________
0.000 0.000 0.000
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0.000 0.000 0.000 0.000 0.000
U2 0.000 0.000 0.000 0.000 0.000
U3 0.000 0.000 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 0.000
U6 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 1.000 0.000
W 0.000 0.000 0.000 0.000 1.000
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 1.000
U2 0.000 1.000
U3 0.000 0.000 1.000
U4 0.000 0.000 0.000 1.000
U5 0.000 0.000 0.000 0.000 1.000
U6 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
THETA
U6 X W
________ ________ ________
U6 1.000
X 0.000 0.000
W 0.000 0.000 0.000
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000 0.000 0.000 0.000 0.000
C#2 0.000 0.000 0.000 0.000 0.000
F 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000
C#2 0.000 0.000
F 0.000 0.000 0.000
X 0.000 0.000 0.000 0.468
W 0.000 0.000 0.000 0.000 0.000
STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS 3
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U6 X W
________ ________ ________
0.000 0.000 0.000
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0.000 0.000 0.000 0.000 0.000
U2 0.000 0.000 0.000 0.000 0.000
U3 0.000 0.000 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 0.000
U6 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 1.000 0.000
W 0.000 0.000 0.000 0.000 1.000
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 1.000
U2 0.000 1.000
U3 0.000 0.000 1.000
U4 0.000 0.000 0.000 1.000
U5 0.000 0.000 0.000 0.000 1.000
U6 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
THETA
U6 X W
________ ________ ________
U6 1.000
X 0.000 0.000
W 0.000 0.000 0.000
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000 0.000 0.000 0.000 0.000
C#2 0.000 0.000 0.000 0.000 0.000
F 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000
C#2 0.000 0.000
F 0.000 0.000 0.000
X 0.000 0.000 0.000 0.468
W 0.000 0.000 0.000 0.000 0.000
STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS 1
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U6 X W
________ ________ ________
0.000 0.000 0.000
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0.000 0.000 0.000 0.000 0.000
U2 0.000 0.000 0.000 0.000 0.000
U3 0.000 0.000 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 0.000
U6 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 1.000 0.000
W 0.000 0.000 0.000 0.000 1.000
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0.000
U2 0.000 0.000
U3 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 0.000
U6 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
THETA
U6 X W
________ ________ ________
U6 0.000
X 0.000 0.000
W 0.000 0.000 0.000
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000 0.000 1.000 0.000 0.000
C#2 0.000 0.000 1.000 0.000 0.000
F 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000
C#2 0.000 0.000
F 0.000 0.000 0.050
X 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.421
STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS 2
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U6 X W
________ ________ ________
0.000 0.000 0.000
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0.000 0.000 0.000 0.000 0.000
U2 0.000 0.000 0.000 0.000 0.000
U3 0.000 0.000 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 0.000
U6 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 1.000 0.000
W 0.000 0.000 0.000 0.000 1.000
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0.000
U2 0.000 0.000
U3 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 0.000
U6 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
THETA
U6 X W
________ ________ ________
U6 0.000
X 0.000 0.000
W 0.000 0.000 0.000
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000 0.000 1.000 0.000 0.000
C#2 0.000 0.000 1.000 0.000 0.000
F 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000
C#2 0.000 0.000
F 0.000 0.000 0.050
X 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.421
STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS 3
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U6 X W
________ ________ ________
0.000 0.000 0.000
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0.000 0.000 0.000 0.000 0.000
U2 0.000 0.000 0.000 0.000 0.000
U3 0.000 0.000 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 0.000
U6 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 1.000 0.000
W 0.000 0.000 0.000 0.000 1.000
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0.000
U2 0.000 0.000
U3 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 0.000
U6 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
THETA
U6 X W
________ ________ ________
U6 0.000
X 0.000 0.000
W 0.000 0.000 0.000
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000 0.000 1.000 0.000 0.000
C#2 0.000 0.000 1.000 0.000 0.000
F 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000
C#2 0.000 0.000
F 0.000 0.000 0.050
X 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.421
STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART (WITHIN)
TAU(U) FOR LATENT CLASS 1
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
TAU(U) FOR LATENT CLASS 1
U6$1
________
0.000
TAU(U) FOR LATENT CLASS 2
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
TAU(U) FOR LATENT CLASS 2
U6$1
________
0.000
TAU(U) FOR LATENT CLASS 3
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
TAU(U) FOR LATENT CLASS 3
U6$1
________
0.000
STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART (BETWEEN)
TAU(U) FOR LATENT CLASS 1
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
-1.156 -1.160 -1.189 -0.515 -0.459
TAU(U) FOR LATENT CLASS 1
U6$1
________
-0.590
TAU(U) FOR LATENT CLASS 2
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
-0.156 -0.160 -0.189 0.485 0.541
TAU(U) FOR LATENT CLASS 2
U6$1
________
0.410
TAU(U) FOR LATENT CLASS 3
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0.844 0.840 0.811 1.485 1.541
TAU(U) FOR LATENT CLASS 3
U6$1
________
1.410
STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART
ALPHA(C)
C#1 C#2 C#3
________ ________ ________
0.000 0.000 0.000
GAMMA(C)
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000 0.000 0.000 0.000 0.000
C#2 0.000 0.000 0.000 0.000 0.000
C#3 0.000 0.000 0.000 0.000 0.000
TECHNICAL 8 OUTPUT
INITIAL STAGE ITERATIONS
TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.39911770D+04 0.0000000 0.0000000 321.059 345.173 EM
333.769
2 -0.39695385D+04 21.6385643 0.0054216 320.189 344.995 EM
334.816
3 -0.39581626D+04 11.3758089 0.0028658 319.027 345.085 EM
335.888
4 -0.39479576D+04 10.2050522 0.0025782 316.743 346.359 EM
336.898
5 -0.39382175D+04 9.7401303 0.0024671 313.189 348.901 EM
337.910
6 -0.39292446D+04 8.9728255 0.0022784 308.811 352.161 EM
339.028
7 -0.39214175D+04 7.8270963 0.0019920 304.218 355.297 EM
340.486
8 -0.39150603D+04 6.3572675 0.0016212 299.770 357.674 EM
342.556
9 -0.39102859D+04 4.7743453 0.0012195 295.509 359.090 EM
345.402
10 -0.39068612D+04 3.4247399 0.0008758 291.321 359.672 EM
349.006
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.44884049D+04 0.0000000 0.0000000 73.803 879.877 EM
46.319
2 -0.43768247D+04 111.5802057 0.0248597 62.691 838.223 FS
99.086
3 -0.43093697D+04 67.4550113 0.0154119 11.664 952.101 FS
36.235
4 -0.42338302D+04 75.5395711 0.0175291 2.436 941.111 FS
56.454
5 -0.40528686D+04 180.9615672 0.0427418 2.955 935.911 EM
61.134
6 -0.40421221D+04 10.7465143 0.0026516 3.051 926.322 EM
70.628
7 -0.40289926D+04 13.1294245 0.0032482 3.070 913.852 EM
83.079
8 -0.40176009D+04 11.3917198 0.0028274 3.037 902.851 EM
94.111
9 -0.40110385D+04 6.5624602 0.0016334 3.002 894.561 EM
102.437
10 -0.40071808D+04 3.8576840 0.0009618 2.970 887.121 EM
109.909
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.55529193D+04 0.0000000 0.0000000 304.244 135.723 EM
560.033
2 -0.53210871D+04 231.8322240 0.0417496 263.441 169.317 FS
567.242
3 -0.41000476D+04 1221.0394681 0.2294718 251.468 164.416 EM
584.116
4 -0.40299433D+04 70.1043485 0.0170984 243.495 173.722 EM
582.784
5 -0.39956593D+04 34.2839905 0.0085073 243.146 182.532 EM
574.322
6 -0.39705546D+04 25.1047217 0.0062830 250.194 189.814 EM
559.992
7 -0.39493737D+04 21.1809100 0.0053345 260.561 196.141 EM
543.297
8 -0.39320968D+04 17.2768709 0.0043746 271.554 201.144 EM
527.302
9 -0.39198060D+04 12.2907833 0.0031258 281.719 204.499 EM
513.782
10 -0.39120651D+04 7.7409447 0.0019748 290.623 206.477 EM
502.899
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.52728549D+04 0.0000000 0.0000000 156.395 450.906 EM
392.698
2 -0.51792132D+04 93.6417176 0.0177592 154.240 391.739 FS
454.021
3 -0.50891047D+04 90.1084766 0.0173981 158.014 344.560 FS
497.427
4 -0.49949670D+04 94.1376434 0.0184979 177.081 323.145 FS
499.775
5 -0.49019076D+04 93.0594410 0.0186306 187.947 315.726 FS
496.327
6 -0.48117177D+04 90.1898954 0.0183989 192.247 320.094 FS
487.659
7 -0.47226676D+04 89.0500828 0.0185069 195.844 330.994 FS
473.161
8 -0.46365419D+04 86.1256904 0.0182367 196.217 330.351 FS
473.432
9 -0.45461009D+04 90.4410243 0.0195061 189.771 347.206 FS
463.022
10 -0.44644980D+04 81.6029192 0.0179501 195.484 346.597 FS
457.919
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.60539165D+04 0.0000000 0.0000000 298.132 240.279 EM
461.589
2 -0.59557773D+04 98.1391947 0.0162109 301.697 235.151 FS
463.152
3 -0.58515878D+04 104.1895177 0.0174939 299.621 246.631 FS
453.748
4 -0.57481895D+04 103.3983453 0.0176701 313.466 244.464 FS
442.070
5 -0.56477738D+04 100.4156425 0.0174691 331.040 241.105 FS
427.855
6 -0.55493910D+04 98.3827966 0.0174197 355.232 234.314 FS
410.453
7 -0.54504635D+04 98.9275746 0.0178267 385.262 223.123 FS
391.614
8 -0.53475141D+04 102.9493581 0.0188882 419.079 205.435 FS
375.486
9 -0.51904805D+04 157.0335928 0.0293657 508.852 121.710 FS
369.438
10 -0.50803578D+04 110.1226655 0.0212163 526.897 109.712 FS
363.390
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.43972330D+04 0.0000000 0.0000000 51.464 734.058 EM
214.478
2 -0.43315957D+04 65.6373197 0.0149270 25.745 767.188 FS
207.067
3 -0.43061642D+04 25.4314903 0.0058712 27.852 824.670 FS
147.477
4 -0.42259410D+04 80.2231824 0.0186298 18.290 822.065 FS
159.645
5 -0.41597597D+04 66.1813024 0.0156607 1.172 719.987 FS
278.842
6 -0.41215363D+04 38.2234603 0.0091889 1.972 781.329 FS
216.700
7 -0.40135631D+04 107.9732047 0.0261973 1.891 764.827 EM
233.282
8 -0.40015224D+04 12.0407072 0.0030000 1.918 744.453 EM
253.629
9 -0.39927687D+04 8.7536579 0.0021876 1.987 723.082 EM
274.931
10 -0.39848022D+04 7.9664568 0.0019952 2.071 701.000 EM
296.929
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.62063488D+04 0.0000000 0.0000000 200.948 755.095 EM
43.958
2 -0.61112027D+04 95.1460315 0.0153304 178.050 777.353 FS
44.597
3 -0.60161993D+04 95.0034284 0.0155458 186.355 771.227 FS
42.418
4 -0.59229511D+04 93.2482482 0.0154995 180.071 784.074 FS
35.856
5 -0.58675556D+04 55.3954266 0.0093527 163.207 829.135 FS
7.658
6 -0.57706092D+04 96.9464514 0.0165225 186.422 810.609 FS
2.969
7 -0.56818247D+04 88.7845207 0.0153856 189.793 809.644 FS
0.564
8 -0.56009241D+04 80.9005875 0.0142385 184.477 815.520 FS
0.002
9 -0.55485387D+04 52.3853861 0.0093530 179.464 820.536 FS
0.000
10 -0.54536944D+04 94.8442812 0.0170936 198.470 801.530 FS
0.000
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.68655709D+04 0.0000000 0.0000000 272.088 313.397 EM
414.515
2 -0.67729194D+04 92.6515402 0.0134951 284.727 315.091 FS
400.182
3 -0.66744736D+04 98.4457741 0.0145352 295.095 313.521 FS
391.385
4 -0.65799007D+04 94.5729064 0.0141693 299.312 315.625 FS
385.062
5 -0.64867630D+04 93.1377143 0.0141549 303.471 319.455 FS
377.074
6 -0.63942753D+04 92.4876814 0.0142579 305.800 324.040 FS
370.160
7 -0.63021079D+04 92.1673961 0.0144140 307.572 328.822 FS
363.606
8 -0.62102785D+04 91.8293848 0.0145712 308.313 333.762 FS
357.925
9 -0.61188172D+04 91.4612878 0.0147274 304.767 338.949 FS
356.284
10 -0.60276485D+04 91.1687714 0.0148997 300.839 344.095 FS
355.066
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.60091583D+04 0.0000000 0.0000000 512.763 143.615 EM
343.622
2 -0.59163964D+04 92.7618456 0.0154367 517.171 147.845 FS
334.984
3 -0.58235490D+04 92.8474724 0.0156932 518.698 151.852 FS
329.450
4 -0.57320032D+04 91.5457968 0.0157199 522.512 154.885 FS
322.604
5 -0.56407691D+04 91.2341048 0.0159166 526.797 157.375 FS
315.828
6 -0.55497758D+04 90.9932756 0.0161314 531.263 159.743 FS
308.994
7 -0.54590053D+04 90.7705013 0.0163557 535.280 162.286 FS
302.434
8 -0.53686102D+04 90.3951228 0.0165589 538.618 165.096 FS
296.285
9 -0.52787120D+04 89.8982086 0.0167452 541.202 168.171 FS
290.627
10 -0.51894791D+04 89.2328083 0.0169043 542.869 171.076 FS
286.055
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.65899415D+04 0.0000000 0.0000000 347.674 253.362 EM
398.964
2 -0.64954169D+04 94.5246017 0.0143438 340.350 263.503 FS
396.147
3 -0.64007326D+04 94.6842822 0.0145771 333.132 273.960 FS
392.908
4 -0.63058227D+04 94.9099866 0.0148280 324.707 285.761 FS
389.532
5 -0.62106413D+04 95.1813461 0.0150942 314.523 297.942 FS
387.536
6 -0.61143424D+04 96.2988946 0.0155055 303.353 309.641 FS
387.006
7 -0.60149818D+04 99.3606614 0.0162504 294.336 320.268 FS
385.396
8 -0.59114606D+04 103.5211515 0.0172106 290.988 327.680 FS
381.332
9 -0.58216351D+04 89.8254746 0.0151951 293.575 328.210 FS
378.214
10 -0.57322217D+04 89.4134312 0.0153588 296.138 328.855 FS
375.007
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.75293935D+04 0.0000000 0.0000000 441.648 298.240 EM
260.111
2 -0.74349571D+04 94.4364564 0.0125424 433.471 304.335 FS
262.195
3 -0.73402921D+04 94.6649373 0.0127324 424.555 309.632 FS
265.813
4 -0.72453304D+04 94.9616868 0.0129370 414.682 313.979 FS
271.338
5 -0.71501566D+04 95.1738374 0.0131359 403.448 318.107 FS
278.446
6 -0.70549318D+04 95.2247654 0.0133179 390.648 322.648 FS
286.703
7 -0.69605243D+04 94.4075781 0.0133818 377.912 326.205 FS
295.882
8 -0.68668656D+04 93.6586974 0.0134557 367.392 325.858 FS
306.749
9 -0.67740397D+04 92.8258904 0.0135179 358.386 326.890 FS
314.724
10 -0.66829048D+04 91.1348615 0.0134535 352.805 327.468 FS
319.727
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.51437980D+04 0.0000000 0.0000000 79.305 394.030 EM
526.665
2 -0.50559707D+04 87.8272371 0.0170744 74.927 408.712 FS
516.361
3 -0.49699289D+04 86.0418582 0.0170179 72.926 427.846 FS
499.227
4 -0.48865802D+04 83.3486385 0.0167706 70.684 446.995 FS
482.321
5 -0.48029095D+04 83.6707650 0.0171226 70.707 455.478 FS
473.815
6 -0.47182312D+04 84.6782823 0.0176306 81.481 454.532 FS
463.987
7 -0.46387150D+04 79.5161933 0.0168530 101.022 457.278 FS
441.700
8 -0.45626007D+04 76.1143531 0.0164085 130.709 458.774 FS
410.517
9 -0.44891658D+04 73.4348833 0.0160950 164.483 462.294 FS
373.223
10 -0.44140970D+04 75.0687523 0.0167222 181.985 464.796 FS
353.219
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.54404062D+04 0.0000000 0.0000000 428.024 310.746 EM
261.230
2 -0.53249559D+04 115.4503086 0.0212209 427.722 334.486 FS
237.792
3 -0.52109411D+04 114.0148168 0.0214114 415.949 382.358 FS
201.693
4 -0.51004743D+04 110.4668078 0.0211990 393.272 460.059 FS
146.669
5 -0.50149852D+04 85.4890867 0.0167610 389.872 483.021 FS
127.108
6 -0.49275788D+04 87.4063578 0.0174290 389.816 495.805 FS
114.379
7 -0.48403205D+04 87.2583084 0.0177082 391.502 504.584 FS
103.913
8 -0.47534489D+04 86.8716288 0.0179475 395.102 508.830 FS
96.068
9 -0.46671525D+04 86.2964252 0.0181545 400.630 508.284 FS
91.086
10 -0.45817926D+04 85.3598275 0.0182895 408.229 503.198 FS
88.573
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.62563425D+04 0.0000000 0.0000000 380.273 108.021 EM
511.706
2 -0.61628305D+04 93.5119820 0.0149467 379.735 109.461 FS
510.804
3 -0.60693337D+04 93.4968093 0.0151711 376.520 112.349 FS
511.131
4 -0.59747192D+04 94.6144510 0.0155889 374.490 114.389 FS
511.121
5 -0.58812689D+04 93.4503455 0.0156410 371.685 117.317 FS
510.999
6 -0.57886311D+04 92.6377910 0.0157513 368.686 119.839 FS
511.475
7 -0.56956107D+04 93.0204282 0.0160695 364.769 123.642 FS
511.589
8 -0.56038777D+04 91.7329552 0.0161059 362.316 126.946 FS
510.738
9 -0.55124247D+04 91.4530356 0.0163196 360.167 128.284 FS
511.549
10 -0.54219642D+04 90.4604432 0.0164103 356.783 132.316 FS
510.901
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.66571207D+04 0.0000000 0.0000000 257.858 117.468 EM
624.675
2 -0.65634282D+04 93.6924887 0.0140740 261.213 122.397 FS
616.391
3 -0.64891304D+04 74.2978493 0.0113200 265.041 122.475 FS
612.484
4 -0.63961698D+04 92.9605412 0.0143256 265.308 127.992 FS
606.700
5 -0.63033504D+04 92.8194125 0.0145117 264.396 133.332 FS
602.272
6 -0.62111587D+04 92.1917240 0.0146258 263.037 138.405 FS
598.558
7 -0.61195452D+04 91.6134658 0.0147498 261.626 143.390 FS
594.985
8 -0.60284177D+04 91.1274751 0.0148912 260.304 148.544 FS
591.153
9 -0.59377428D+04 90.6749816 0.0150413 259.130 154.081 FS
586.789
10 -0.58475337D+04 90.2090716 0.0151925 258.052 160.052 FS
581.895
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.58999618D+04 0.0000000 0.0000000 239.802 171.239 EM
588.959
2 -0.58063830D+04 93.5787806 0.0158609 236.990 163.638 FS
599.373
3 -0.57133966D+04 92.9863981 0.0160145 233.383 155.194 FS
611.423
4 -0.56212977D+04 92.0989691 0.0161198 230.406 147.386 FS
622.208
5 -0.55302412D+04 91.0564935 0.0161985 228.525 141.221 FS
630.254
6 -0.54404057D+04 89.8354975 0.0162444 227.234 136.497 FS
636.269
7 -0.53517032D+04 88.7024589 0.0163044 226.033 132.901 FS
641.066
8 -0.52640778D+04 87.6254422 0.0163734 224.767 130.418 FS
644.815
9 -0.51774998D+04 86.5779986 0.0164469 223.336 129.416 FS
647.247
10 -0.50918649D+04 85.6348713 0.0165398 221.628 129.847 FS
648.525
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.48490301D+04 0.0000000 0.0000000 208.395 96.789 EM
694.816
2 -0.47568991D+04 92.1310329 0.0189999 215.801 101.654 FS
682.545
3 -0.46569346D+04 99.9645248 0.0210146 213.931 137.407 FS
648.663
4 -0.45624480D+04 94.4865335 0.0202894 211.531 157.770 FS
630.698
5 -0.44771364D+04 85.3116351 0.0186987 209.087 156.990 FS
633.923
6 -0.43932022D+04 83.9342556 0.0187473 199.704 165.088 FS
635.207
7 -0.43124922D+04 80.7099219 0.0183715 178.908 178.963 FS
642.129
8 -0.42359144D+04 76.5778063 0.0177572 157.068 196.619 FS
646.313
9 -0.41641153D+04 71.7991202 0.0169501 101.167 225.487 FS
673.346
10 -0.41057759D+04 58.3393784 0.0140100 57.087 241.320 FS
701.593
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.68666960D+04 0.0000000 0.0000000 51.698 171.828 EM
776.475
2 -0.67527232D+04 113.9727336 0.0165979 51.997 188.244 FS
759.759
3 -0.66400170D+04 112.7062276 0.0166905 50.714 189.361 FS
759.925
4 -0.65472593D+04 92.7577371 0.0139695 54.336 194.730 FS
750.934
5 -0.64547689D+04 92.4903821 0.0141266 55.566 190.991 FS
753.443
6 -0.63592368D+04 95.5320531 0.0148002 58.711 200.078 FS
741.212
7 -0.62693250D+04 89.9118631 0.0141388 60.095 199.298 FS
740.606
8 -0.61809540D+04 88.3709247 0.0140958 61.794 198.885 FS
739.321
9 -0.60871427D+04 93.8113856 0.0151775 65.285 198.216 FS
736.499
10 -0.59957558D+04 91.3868503 0.0150131 67.785 196.669 FS
735.545
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.67079229D+04 0.0000000 0.0000000 238.236 530.681 EM
231.082
2 -0.66161339D+04 91.7889684 0.0136837 247.354 517.597 FS
235.049
3 -0.65255362D+04 90.5977637 0.0136935 243.176 514.029 FS
242.794
4 -0.64356694D+04 89.8667583 0.0137716 246.696 499.222 FS
254.083
5 -0.63475648D+04 88.1045618 0.0136900 251.262 489.459 FS
259.279
6 -0.62608795D+04 86.6853525 0.0136565 259.820 475.050 FS
265.130
7 -0.61745738D+04 86.3057195 0.0137849 271.610 456.611 FS
271.779
8 -0.60881610D+04 86.4128053 0.0139949 285.260 435.576 FS
279.164
9 -0.60015165D+04 86.6445004 0.0142316 298.847 414.236 FS
286.917
10 -0.59146953D+04 86.8211569 0.0144665 310.871 394.716 FS
294.412
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.69498734D+04 0.0000000 0.0000000 428.556 149.007 EM
422.436
2 -0.68552693D+04 94.6041734 0.0136124 430.814 146.062 FS
423.124
3 -0.67593639D+04 95.9054051 0.0139900 429.573 154.472 FS
415.955
4 -0.66656971D+04 93.6667244 0.0138573 429.593 152.609 FS
417.798
5 -0.65726029D+04 93.0942170 0.0139662 428.875 157.773 FS
413.352
6 -0.64825083D+04 90.0946492 0.0137076 429.217 155.882 FS
414.901
7 -0.63893604D+04 93.1479131 0.0143691 429.435 152.347 FS
418.217
8 -0.62968582D+04 92.5021992 0.0144775 426.046 151.770 FS
422.184
9 -0.62042640D+04 92.5941536 0.0147048 423.178 152.797 FS
424.024
10 -0.61106081D+04 93.6558750 0.0150954 418.825 154.402 FS
426.773
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.53788434D+04 0.0000000 0.0000000 95.187 482.896 EM
421.918
2 -0.52867063D+04 92.1371865 0.0171296 106.494 474.989 FS
418.516
3 -0.51948242D+04 91.8820823 0.0173798 115.494 466.101 FS
418.404
4 -0.51028111D+04 92.0130453 0.0177124 122.231 459.009 FS
418.760
5 -0.50106698D+04 92.1413667 0.0180570 128.080 453.538 FS
418.381
6 -0.49188716D+04 91.7982031 0.0183205 132.664 448.512 FS
418.824
7 -0.48276473D+04 91.2242396 0.0185458 136.441 443.295 FS
420.264
8 -0.47372693D+04 90.3780564 0.0187209 139.351 437.673 FS
422.976
9 -0.46479239D+04 89.3453618 0.0188601 140.866 431.093 FS
428.041
10 -0.45597299D+04 88.1939553 0.0189749 140.710 422.946 FS
436.344
FINAL STAGE ITERATIONS
TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.39911770D+04 0.0000000 0.0000000 321.059 345.173 EM
333.769
2 -0.39695385D+04 21.6385643 0.0054216 320.189 344.995 EM
334.816
3 -0.39581626D+04 11.3758089 0.0028658 319.027 345.085 EM
335.888
4 -0.39479576D+04 10.2050522 0.0025782 316.743 346.359 EM
336.898
5 -0.39382175D+04 9.7401303 0.0024671 313.189 348.901 EM
337.910
6 -0.39292446D+04 8.9728255 0.0022784 308.811 352.161 EM
339.028
7 -0.39214175D+04 7.8270963 0.0019920 304.218 355.297 EM
340.486
8 -0.39150603D+04 6.3572675 0.0016212 299.770 357.674 EM
342.556
9 -0.39102859D+04 4.7743453 0.0012195 295.509 359.090 EM
345.402
10 -0.39068612D+04 3.4247399 0.0008758 291.321 359.672 EM
349.006
11 -0.39043745D+04 2.4866874 0.0006365 287.108 359.672 EM
353.220
12 -0.39024747D+04 1.8998156 0.0004866 282.835 359.325 EM
357.839
13 -0.39009466D+04 1.5280643 0.0003916 278.520 358.808 EM
362.672
14 -0.38996759D+04 1.2707083 0.0003257 274.201 358.239 EM
367.561
15 -0.38986008D+04 1.0750765 0.0002757 269.922 357.693 EM
372.385
16 -0.38976834D+04 0.9174051 0.0002353 265.721 357.218 EM
377.060
17 -0.38968964D+04 0.7870088 0.0002019 261.629 356.843 EM
381.528
18 -0.38962181D+04 0.6783574 0.0001741 257.666 356.584 EM
385.751
19 -0.38956302D+04 0.5878520 0.0001509 253.846 356.445 EM
389.709
20 -0.38951175D+04 0.5126674 0.0001316 250.177 356.429 EM
393.394
21 -0.38946672D+04 0.4503805 0.0001156 246.663 356.531 EM
396.806
22 -0.38942683D+04 0.3988613 0.0001024 243.304 356.743 EM
399.953
23 -0.38939121D+04 0.3562535 0.0000915 240.098 357.058 EM
402.844
24 -0.38935911D+04 0.3209591 0.0000824 237.042 357.464 EM
405.494
25 -0.38932995D+04 0.2916249 0.0000749 234.131 357.952 EM
407.917
26 -0.38930324D+04 0.2671196 0.0000686 231.361 358.510 EM
410.129
27 -0.38927858D+04 0.2465082 0.0000633 228.726 359.128 EM
412.146
28 -0.38925568D+04 0.2290235 0.0000588 226.220 359.797 EM
413.983
29 -0.38923428D+04 0.2140405 0.0000550 223.838 360.506 EM
415.655
30 -0.38921417D+04 0.2010521 0.0000517 221.575 361.248 EM
417.177
31 -0.38919521D+04 0.1896488 0.0000487 219.425 362.014 EM
418.561
32 -0.38917726D+04 0.1795016 0.0000461 217.383 362.797 EM
419.820
33 -0.38916022D+04 0.1703478 0.0000438 215.444 363.590 EM
420.965
34 -0.38914402D+04 0.1619795 0.0000416 213.605 364.389 EM
422.006
35 -0.38912860D+04 0.1542343 0.0000396 211.860 365.186 EM
422.954
36 -0.38911390D+04 0.1469874 0.0000378 210.206 365.979 EM
423.815
37 -0.38909989D+04 0.1401451 0.0000360 208.638 366.763 EM
424.599
38 -0.38908652D+04 0.1336391 0.0000343 207.153 367.535 EM
425.312
39 -0.38907378D+04 0.1274215 0.0000327 205.748 368.291 EM
425.960
40 -0.38906164D+04 0.1214606 0.0000312 204.420 369.031 EM
426.549
41 -0.38905006D+04 0.1157371 0.0000297 203.165 369.751 EM
427.084
42 -0.38903904D+04 0.1102402 0.0000283 201.980 370.451 EM
427.569
43 -0.38902854D+04 0.1049654 0.0000270 200.863 371.128 EM
428.009
44 -0.38901855D+04 0.0999069 0.0000257 199.811 371.783 EM
428.406
45 -0.38900904D+04 0.0950803 0.0000244 198.822 372.414 EM
428.765
46 -0.38900000D+04 0.0904680 0.0000233 197.892 373.021 EM
429.087
47 -0.38899139D+04 0.0860851 0.0000221 197.019 373.604 EM
429.376
48 -0.38898320D+04 0.0819178 0.0000211 196.202 374.163 EM
429.634
49 -0.38897540D+04 0.0779744 0.0000200 195.438 374.699 EM
429.864
50 -0.38896797D+04 0.0742402 0.0000191 194.724 375.210 EM
430.066
51 -0.38896090D+04 0.0707174 0.0000182 194.058 375.698 EM
430.244
52 -0.38895416D+04 0.0673903 0.0000173 193.439 376.163 EM
430.398
53 -0.38894774D+04 0.0642569 0.0000165 192.864 376.605 EM
430.531
54 -0.38894161D+04 0.0613011 0.0000158 192.331 377.025 EM
430.643
55 -0.38893576D+04 0.0585156 0.0000150 191.839 377.424 EM
430.737
56 -0.38893017D+04 0.0558933 0.0000144 191.385 377.802 EM
430.812
57 -0.38892483D+04 0.0534164 0.0000137 190.968 378.160 EM
430.872
58 -0.38886148D+04 0.6334975 0.0001629 204.316 368.372 QN
427.313
59 -0.38884652D+04 0.1495632 0.0000385 203.569 369.197 EM
427.235
60 -0.38884040D+04 0.0611529 0.0000157 203.020 369.730 EM
427.250
61 -0.38883642D+04 0.0398420 0.0000102 202.579 370.166 EM
427.255
62 -0.38883351D+04 0.0290866 0.0000075 202.205 370.553 EM
427.241
63 -0.38883121D+04 0.0229712 0.0000059 201.878 370.909 EM
427.214
64 -0.38882930D+04 0.0191376 0.0000049 201.584 371.238 EM
427.177
65 -0.38882765D+04 0.0165274 0.0000043 201.318 371.548 EM
427.134
66 -0.38882619D+04 0.0146222 0.0000038 201.076 371.839 EM
427.085
67 -0.38882487D+04 0.0131523 0.0000034 200.853 372.115 EM
427.033
68 -0.38882367D+04 0.0119673 0.0000031 200.647 372.376 EM
426.977
69 -0.38882258D+04 0.0109813 0.0000028 200.457 372.624 EM
426.918
70 -0.38882156D+04 0.0101410 0.0000026 200.282 372.861 EM
426.857
71 -0.38882062D+04 0.0094056 0.0000024 200.119 373.086 EM
426.794
72 -0.38881975D+04 0.0087518 0.0000023 199.969 373.301 EM
426.730
73 -0.38881893D+04 0.0081634 0.0000021 199.830 373.506 EM
426.664
74 -0.38881137D+04 0.0756304 0.0000195 198.415 379.258 QN
422.327
75 -0.38880970D+04 0.0166706 0.0000043 198.327 379.060 EM
422.613
76 -0.38880905D+04 0.0065207 0.0000017 198.268 378.957 EM
422.775
77 -0.38880866D+04 0.0038881 0.0000010 198.228 378.881 EM
422.891
78 -0.38880839D+04 0.0026602 0.0000007 198.199 378.816 EM
422.985
79 -0.38880819D+04 0.0019975 0.0000005 198.178 378.758 EM
423.064
80 -0.38880803D+04 0.0015970 0.0000004 198.163 378.704 EM
423.133
81 -0.38880790D+04 0.0013318 0.0000003 198.153 378.653 EM
423.194
82 -0.38880779D+04 0.0011432 0.0000003 198.147 378.607 EM
423.246
83 -0.38880768D+04 0.0010012 0.0000003 198.145 378.563 EM
423.292
84 -0.38880760D+04 0.0008897 0.0000002 198.146 378.521 EM
423.332
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.55529193D+04 0.0000000 0.0000000 304.244 135.723 EM
560.033
2 -0.53210871D+04 231.8322240 0.0417496 263.441 169.317 FS
567.242
3 -0.41000476D+04 1221.0394681 0.2294718 251.468 164.416 EM
584.116
4 -0.40299433D+04 70.1043485 0.0170984 243.495 173.722 EM
582.784
5 -0.39956593D+04 34.2839905 0.0085073 243.146 182.532 EM
574.322
6 -0.39705546D+04 25.1047217 0.0062830 250.194 189.814 EM
559.992
7 -0.39493737D+04 21.1809100 0.0053345 260.561 196.141 EM
543.297
8 -0.39320968D+04 17.2768709 0.0043746 271.554 201.144 EM
527.302
9 -0.39198060D+04 12.2907833 0.0031258 281.719 204.499 EM
513.782
10 -0.39120651D+04 7.7409447 0.0019748 290.623 206.477 EM
502.899
11 -0.39072848D+04 4.7802896 0.0012219 298.480 207.530 EM
493.989
12 -0.39041333D+04 3.1514513 0.0008066 305.629 207.997 EM
486.374
13 -0.39018697D+04 2.2636156 0.0005798 312.303 208.082 EM
479.616
14 -0.39001251D+04 1.7445812 0.0004471 318.625 207.904 EM
473.471
15 -0.38987113D+04 1.4137997 0.0003625 324.649 207.539 EM
467.812
16 -0.38975256D+04 1.1857442 0.0003041 330.397 207.037 EM
462.566
17 -0.38965080D+04 1.0175978 0.0002611 335.880 206.433 EM
457.687
18 -0.38956215D+04 0.8864945 0.0002275 341.100 205.758 EM
453.142
19 -0.38948419D+04 0.7795916 0.0002001 346.061 205.033 EM
448.906
20 -0.38941525D+04 0.6894265 0.0001770 350.766 204.277 EM
444.956
21 -0.38935409D+04 0.6115616 0.0001570 355.220 203.507 EM
441.273
22 -0.38929976D+04 0.5433013 0.0001395 359.427 202.735 EM
437.838
23 -0.38925147D+04 0.4829563 0.0001241 363.394 201.971 EM
434.635
24 -0.38920852D+04 0.4294116 0.0001103 367.128 201.223 EM
431.649
25 -0.38917034D+04 0.3818715 0.0000981 370.636 200.499 EM
428.865
26 -0.38913637D+04 0.3397126 0.0000873 373.928 199.802 EM
426.271
27 -0.38910613D+04 0.3024038 0.0000777 377.011 199.136 EM
423.852
28 -0.38907918D+04 0.2694869 0.0000693 379.897 198.505 EM
421.598
29 -0.38905513D+04 0.2404471 0.0000618 382.594 197.908 EM
419.498
30 -0.38903364D+04 0.2149479 0.0000552 385.113 197.347 EM
417.540
31 -0.38901438D+04 0.1925483 0.0000495 387.463 196.821 EM
415.716
32 -0.38899709D+04 0.1728825 0.0000444 389.654 196.331 EM
414.014
33 -0.38898153D+04 0.1556263 0.0000400 391.697 195.876 EM
412.428
34 -0.38896748D+04 0.1404720 0.0000361 393.599 195.454 EM
410.947
35 -0.38895477D+04 0.1271455 0.0000327 395.371 195.064 EM
409.565
36 -0.38894323D+04 0.1154024 0.0000297 397.021 194.705 EM
408.274
37 -0.38893273D+04 0.1050273 0.0000270 398.558 194.375 EM
407.067
38 -0.38892314D+04 0.0958321 0.0000246 399.988 194.074 EM
405.938
39 -0.38891438D+04 0.0876538 0.0000225 401.321 193.799 EM
404.880
40 -0.38890634D+04 0.0803519 0.0000207 402.562 193.549 EM
403.889
41 -0.38889896D+04 0.0738062 0.0000190 403.719 193.323 EM
402.958
42 -0.38889217D+04 0.0679143 0.0000175 404.797 193.120 EM
402.083
43 -0.38888591D+04 0.0625896 0.0000161 405.803 192.937 EM
401.260
44 -0.38888014D+04 0.0577589 0.0000149 406.741 192.775 EM
400.484
45 -0.38887480D+04 0.0533604 0.0000137 407.618 192.631 EM
399.751
46 -0.38886987D+04 0.0493422 0.0000127 408.437 192.505 EM
399.058
47 -0.38885578D+04 0.1409061 0.0000362 425.784 212.459 FS
361.757
48 -0.38881895D+04 0.3682361 0.0000947 424.912 211.945 EM
363.143
49 -0.38881362D+04 0.0533505 0.0000137 424.542 211.534 EM
363.924
50 -0.38881143D+04 0.0218441 0.0000056 424.320 211.189 EM
364.491
51 -0.38881035D+04 0.0108696 0.0000028 424.150 210.881 EM
364.969
52 -0.38880971D+04 0.0063124 0.0000016 424.006 210.596 EM
365.398
53 -0.38880930D+04 0.0041486 0.0000011 423.881 210.325 EM
365.794
54 -0.38880900D+04 0.0029940 0.0000008 423.769 210.065 EM
366.165
55 -0.38880877D+04 0.0023099 0.0000006 423.671 209.813 EM
366.516
56 -0.38880858D+04 0.0018699 0.0000005 423.583 209.568 EM
366.849
57 -0.38880843D+04 0.0015679 0.0000004 423.506 209.328 EM
367.166
58 -0.38880829D+04 0.0013501 0.0000003 423.437 209.095 EM
367.468
59 -0.38880817D+04 0.0011866 0.0000003 423.377 208.866 EM
367.757
60 -0.38880807D+04 0.0010598 0.0000003 423.323 208.643 EM
368.034
61 -0.38880797D+04 0.0009586 0.0000002 423.276 208.425 EM
368.299
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.43972330D+04 0.0000000 0.0000000 51.464 734.058 EM
214.478
2 -0.43315957D+04 65.6373197 0.0149270 25.745 767.188 FS
207.067
3 -0.43061642D+04 25.4314903 0.0058712 27.852 824.670 FS
147.477
4 -0.42259410D+04 80.2231824 0.0186298 18.290 822.065 FS
159.645
5 -0.41597597D+04 66.1813024 0.0156607 1.172 719.987 FS
278.842
6 -0.41215363D+04 38.2234603 0.0091889 1.972 781.329 FS
216.700
7 -0.40135631D+04 107.9732047 0.0261973 1.891 764.827 EM
233.282
8 -0.40015224D+04 12.0407072 0.0030000 1.918 744.453 EM
253.629
9 -0.39927687D+04 8.7536579 0.0021876 1.987 723.082 EM
274.931
10 -0.39848022D+04 7.9664568 0.0019952 2.071 701.000 EM
296.929
11 -0.39770581D+04 7.7441147 0.0019434 2.167 678.518 EM
319.314
12 -0.39695582D+04 7.4999322 0.0018858 2.285 656.038 EM
341.677
13 -0.39625211D+04 7.0370576 0.0017728 2.441 634.022 EM
363.537
14 -0.39562112D+04 6.3099412 0.0015924 2.661 612.897 EM
384.442
15 -0.39508128D+04 5.3984397 0.0013645 2.966 592.961 EM
404.073
16 -0.39463630D+04 4.4497912 0.0011263 3.370 574.353 EM
422.277
17 -0.39427697D+04 3.5932737 0.0009105 3.881 557.087 EM
439.032
18 -0.39398741D+04 2.8955756 0.0007344 4.502 541.104 EM
454.394
19 -0.39375092D+04 2.3649146 0.0006003 5.242 526.308 EM
468.450
20 -0.39355332D+04 1.9759732 0.0005018 6.115 512.596 EM
481.290
21 -0.39338411D+04 1.6920973 0.0004300 7.140 499.867 EM
492.993
22 -0.39323640D+04 1.4771341 0.0003755 8.327 488.041 EM
503.632
23 -0.39310635D+04 1.3004608 0.0003307 9.662 477.069 EM
513.269
24 -0.39299228D+04 1.1407464 0.0002902 11.106 466.926 EM
521.967
25 -0.39289341D+04 0.9887273 0.0002516 12.599 457.605 EM
529.796
26 -0.39280886D+04 0.8454314 0.0002152 14.075 449.094 EM
536.831
27 -0.39273725D+04 0.7161105 0.0001823 15.483 441.368 EM
543.150
28 -0.39267677D+04 0.6048179 0.0001540 16.782 434.384 EM
548.834
29 -0.39262551D+04 0.5126039 0.0001305 17.952 428.089 EM
553.959
30 -0.39258169D+04 0.4382208 0.0001116 18.983 422.424 EM
558.593
31 -0.39254375D+04 0.3793393 0.0000966 19.876 417.329 EM
562.795
32 -0.39251042D+04 0.3333804 0.0000849 20.637 412.744 EM
566.619
33 -0.39248063D+04 0.2979129 0.0000759 21.276 408.617 EM
570.107
34 -0.39245355D+04 0.2707941 0.0000690 21.806 404.898 EM
573.297
35 -0.39242853D+04 0.2501901 0.0000638 22.238 401.543 EM
576.219
36 -0.39240507D+04 0.2345495 0.0000598 22.586 398.513 EM
578.901
37 -0.39238282D+04 0.2225605 0.0000567 22.861 395.775 EM
581.365
38 -0.39236150D+04 0.2131124 0.0000543 23.072 393.298 EM
583.629
39 -0.39234098D+04 0.2052547 0.0000523 23.231 391.057 EM
585.712
40 -0.39232116D+04 0.1981765 0.0000505 23.344 389.029 EM
587.627
41 -0.39230204D+04 0.1911934 0.0000487 23.420 387.193 EM
589.387
42 -0.39228367D+04 0.1837482 0.0000468 23.466 385.531 EM
591.003
43 -0.39226613D+04 0.1754211 0.0000447 23.486 384.027 EM
592.487
44 -0.39224953D+04 0.1659439 0.0000423 23.487 382.665 EM
593.848
45 -0.39223401D+04 0.1552129 0.0000396 23.472 381.432 EM
595.096
46 -0.39221968D+04 0.1432919 0.0000365 23.448 380.314 EM
596.238
47 -0.39220664D+04 0.1303990 0.0000332 23.417 379.300 EM
597.283
48 -0.39219495D+04 0.1168753 0.0000298 23.382 378.378 EM
598.239
49 -0.39218464D+04 0.1031379 0.0000263 23.347 377.539 EM
599.114
50 -0.39217568D+04 0.0896224 0.0000229 23.314 376.771 EM
599.914
51 -0.39216800D+04 0.0767375 0.0000196 23.285 376.068 EM
600.647
52 -0.39216152D+04 0.0648045 0.0000165 23.262 375.421 EM
601.317
53 -0.39215612D+04 0.0540573 0.0000138 23.245 374.824 EM
601.931
54 -0.39215166D+04 0.0446115 0.0000114 23.234 374.271 EM
602.495
55 -0.39214801D+04 0.0364954 0.0000093 23.231 373.757 EM
603.012
56 -0.39214504D+04 0.0296561 0.0000076 23.235 373.279 EM
603.486
57 -0.39214264D+04 0.0239891 0.0000061 23.245 372.832 EM
603.923
58 -0.39214071D+04 0.0193597 0.0000049 23.262 372.413 EM
604.325
59 -0.39213914D+04 0.0156217 0.0000040 23.285 372.020 EM
604.695
60 -0.39212394D+04 0.1519937 0.0000388 23.944 371.649 QN
604.407
61 -0.39211898D+04 0.0496169 0.0000127 24.451 370.549 EM
605.000
62 -0.39211592D+04 0.0306656 0.0000078 24.880 369.699 EM
605.421
63 -0.39211326D+04 0.0265979 0.0000068 25.273 368.950 EM
605.777
64 -0.39211083D+04 0.0242168 0.0000062 25.645 368.257 EM
606.099
65 -0.39210860D+04 0.0223690 0.0000057 26.001 367.600 EM
606.399
66 -0.39210652D+04 0.0207698 0.0000053 26.344 366.972 EM
606.683
67 -0.39210459D+04 0.0193024 0.0000049 26.677 366.370 EM
606.953
68 -0.39210280D+04 0.0179068 0.0000046 26.998 365.791 EM
607.211
69 -0.39210114D+04 0.0165504 0.0000042 27.309 365.233 EM
607.458
70 -0.39209962D+04 0.0152212 0.0000039 27.609 364.696 EM
607.695
71 -0.39209823D+04 0.0139184 0.0000035 27.897 364.179 EM
607.924
72 -0.39209697D+04 0.0126490 0.0000032 28.174 363.682 EM
608.145
73 -0.39208553D+04 0.1143359 0.0000292 30.918 359.953 QN
609.130
74 -0.39208247D+04 0.0306327 0.0000078 31.240 359.614 EM
609.147
75 -0.39208104D+04 0.0142843 0.0000036 31.514 359.319 EM
609.167
76 -0.39208009D+04 0.0094904 0.0000024 31.754 359.046 EM
609.200
77 -0.39207937D+04 0.0072584 0.0000019 31.967 358.790 EM
609.243
78 -0.39207878D+04 0.0058725 0.0000015 32.158 358.549 EM
609.293
79 -0.39207829D+04 0.0048606 0.0000012 32.331 358.321 EM
609.348
80 -0.39207789D+04 0.0040688 0.0000010 32.489 358.106 EM
609.406
81 -0.39207754D+04 0.0034312 0.0000009 32.632 357.902 EM
609.465
82 -0.39207725D+04 0.0029114 0.0000007 32.764 357.710 EM
609.527
83 -0.39207700D+04 0.0024849 0.0000006 32.885 357.527 EM
609.588
84 -0.39207679D+04 0.0021337 0.0000005 32.996 357.354 EM
609.650
85 -0.39207660D+04 0.0018438 0.0000005 33.098 357.190 EM
609.712
86 -0.39207644D+04 0.0016039 0.0000004 33.192 357.035 EM
609.772
87 -0.39207630D+04 0.0014051 0.0000004 33.279 356.889 EM
609.832
88 -0.39207327D+04 0.0303488 0.0000077 35.689 353.881 QN
610.429
89 -0.39207228D+04 0.0098705 0.0000025 35.557 354.096 EM
610.347
90 -0.39207196D+04 0.0031914 0.0000008 35.484 354.200 EM
610.316
91 -0.39207181D+04 0.0015332 0.0000004 35.439 354.260 EM
610.301
92 -0.39207171D+04 0.0009554 0.0000002 35.410 354.300 EM
610.291
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.44884049D+04 0.0000000 0.0000000 73.803 879.877 EM
46.319
2 -0.43768247D+04 111.5802057 0.0248597 62.691 838.223 FS
99.086
3 -0.43093697D+04 67.4550113 0.0154119 11.664 952.101 FS
36.235
4 -0.42338302D+04 75.5395711 0.0175291 2.436 941.111 FS
56.454
5 -0.40528686D+04 180.9615672 0.0427418 2.955 935.911 EM
61.134
6 -0.40421221D+04 10.7465143 0.0026516 3.051 926.322 EM
70.628
7 -0.40289926D+04 13.1294245 0.0032482 3.070 913.852 EM
83.079
8 -0.40176009D+04 11.3917198 0.0028274 3.037 902.851 EM
94.111
9 -0.40110385D+04 6.5624602 0.0016334 3.002 894.561 EM
102.437
10 -0.40071808D+04 3.8576840 0.0009618 2.970 887.121 EM
109.909
11 -0.40041707D+04 3.0100662 0.0007512 2.930 879.455 EM
117.615
12 -0.40015240D+04 2.6467467 0.0006610 2.880 871.398 EM
125.722
13 -0.39991842D+04 2.3397583 0.0005847 2.828 863.062 EM
134.110
14 -0.39971038D+04 2.0804272 0.0005202 2.798 854.514 EM
142.688
15 -0.39951456D+04 1.9581566 0.0004899 2.829 845.688 EM
151.483
16 -0.39931119D+04 2.0336992 0.0005090 2.952 836.437 EM
160.611
17 -0.39908833D+04 2.2286388 0.0005581 3.083 826.666 EM
170.251
18 -0.39886010D+04 2.2823345 0.0005719 3.043 816.353 EM
180.604
19 -0.39863329D+04 2.2680409 0.0005686 2.847 805.351 EM
191.802
20 -0.39839507D+04 2.3822606 0.0005976 2.612 793.496 EM
203.892
21 -0.39813762D+04 2.5744421 0.0006462 2.392 780.716 EM
216.892
22 -0.39785948D+04 2.7814468 0.0006986 2.210 766.990 EM
230.800
23 -0.39756219D+04 2.9728853 0.0007472 2.076 752.333 EM
245.591
24 -0.39724824D+04 3.1394546 0.0007897 1.988 736.792 EM
261.220
25 -0.39691944D+04 3.2880573 0.0008277 1.937 720.442 EM
277.621
26 -0.39657681D+04 3.4262404 0.0008632 1.911 703.387 EM
294.703
27 -0.39622212D+04 3.5469734 0.0008944 1.899 685.763 EM
312.338
28 -0.39585888D+04 3.6323633 0.0009167 1.894 667.738 EM
330.367
29 -0.39549235D+04 3.6653304 0.0009259 1.894 649.508 EM
348.598
30 -0.39512883D+04 3.6351431 0.0009191 1.894 631.288 EM
366.818
31 -0.39477504D+04 3.5379341 0.0008954 1.896 613.304 EM
384.801
32 -0.39443743D+04 3.3761116 0.0008552 1.898 595.777 EM
402.325
33 -0.39412162D+04 3.1581150 0.0008007 1.900 578.909 EM
419.191
34 -0.39383183D+04 2.8978651 0.0007353 1.902 562.865 EM
435.233
35 -0.39357056D+04 2.6126745 0.0006634 1.904 547.760 EM
450.336
36 -0.39333857D+04 2.3198987 0.0005894 1.906 533.661 EM
464.432
37 -0.39313517D+04 2.0339774 0.0005171 1.908 520.593 EM
477.498
38 -0.39295867D+04 1.7650556 0.0004490 1.910 508.546 EM
489.544
39 -0.39280676D+04 1.5191075 0.0003866 1.911 497.485 EM
500.603
40 -0.39267688D+04 1.2988179 0.0003307 1.912 487.361 EM
510.727
41 -0.39256642D+04 1.1045896 0.0002813 1.913 478.113 EM
519.974
42 -0.39247288D+04 0.9353846 0.0002383 1.914 469.679 EM
528.406
43 -0.39239394D+04 0.7893407 0.0002011 1.915 461.996 EM
536.089
44 -0.39232753D+04 0.6641942 0.0001693 1.916 455.001 EM
543.083
45 -0.39227177D+04 0.5575599 0.0001421 1.917 448.635 EM
549.449
46 -0.39222506D+04 0.4671045 0.0001191 1.917 442.843 EM
555.240
47 -0.39218599D+04 0.3906467 0.0000996 1.918 437.575 EM
560.508
48 -0.39215337D+04 0.3262085 0.0000832 1.918 432.783 EM
565.299
49 -0.39212617D+04 0.2720310 0.0000694 1.919 428.424 EM
569.657
50 -0.39210351D+04 0.2265747 0.0000578 1.919 424.461 EM
573.620
51 -0.39208466D+04 0.1885051 0.0000481 1.920 420.857 EM
577.223
52 -0.39206899D+04 0.1566726 0.0000400 1.920 417.580 EM
580.500
53 -0.39205599D+04 0.1300944 0.0000332 1.920 414.601 EM
583.479
54 -0.39204519D+04 0.1079330 0.0000275 1.921 411.893 EM
586.186
55 -0.39203624D+04 0.0894775 0.0000228 1.921 409.432 EM
588.647
56 -0.39202883D+04 0.0741258 0.0000189 1.921 407.196 EM
590.883
57 -0.39202269D+04 0.0613698 0.0000157 1.921 405.164 EM
592.915
58 -0.39201762D+04 0.0507811 0.0000130 1.922 403.318 EM
594.760
59 -0.39201429D+04 0.0332406 0.0000085 1.917 403.087 QN
594.995
60 -0.39200917D+04 0.0512158 0.0000131 1.923 401.394 EM
596.684
61 -0.39200555D+04 0.0362095 0.0000092 1.923 399.891 EM
598.186
62 -0.39200268D+04 0.0287359 0.0000073 1.924 398.533 EM
599.543
63 -0.39200034D+04 0.0233676 0.0000060 1.924 397.300 EM
600.776
64 -0.39199842D+04 0.0191587 0.0000049 1.924 396.180 EM
601.896
65 -0.39199685D+04 0.0157566 0.0000040 1.924 395.163 EM
602.913
66 -0.39199555D+04 0.0129768 0.0000033 1.924 394.239 EM
603.837
67 -0.39199448D+04 0.0106958 0.0000027 1.924 393.401 EM
604.675
68 -0.39199360D+04 0.0088213 0.0000023 1.924 392.641 EM
605.435
69 -0.39199287D+04 0.0072799 0.0000019 1.924 391.951 EM
606.125
70 -0.39199227D+04 0.0060121 0.0000015 1.925 391.325 EM
606.750
71 -0.39199177D+04 0.0049694 0.0000013 1.925 390.758 EM
607.317
72 -0.39199136D+04 0.0041117 0.0000010 1.925 390.244 EM
607.831
73 -0.39199102D+04 0.0034063 0.0000009 1.925 389.778 EM
608.297
74 -0.39199074D+04 0.0028261 0.0000007 1.925 389.356 EM
608.720
75 -0.39199050D+04 0.0023490 0.0000006 1.925 388.972 EM
609.103
76 -0.39199031D+04 0.0019567 0.0000005 1.925 388.625 EM
609.450
77 -0.39199014D+04 0.0016341 0.0000004 1.925 388.310 EM
609.765
78 -0.39199001D+04 0.0013689 0.0000003 1.925 388.025 EM
610.050
79 -0.39198989D+04 0.0011508 0.0000003 1.925 387.767 EM
610.308
80 -0.39198980D+04 0.0009716 0.0000002 1.925 387.532 EM
610.543
Beginning Time: 04:30:45
Ending Time: 04:30:55
Elapsed Time: 00:00:10
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