Mplus VERSION 8.8
MUTHEN & MUTHEN
04/19/2022 10:48 PM
INPUT INSTRUCTIONS
TITLE: this is an example of a two-level LTA with a covariate
DATA: FILE = ex10.12.dat;
VARIABLE: NAMES ARE u11-u14 u21-u24 x w dum1 dum2 clus;
USEVARIABLES = u11-w;
CATEGORICAL = u11-u14 u21-u24;
CLASSES = c1(2) c2(2);
WITHIN = x;
BETWEEN = w;
CLUSTER = clus;
ANALYSIS: TYPE = TWOLEVEL MIXTURE;
PROCESSORS = 2;
STARTS = 50 5;
MODEL:
%WITHIN%
%OVERALL%
c2 ON c1 x;
c1 ON x;
%BETWEEN%
%OVERALL%
c1#1 ON w;
c2#1 ON c1#1 w;
c1#1 c2#1;
MODEL c1:
%BETWEEN%
%c1#1%
[u11$1-u14$1] (1-4);
%c1#2%
[u11$1-u14$1] (5-8);
MODEL c2:
%BETWEEN%
%c2#1%
[u21$1-u24$1] (1-4);
%c2#2%
[u21$1-u24$1] (5-8);
OUTPUT: TECH1 TECH8;
INPUT READING TERMINATED NORMALLY
this is an example of a two-level LTA with a covariate
SUMMARY OF ANALYSIS
Number of groups 1
Number of observations 2000
Number of dependent variables 8
Number of independent variables 2
Number of continuous latent variables 0
Number of categorical latent variables 2
Observed dependent variables
Binary and ordered categorical (ordinal)
U11 U12 U13 U14 U21 U22
U23 U24
Observed independent variables
X W
Categorical latent variables
C1 C2
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 2
Adaptive quadrature ON
Random Starts Specifications
Number of initial stage random starts 50
Number of final stage optimizations 5
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
Parameterization LOGIT
Link LOGIT
Cholesky ON
Input data file(s)
ex10.12.dat
Input data format FREE
SUMMARY OF DATA
Number of clusters 100
UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES
U11
Category 1 0.486 972.000
Category 2 0.514 1028.000
U12
Category 1 0.489 978.000
Category 2 0.511 1022.000
U13
Category 1 0.483 967.000
Category 2 0.516 1033.000
U14
Category 1 0.478 957.000
Category 2 0.521 1043.000
U21
Category 1 0.485 971.000
Category 2 0.514 1029.000
U22
Category 1 0.487 975.000
Category 2 0.512 1025.000
U23
Category 1 0.493 987.000
Category 2 0.506 1013.000
U24
Category 1 0.491 982.000
Category 2 0.509 1018.000
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 -0.064 -3.812 0.05% -0.858 -0.283 -0.014
2000.000 1.021 0.104 3.765 0.05% 0.251 0.867
W -0.159 0.240 -2.049 1.00% -0.923 -0.438 -0.300
100.000 0.877 -0.157 2.714 1.00% 0.095 0.638
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:
-10250.454 unperturbed 0
-10250.454 285380 1
-10250.454 887676 22
-10250.457 364676 27
-10250.809 761633 50
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 18
Loglikelihood
H0 Value -10250.454
H0 Scaling Correction Factor 0.9709
for MLR
Information Criteria
Akaike (AIC) 20536.908
Bayesian (BIC) 20637.724
Sample-Size Adjusted BIC 20580.537
(n* = (n + 2) / 24)
MODEL RESULTS USE THE LATENT CLASS VARIABLE ORDER
C1 C2
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASS PATTERNS
BASED ON ESTIMATED POSTERIOR PROBABILITIES
Latent Class
Pattern
1 1 737.13256 0.36857
1 2 298.91165 0.14946
2 1 286.08484 0.14304
2 2 677.87095 0.33894
FINAL CLASS COUNTS AND PROPORTIONS FOR EACH LATENT CLASS VARIABLE
BASED ON ESTIMATED POSTERIOR PROBABILITIES
Latent Class
Variable Class
C1 1 1036.04419 0.51802
2 963.95581 0.48198
C2 1 1023.21741 0.51161
2 976.78259 0.48839
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASS PATTERNS
BASED ON THEIR MOST LIKELY LATENT CLASS PATTERN
Class Counts and Proportions
Latent Class
Pattern
1 1 779 0.38950
1 2 262 0.13100
2 1 251 0.12550
2 2 708 0.35400
FINAL CLASS COUNTS AND PROPORTIONS FOR EACH LATENT CLASS VARIABLE
BASED ON THEIR MOST LIKELY LATENT CLASS PATTERN
Latent Class
Variable Class
C1 1 1041 0.52050
2 959 0.47950
C2 1 1030 0.51500
2 970 0.48500
CLASSIFICATION QUALITY
Entropy 0.617
MODEL RESULTS
Two-Tailed
Estimate S.E. Est./S.E. P-Value
Within Level
Between Level
Latent Class Pattern 1 1
Thresholds
U11$1 -1.040 0.074 -14.031 0.000
U12$1 -1.009 0.060 -16.716 0.000
U13$1 -0.988 0.062 -15.847 0.000
U14$1 -1.109 0.071 -15.728 0.000
U21$1 -1.040 0.074 -14.031 0.000
U22$1 -1.009 0.060 -16.716 0.000
U23$1 -0.988 0.062 -15.847 0.000
U24$1 -1.109 0.071 -15.728 0.000
Latent Class Pattern 1 2
Thresholds
U11$1 -1.040 0.074 -14.031 0.000
U12$1 -1.009 0.060 -16.716 0.000
U13$1 -0.988 0.062 -15.847 0.000
U14$1 -1.109 0.071 -15.728 0.000
U21$1 0.965 0.058 16.541 0.000
U22$1 0.959 0.065 14.815 0.000
U23$1 0.939 0.063 14.868 0.000
U24$1 1.025 0.069 14.877 0.000
Latent Class Pattern 2 1
Thresholds
U11$1 0.965 0.058 16.541 0.000
U12$1 0.959 0.065 14.815 0.000
U13$1 0.939 0.063 14.868 0.000
U14$1 1.025 0.069 14.877 0.000
U21$1 -1.040 0.074 -14.031 0.000
U22$1 -1.009 0.060 -16.716 0.000
U23$1 -0.988 0.062 -15.847 0.000
U24$1 -1.109 0.071 -15.728 0.000
Latent Class Pattern 2 2
Thresholds
U11$1 0.965 0.058 16.541 0.000
U12$1 0.959 0.065 14.815 0.000
U13$1 0.939 0.063 14.868 0.000
U14$1 1.025 0.069 14.877 0.000
U21$1 0.965 0.058 16.541 0.000
U22$1 0.959 0.065 14.815 0.000
U23$1 0.939 0.063 14.868 0.000
U24$1 1.025 0.069 14.877 0.000
Categorical Latent Variables
Within Level
C2#1 ON
C1#1 0.579 0.247 2.343 0.019
C2#1 ON
X -0.923 0.106 -8.740 0.000
C1#1 ON
X -0.564 0.080 -7.039 0.000
Intercepts
C1#1 -0.105 0.131 -0.799 0.424
C2#1 -0.512 0.198 -2.589 0.010
Between Level
C2#1 ON
C1#1 1.183 0.296 4.002 0.000
C1#1 ON
W -1.203 0.146 -8.236 0.000
C2#1 ON
W -0.253 0.328 -0.773 0.440
Residual Variances
C1#1 0.534 0.172 3.111 0.002
C2#1 0.198 0.230 0.860 0.390
QUALITY OF NUMERICAL RESULTS
Condition Number for the Information Matrix 0.341E-02
(ratio of smallest to largest eigenvalue)
C-SPECIFIC CLASSIFICATION RESULTS
Classification Quality for C1
Entropy 0.577
Average Latent Class Probabilities for Most Likely Latent Class Membership (Row)
by Latent Class (Column)
1 2
1 0.879 0.121
2 0.127 0.873
Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2
1 0.883 0.117
2 0.131 0.869
Logits for the Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2
1 2.018 0.000
2 -1.890 0.000
Classification Quality for C2
Entropy 0.655
Average Latent Class Probabilities for Most Likely Latent Class Membership (Row)
by Latent Class (Column)
1 2
1 0.902 0.098
2 0.097 0.903
Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2
1 0.908 0.092
2 0.103 0.897
Logits for the Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2
1 2.292 0.000
2 -2.163 0.000
RESULTS IN PROBABILITY SCALE
Estimate
Within Level
Between Level
Latent Class Pattern 1 1
U11
Category 1 0.261
Category 2 0.739
U12
Category 1 0.267
Category 2 0.733
U13
Category 1 0.271
Category 2 0.729
U14
Category 1 0.248
Category 2 0.752
U21
Category 1 0.261
Category 2 0.739
U22
Category 1 0.267
Category 2 0.733
U23
Category 1 0.271
Category 2 0.729
U24
Category 1 0.248
Category 2 0.752
Latent Class Pattern 1 2
U11
Category 1 0.261
Category 2 0.739
U12
Category 1 0.267
Category 2 0.733
U13
Category 1 0.271
Category 2 0.729
U14
Category 1 0.248
Category 2 0.752
U21
Category 1 0.724
Category 2 0.276
U22
Category 1 0.723
Category 2 0.277
U23
Category 1 0.719
Category 2 0.281
U24
Category 1 0.736
Category 2 0.264
Latent Class Pattern 2 1
U11
Category 1 0.724
Category 2 0.276
U12
Category 1 0.723
Category 2 0.277
U13
Category 1 0.719
Category 2 0.281
U14
Category 1 0.736
Category 2 0.264
U21
Category 1 0.261
Category 2 0.739
U22
Category 1 0.267
Category 2 0.733
U23
Category 1 0.271
Category 2 0.729
U24
Category 1 0.248
Category 2 0.752
Latent Class Pattern 2 2
U11
Category 1 0.724
Category 2 0.276
U12
Category 1 0.723
Category 2 0.277
U13
Category 1 0.719
Category 2 0.281
U14
Category 1 0.736
Category 2 0.264
U21
Category 1 0.724
Category 2 0.276
U22
Category 1 0.723
Category 2 0.277
U23
Category 1 0.719
Category 2 0.281
U24
Category 1 0.736
Category 2 0.264
LOGISTIC REGRESSION ODDS RATIO RESULTS
95% C.I.
Estimate S.E. Lower 2.5% Upper 2.5%
Categorical Latent Variables
Within Level
C2#1 ON
X 0.397 0.042 0.323 0.489
C1#1 ON
X 0.569 0.046 0.486 0.666
Between Level
TECHNICAL 1 OUTPUT
PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS PATTERN 1 1
NU
U11 U12 U13 U14 U21
________ ________ ________ ________ ________
0 0 0 0 0
NU
U22 U23 U24 X W
________ ________ ________ ________ ________
0 0 0 0 0
LAMBDA
C1#1 C2#1 X W
________ ________ ________ ________
U11 0 0 0 0
U12 0 0 0 0
U13 0 0 0 0
U14 0 0 0 0
U21 0 0 0 0
U22 0 0 0 0
U23 0 0 0 0
U24 0 0 0 0
X 0 0 0 0
W 0 0 0 0
THETA
U11 U12 U13 U14 U21
________ ________ ________ ________ ________
U11 0
U12 0 0
U13 0 0 0
U14 0 0 0 0
U21 0 0 0 0 0
U22 0 0 0 0 0
U23 0 0 0 0 0
U24 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
THETA
U22 U23 U24 X W
________ ________ ________ ________ ________
U22 0
U23 0 0
U24 0 0 0
X 0 0 0 0
W 0 0 0 0 0
ALPHA
C1#1 C2#1 X W
________ ________ ________ ________
0 0 0 0
BETA
C1#1 C2#1 X W
________ ________ ________ ________
C1#1 0 0 0 0
C2#1 0 0 0 0
X 0 0 0 0
W 0 0 0 0
PSI
C1#1 C2#1 X W
________ ________ ________ ________
C1#1 0
C2#1 0 0
X 0 0 0
W 0 0 0 0
PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS PATTERN 1 2
NU
U11 U12 U13 U14 U21
________ ________ ________ ________ ________
0 0 0 0 0
NU
U22 U23 U24 X W
________ ________ ________ ________ ________
0 0 0 0 0
LAMBDA
C1#1 C2#1 X W
________ ________ ________ ________
U11 0 0 0 0
U12 0 0 0 0
U13 0 0 0 0
U14 0 0 0 0
U21 0 0 0 0
U22 0 0 0 0
U23 0 0 0 0
U24 0 0 0 0
X 0 0 0 0
W 0 0 0 0
THETA
U11 U12 U13 U14 U21
________ ________ ________ ________ ________
U11 0
U12 0 0
U13 0 0 0
U14 0 0 0 0
U21 0 0 0 0 0
U22 0 0 0 0 0
U23 0 0 0 0 0
U24 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
THETA
U22 U23 U24 X W
________ ________ ________ ________ ________
U22 0
U23 0 0
U24 0 0 0
X 0 0 0 0
W 0 0 0 0 0
ALPHA
C1#1 C2#1 X W
________ ________ ________ ________
0 0 0 0
BETA
C1#1 C2#1 X W
________ ________ ________ ________
C1#1 0 0 0 0
C2#1 0 0 0 0
X 0 0 0 0
W 0 0 0 0
PSI
C1#1 C2#1 X W
________ ________ ________ ________
C1#1 0
C2#1 0 0
X 0 0 0
W 0 0 0 0
PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS PATTERN 2 1
NU
U11 U12 U13 U14 U21
________ ________ ________ ________ ________
0 0 0 0 0
NU
U22 U23 U24 X W
________ ________ ________ ________ ________
0 0 0 0 0
LAMBDA
C1#1 C2#1 X W
________ ________ ________ ________
U11 0 0 0 0
U12 0 0 0 0
U13 0 0 0 0
U14 0 0 0 0
U21 0 0 0 0
U22 0 0 0 0
U23 0 0 0 0
U24 0 0 0 0
X 0 0 0 0
W 0 0 0 0
THETA
U11 U12 U13 U14 U21
________ ________ ________ ________ ________
U11 0
U12 0 0
U13 0 0 0
U14 0 0 0 0
U21 0 0 0 0 0
U22 0 0 0 0 0
U23 0 0 0 0 0
U24 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
THETA
U22 U23 U24 X W
________ ________ ________ ________ ________
U22 0
U23 0 0
U24 0 0 0
X 0 0 0 0
W 0 0 0 0 0
ALPHA
C1#1 C2#1 X W
________ ________ ________ ________
0 0 0 0
BETA
C1#1 C2#1 X W
________ ________ ________ ________
C1#1 0 0 0 0
C2#1 0 0 0 0
X 0 0 0 0
W 0 0 0 0
PSI
C1#1 C2#1 X W
________ ________ ________ ________
C1#1 0
C2#1 0 0
X 0 0 0
W 0 0 0 0
PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS PATTERN 2 2
NU
U11 U12 U13 U14 U21
________ ________ ________ ________ ________
0 0 0 0 0
NU
U22 U23 U24 X W
________ ________ ________ ________ ________
0 0 0 0 0
LAMBDA
C1#1 C2#1 X W
________ ________ ________ ________
U11 0 0 0 0
U12 0 0 0 0
U13 0 0 0 0
U14 0 0 0 0
U21 0 0 0 0
U22 0 0 0 0
U23 0 0 0 0
U24 0 0 0 0
X 0 0 0 0
W 0 0 0 0
THETA
U11 U12 U13 U14 U21
________ ________ ________ ________ ________
U11 0
U12 0 0
U13 0 0 0
U14 0 0 0 0
U21 0 0 0 0 0
U22 0 0 0 0 0
U23 0 0 0 0 0
U24 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
THETA
U22 U23 U24 X W
________ ________ ________ ________ ________
U22 0
U23 0 0
U24 0 0 0
X 0 0 0 0
W 0 0 0 0 0
ALPHA
C1#1 C2#1 X W
________ ________ ________ ________
0 0 0 0
BETA
C1#1 C2#1 X W
________ ________ ________ ________
C1#1 0 0 0 0
C2#1 0 0 0 0
X 0 0 0 0
W 0 0 0 0
PSI
C1#1 C2#1 X W
________ ________ ________ ________
C1#1 0
C2#1 0 0
X 0 0 0
W 0 0 0 0
PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS PATTERN 1 1
NU
U11 U12 U13 U14 U21
________ ________ ________ ________ ________
0 0 0 0 0
NU
U22 U23 U24 X W
________ ________ ________ ________ ________
0 0 0 0 0
LAMBDA
C1#1 C2#1 X W
________ ________ ________ ________
U11 0 0 0 0
U12 0 0 0 0
U13 0 0 0 0
U14 0 0 0 0
U21 0 0 0 0
U22 0 0 0 0
U23 0 0 0 0
U24 0 0 0 0
X 0 0 0 0
W 0 0 0 0
THETA
U11 U12 U13 U14 U21
________ ________ ________ ________ ________
U11 0
U12 0 0
U13 0 0 0
U14 0 0 0 0
U21 0 0 0 0 0
U22 0 0 0 0 0
U23 0 0 0 0 0
U24 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
THETA
U22 U23 U24 X W
________ ________ ________ ________ ________
U22 0
U23 0 0
U24 0 0 0
X 0 0 0 0
W 0 0 0 0 0
ALPHA
C1#1 C2#1 X W
________ ________ ________ ________
0 0 0 0
BETA
C1#1 C2#1 X W
________ ________ ________ ________
C1#1 0 0 0 1
C2#1 2 0 0 3
X 0 0 0 0
W 0 0 0 0
PSI
C1#1 C2#1 X W
________ ________ ________ ________
C1#1 4
C2#1 0 5
X 0 0 0
W 0 0 0 0
PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS PATTERN 1 2
NU
U11 U12 U13 U14 U21
________ ________ ________ ________ ________
0 0 0 0 0
NU
U22 U23 U24 X W
________ ________ ________ ________ ________
0 0 0 0 0
LAMBDA
C1#1 C2#1 X W
________ ________ ________ ________
U11 0 0 0 0
U12 0 0 0 0
U13 0 0 0 0
U14 0 0 0 0
U21 0 0 0 0
U22 0 0 0 0
U23 0 0 0 0
U24 0 0 0 0
X 0 0 0 0
W 0 0 0 0
THETA
U11 U12 U13 U14 U21
________ ________ ________ ________ ________
U11 0
U12 0 0
U13 0 0 0
U14 0 0 0 0
U21 0 0 0 0 0
U22 0 0 0 0 0
U23 0 0 0 0 0
U24 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
THETA
U22 U23 U24 X W
________ ________ ________ ________ ________
U22 0
U23 0 0
U24 0 0 0
X 0 0 0 0
W 0 0 0 0 0
ALPHA
C1#1 C2#1 X W
________ ________ ________ ________
0 0 0 0
BETA
C1#1 C2#1 X W
________ ________ ________ ________
C1#1 0 0 0 1
C2#1 2 0 0 3
X 0 0 0 0
W 0 0 0 0
PSI
C1#1 C2#1 X W
________ ________ ________ ________
C1#1 4
C2#1 0 5
X 0 0 0
W 0 0 0 0
PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS PATTERN 2 1
NU
U11 U12 U13 U14 U21
________ ________ ________ ________ ________
0 0 0 0 0
NU
U22 U23 U24 X W
________ ________ ________ ________ ________
0 0 0 0 0
LAMBDA
C1#1 C2#1 X W
________ ________ ________ ________
U11 0 0 0 0
U12 0 0 0 0
U13 0 0 0 0
U14 0 0 0 0
U21 0 0 0 0
U22 0 0 0 0
U23 0 0 0 0
U24 0 0 0 0
X 0 0 0 0
W 0 0 0 0
THETA
U11 U12 U13 U14 U21
________ ________ ________ ________ ________
U11 0
U12 0 0
U13 0 0 0
U14 0 0 0 0
U21 0 0 0 0 0
U22 0 0 0 0 0
U23 0 0 0 0 0
U24 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
THETA
U22 U23 U24 X W
________ ________ ________ ________ ________
U22 0
U23 0 0
U24 0 0 0
X 0 0 0 0
W 0 0 0 0 0
ALPHA
C1#1 C2#1 X W
________ ________ ________ ________
0 0 0 0
BETA
C1#1 C2#1 X W
________ ________ ________ ________
C1#1 0 0 0 1
C2#1 2 0 0 3
X 0 0 0 0
W 0 0 0 0
PSI
C1#1 C2#1 X W
________ ________ ________ ________
C1#1 4
C2#1 0 5
X 0 0 0
W 0 0 0 0
PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS PATTERN 2 2
NU
U11 U12 U13 U14 U21
________ ________ ________ ________ ________
0 0 0 0 0
NU
U22 U23 U24 X W
________ ________ ________ ________ ________
0 0 0 0 0
LAMBDA
C1#1 C2#1 X W
________ ________ ________ ________
U11 0 0 0 0
U12 0 0 0 0
U13 0 0 0 0
U14 0 0 0 0
U21 0 0 0 0
U22 0 0 0 0
U23 0 0 0 0
U24 0 0 0 0
X 0 0 0 0
W 0 0 0 0
THETA
U11 U12 U13 U14 U21
________ ________ ________ ________ ________
U11 0
U12 0 0
U13 0 0 0
U14 0 0 0 0
U21 0 0 0 0 0
U22 0 0 0 0 0
U23 0 0 0 0 0
U24 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
THETA
U22 U23 U24 X W
________ ________ ________ ________ ________
U22 0
U23 0 0
U24 0 0 0
X 0 0 0 0
W 0 0 0 0 0
ALPHA
C1#1 C2#1 X W
________ ________ ________ ________
0 0 0 0
BETA
C1#1 C2#1 X W
________ ________ ________ ________
C1#1 0 0 0 1
C2#1 2 0 0 3
X 0 0 0 0
W 0 0 0 0
PSI
C1#1 C2#1 X W
________ ________ ________ ________
C1#1 4
C2#1 0 5
X 0 0 0
W 0 0 0 0
PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART (WITHIN)
TAU(U) FOR LATENT CLASS PATTERN 1 1
U11$1 U12$1 U13$1 U14$1 U21$1
________ ________ ________ ________ ________
0 0 0 0 0
TAU(U) FOR LATENT CLASS PATTERN 1 1
U22$1 U23$1 U24$1
________ ________ ________
0 0 0
TAU(U) FOR LATENT CLASS PATTERN 1 2
U11$1 U12$1 U13$1 U14$1 U21$1
________ ________ ________ ________ ________
0 0 0 0 0
TAU(U) FOR LATENT CLASS PATTERN 1 2
U22$1 U23$1 U24$1
________ ________ ________
0 0 0
TAU(U) FOR LATENT CLASS PATTERN 2 1
U11$1 U12$1 U13$1 U14$1 U21$1
________ ________ ________ ________ ________
0 0 0 0 0
TAU(U) FOR LATENT CLASS PATTERN 2 1
U22$1 U23$1 U24$1
________ ________ ________
0 0 0
TAU(U) FOR LATENT CLASS PATTERN 2 2
U11$1 U12$1 U13$1 U14$1 U21$1
________ ________ ________ ________ ________
0 0 0 0 0
TAU(U) FOR LATENT CLASS PATTERN 2 2
U22$1 U23$1 U24$1
________ ________ ________
0 0 0
PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART (BETWEEN)
TAU(U) FOR LATENT CLASS PATTERN 1 1
U11$1 U12$1 U13$1 U14$1 U21$1
________ ________ ________ ________ ________
6 7 8 9 6
TAU(U) FOR LATENT CLASS PATTERN 1 1
U22$1 U23$1 U24$1
________ ________ ________
7 8 9
TAU(U) FOR LATENT CLASS PATTERN 1 2
U11$1 U12$1 U13$1 U14$1 U21$1
________ ________ ________ ________ ________
6 7 8 9 10
TAU(U) FOR LATENT CLASS PATTERN 1 2
U22$1 U23$1 U24$1
________ ________ ________
11 12 13
TAU(U) FOR LATENT CLASS PATTERN 2 1
U11$1 U12$1 U13$1 U14$1 U21$1
________ ________ ________ ________ ________
10 11 12 13 6
TAU(U) FOR LATENT CLASS PATTERN 2 1
U22$1 U23$1 U24$1
________ ________ ________
7 8 9
TAU(U) FOR LATENT CLASS PATTERN 2 2
U11$1 U12$1 U13$1 U14$1 U21$1
________ ________ ________ ________ ________
10 11 12 13 10
TAU(U) FOR LATENT CLASS PATTERN 2 2
U22$1 U23$1 U24$1
________ ________ ________
11 12 13
PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART
ALPHA(C)
C1#1 C1#2 C2#1 C2#2
________ ________ ________ ________
14 0 15 0
GAMMA(C)
C1#1 C2#1 X W
________ ________ ________ ________
C1#1 0 0 16 0
C1#2 0 0 0 0
C2#1 0 0 17 0
C2#2 0 0 0 0
BETA(C)
C1#1 C1#2
________ ________
C2#1 18 0
C2#2 0 0
STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS PATTERN 1 1
NU
U11 U12 U13 U14 U21
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U22 U23 U24 X W
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
LAMBDA
C1#1 C2#1 X W
________ ________ ________ ________
U11 0.000 0.000 0.000 0.000
U12 0.000 0.000 0.000 0.000
U13 0.000 0.000 0.000 0.000
U14 0.000 0.000 0.000 0.000
U21 0.000 0.000 0.000 0.000
U22 0.000 0.000 0.000 0.000
U23 0.000 0.000 0.000 0.000
U24 0.000 0.000 0.000 0.000
X 0.000 0.000 1.000 0.000
W 0.000 0.000 0.000 1.000
THETA
U11 U12 U13 U14 U21
________ ________ ________ ________ ________
U11 1.000
U12 0.000 1.000
U13 0.000 0.000 1.000
U14 0.000 0.000 0.000 1.000
U21 0.000 0.000 0.000 0.000 1.000
U22 0.000 0.000 0.000 0.000 0.000
U23 0.000 0.000 0.000 0.000 0.000
U24 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
U22 U23 U24 X W
________ ________ ________ ________ ________
U22 1.000
U23 0.000 1.000
U24 0.000 0.000 1.000
X 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
ALPHA
C1#1 C2#1 X W
________ ________ ________ ________
0.000 0.000 0.000 0.000
BETA
C1#1 C2#1 X W
________ ________ ________ ________
C1#1 0.000 0.000 0.000 0.000
C2#1 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000
PSI
C1#1 C2#1 X W
________ ________ ________ ________
C1#1 0.000
C2#1 0.000 0.000
X 0.000 0.000 0.511
W 0.000 0.000 0.000 0.000
STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS PATTERN 1 2
NU
U11 U12 U13 U14 U21
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U22 U23 U24 X W
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
LAMBDA
C1#1 C2#1 X W
________ ________ ________ ________
U11 0.000 0.000 0.000 0.000
U12 0.000 0.000 0.000 0.000
U13 0.000 0.000 0.000 0.000
U14 0.000 0.000 0.000 0.000
U21 0.000 0.000 0.000 0.000
U22 0.000 0.000 0.000 0.000
U23 0.000 0.000 0.000 0.000
U24 0.000 0.000 0.000 0.000
X 0.000 0.000 1.000 0.000
W 0.000 0.000 0.000 1.000
THETA
U11 U12 U13 U14 U21
________ ________ ________ ________ ________
U11 1.000
U12 0.000 1.000
U13 0.000 0.000 1.000
U14 0.000 0.000 0.000 1.000
U21 0.000 0.000 0.000 0.000 1.000
U22 0.000 0.000 0.000 0.000 0.000
U23 0.000 0.000 0.000 0.000 0.000
U24 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
U22 U23 U24 X W
________ ________ ________ ________ ________
U22 1.000
U23 0.000 1.000
U24 0.000 0.000 1.000
X 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
ALPHA
C1#1 C2#1 X W
________ ________ ________ ________
0.000 0.000 0.000 0.000
BETA
C1#1 C2#1 X W
________ ________ ________ ________
C1#1 0.000 0.000 0.000 0.000
C2#1 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000
PSI
C1#1 C2#1 X W
________ ________ ________ ________
C1#1 0.000
C2#1 0.000 0.000
X 0.000 0.000 0.511
W 0.000 0.000 0.000 0.000
STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS PATTERN 2 1
NU
U11 U12 U13 U14 U21
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U22 U23 U24 X W
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
LAMBDA
C1#1 C2#1 X W
________ ________ ________ ________
U11 0.000 0.000 0.000 0.000
U12 0.000 0.000 0.000 0.000
U13 0.000 0.000 0.000 0.000
U14 0.000 0.000 0.000 0.000
U21 0.000 0.000 0.000 0.000
U22 0.000 0.000 0.000 0.000
U23 0.000 0.000 0.000 0.000
U24 0.000 0.000 0.000 0.000
X 0.000 0.000 1.000 0.000
W 0.000 0.000 0.000 1.000
THETA
U11 U12 U13 U14 U21
________ ________ ________ ________ ________
U11 1.000
U12 0.000 1.000
U13 0.000 0.000 1.000
U14 0.000 0.000 0.000 1.000
U21 0.000 0.000 0.000 0.000 1.000
U22 0.000 0.000 0.000 0.000 0.000
U23 0.000 0.000 0.000 0.000 0.000
U24 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
U22 U23 U24 X W
________ ________ ________ ________ ________
U22 1.000
U23 0.000 1.000
U24 0.000 0.000 1.000
X 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
ALPHA
C1#1 C2#1 X W
________ ________ ________ ________
0.000 0.000 0.000 0.000
BETA
C1#1 C2#1 X W
________ ________ ________ ________
C1#1 0.000 0.000 0.000 0.000
C2#1 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000
PSI
C1#1 C2#1 X W
________ ________ ________ ________
C1#1 0.000
C2#1 0.000 0.000
X 0.000 0.000 0.511
W 0.000 0.000 0.000 0.000
STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS PATTERN 2 2
NU
U11 U12 U13 U14 U21
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U22 U23 U24 X W
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
LAMBDA
C1#1 C2#1 X W
________ ________ ________ ________
U11 0.000 0.000 0.000 0.000
U12 0.000 0.000 0.000 0.000
U13 0.000 0.000 0.000 0.000
U14 0.000 0.000 0.000 0.000
U21 0.000 0.000 0.000 0.000
U22 0.000 0.000 0.000 0.000
U23 0.000 0.000 0.000 0.000
U24 0.000 0.000 0.000 0.000
X 0.000 0.000 1.000 0.000
W 0.000 0.000 0.000 1.000
THETA
U11 U12 U13 U14 U21
________ ________ ________ ________ ________
U11 1.000
U12 0.000 1.000
U13 0.000 0.000 1.000
U14 0.000 0.000 0.000 1.000
U21 0.000 0.000 0.000 0.000 1.000
U22 0.000 0.000 0.000 0.000 0.000
U23 0.000 0.000 0.000 0.000 0.000
U24 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
U22 U23 U24 X W
________ ________ ________ ________ ________
U22 1.000
U23 0.000 1.000
U24 0.000 0.000 1.000
X 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
ALPHA
C1#1 C2#1 X W
________ ________ ________ ________
0.000 0.000 0.000 0.000
BETA
C1#1 C2#1 X W
________ ________ ________ ________
C1#1 0.000 0.000 0.000 0.000
C2#1 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000
PSI
C1#1 C2#1 X W
________ ________ ________ ________
C1#1 0.000
C2#1 0.000 0.000
X 0.000 0.000 0.511
W 0.000 0.000 0.000 0.000
STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS PATTERN 1 1
NU
U11 U12 U13 U14 U21
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U22 U23 U24 X W
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
LAMBDA
C1#1 C2#1 X W
________ ________ ________ ________
U11 0.000 0.000 0.000 0.000
U12 0.000 0.000 0.000 0.000
U13 0.000 0.000 0.000 0.000
U14 0.000 0.000 0.000 0.000
U21 0.000 0.000 0.000 0.000
U22 0.000 0.000 0.000 0.000
U23 0.000 0.000 0.000 0.000
U24 0.000 0.000 0.000 0.000
X 0.000 0.000 1.000 0.000
W 0.000 0.000 0.000 1.000
THETA
U11 U12 U13 U14 U21
________ ________ ________ ________ ________
U11 0.000
U12 0.000 0.000
U13 0.000 0.000 0.000
U14 0.000 0.000 0.000 0.000
U21 0.000 0.000 0.000 0.000 0.000
U22 0.000 0.000 0.000 0.000 0.000
U23 0.000 0.000 0.000 0.000 0.000
U24 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
U22 U23 U24 X W
________ ________ ________ ________ ________
U22 0.000
U23 0.000 0.000
U24 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
ALPHA
C1#1 C2#1 X W
________ ________ ________ ________
0.000 0.000 0.000 0.000
BETA
C1#1 C2#1 X W
________ ________ ________ ________
C1#1 0.000 0.000 0.000 0.000
C2#1 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000
PSI
C1#1 C2#1 X W
________ ________ ________ ________
C1#1 0.050
C2#1 0.000 0.050
X 0.000 0.000 0.000
W 0.000 0.000 0.000 0.438
STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS PATTERN 1 2
NU
U11 U12 U13 U14 U21
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U22 U23 U24 X W
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
LAMBDA
C1#1 C2#1 X W
________ ________ ________ ________
U11 0.000 0.000 0.000 0.000
U12 0.000 0.000 0.000 0.000
U13 0.000 0.000 0.000 0.000
U14 0.000 0.000 0.000 0.000
U21 0.000 0.000 0.000 0.000
U22 0.000 0.000 0.000 0.000
U23 0.000 0.000 0.000 0.000
U24 0.000 0.000 0.000 0.000
X 0.000 0.000 1.000 0.000
W 0.000 0.000 0.000 1.000
THETA
U11 U12 U13 U14 U21
________ ________ ________ ________ ________
U11 0.000
U12 0.000 0.000
U13 0.000 0.000 0.000
U14 0.000 0.000 0.000 0.000
U21 0.000 0.000 0.000 0.000 0.000
U22 0.000 0.000 0.000 0.000 0.000
U23 0.000 0.000 0.000 0.000 0.000
U24 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
U22 U23 U24 X W
________ ________ ________ ________ ________
U22 0.000
U23 0.000 0.000
U24 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
ALPHA
C1#1 C2#1 X W
________ ________ ________ ________
0.000 0.000 0.000 0.000
BETA
C1#1 C2#1 X W
________ ________ ________ ________
C1#1 0.000 0.000 0.000 0.000
C2#1 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000
PSI
C1#1 C2#1 X W
________ ________ ________ ________
C1#1 0.050
C2#1 0.000 0.050
X 0.000 0.000 0.000
W 0.000 0.000 0.000 0.438
STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS PATTERN 2 1
NU
U11 U12 U13 U14 U21
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U22 U23 U24 X W
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
LAMBDA
C1#1 C2#1 X W
________ ________ ________ ________
U11 0.000 0.000 0.000 0.000
U12 0.000 0.000 0.000 0.000
U13 0.000 0.000 0.000 0.000
U14 0.000 0.000 0.000 0.000
U21 0.000 0.000 0.000 0.000
U22 0.000 0.000 0.000 0.000
U23 0.000 0.000 0.000 0.000
U24 0.000 0.000 0.000 0.000
X 0.000 0.000 1.000 0.000
W 0.000 0.000 0.000 1.000
THETA
U11 U12 U13 U14 U21
________ ________ ________ ________ ________
U11 0.000
U12 0.000 0.000
U13 0.000 0.000 0.000
U14 0.000 0.000 0.000 0.000
U21 0.000 0.000 0.000 0.000 0.000
U22 0.000 0.000 0.000 0.000 0.000
U23 0.000 0.000 0.000 0.000 0.000
U24 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
U22 U23 U24 X W
________ ________ ________ ________ ________
U22 0.000
U23 0.000 0.000
U24 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
ALPHA
C1#1 C2#1 X W
________ ________ ________ ________
0.000 0.000 0.000 0.000
BETA
C1#1 C2#1 X W
________ ________ ________ ________
C1#1 0.000 0.000 0.000 0.000
C2#1 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000
PSI
C1#1 C2#1 X W
________ ________ ________ ________
C1#1 0.050
C2#1 0.000 0.050
X 0.000 0.000 0.000
W 0.000 0.000 0.000 0.438
STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS PATTERN 2 2
NU
U11 U12 U13 U14 U21
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U22 U23 U24 X W
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
LAMBDA
C1#1 C2#1 X W
________ ________ ________ ________
U11 0.000 0.000 0.000 0.000
U12 0.000 0.000 0.000 0.000
U13 0.000 0.000 0.000 0.000
U14 0.000 0.000 0.000 0.000
U21 0.000 0.000 0.000 0.000
U22 0.000 0.000 0.000 0.000
U23 0.000 0.000 0.000 0.000
U24 0.000 0.000 0.000 0.000
X 0.000 0.000 1.000 0.000
W 0.000 0.000 0.000 1.000
THETA
U11 U12 U13 U14 U21
________ ________ ________ ________ ________
U11 0.000
U12 0.000 0.000
U13 0.000 0.000 0.000
U14 0.000 0.000 0.000 0.000
U21 0.000 0.000 0.000 0.000 0.000
U22 0.000 0.000 0.000 0.000 0.000
U23 0.000 0.000 0.000 0.000 0.000
U24 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
U22 U23 U24 X W
________ ________ ________ ________ ________
U22 0.000
U23 0.000 0.000
U24 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
ALPHA
C1#1 C2#1 X W
________ ________ ________ ________
0.000 0.000 0.000 0.000
BETA
C1#1 C2#1 X W
________ ________ ________ ________
C1#1 0.000 0.000 0.000 0.000
C2#1 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000
PSI
C1#1 C2#1 X W
________ ________ ________ ________
C1#1 0.050
C2#1 0.000 0.050
X 0.000 0.000 0.000
W 0.000 0.000 0.000 0.438
STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART (WITHIN)
TAU(U) FOR LATENT CLASS PATTERN 1 1
U11$1 U12$1 U13$1 U14$1 U21$1
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
TAU(U) FOR LATENT CLASS PATTERN 1 1
U22$1 U23$1 U24$1
________ ________ ________
0.000 0.000 0.000
TAU(U) FOR LATENT CLASS PATTERN 1 2
U11$1 U12$1 U13$1 U14$1 U21$1
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
TAU(U) FOR LATENT CLASS PATTERN 1 2
U22$1 U23$1 U24$1
________ ________ ________
0.000 0.000 0.000
TAU(U) FOR LATENT CLASS PATTERN 2 1
U11$1 U12$1 U13$1 U14$1 U21$1
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
TAU(U) FOR LATENT CLASS PATTERN 2 1
U22$1 U23$1 U24$1
________ ________ ________
0.000 0.000 0.000
TAU(U) FOR LATENT CLASS PATTERN 2 2
U11$1 U12$1 U13$1 U14$1 U21$1
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
TAU(U) FOR LATENT CLASS PATTERN 2 2
U22$1 U23$1 U24$1
________ ________ ________
0.000 0.000 0.000
STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART (BETWEEN)
TAU(U) FOR LATENT CLASS PATTERN 1 1
U11$1 U12$1 U13$1 U14$1 U21$1
________ ________ ________ ________ ________
-0.557 -0.547 -0.546 -0.561 -0.557
TAU(U) FOR LATENT CLASS PATTERN 1 1
U22$1 U23$1 U24$1
________ ________ ________
-0.547 -0.546 -0.561
TAU(U) FOR LATENT CLASS PATTERN 1 2
U11$1 U12$1 U13$1 U14$1 U21$1
________ ________ ________ ________ ________
-0.557 -0.547 -0.546 -0.561 0.443
TAU(U) FOR LATENT CLASS PATTERN 1 2
U22$1 U23$1 U24$1
________ ________ ________
0.453 0.454 0.439
TAU(U) FOR LATENT CLASS PATTERN 2 1
U11$1 U12$1 U13$1 U14$1 U21$1
________ ________ ________ ________ ________
0.443 0.453 0.454 0.439 -0.557
TAU(U) FOR LATENT CLASS PATTERN 2 1
U22$1 U23$1 U24$1
________ ________ ________
-0.547 -0.546 -0.561
TAU(U) FOR LATENT CLASS PATTERN 2 2
U11$1 U12$1 U13$1 U14$1 U21$1
________ ________ ________ ________ ________
0.443 0.453 0.454 0.439 0.443
TAU(U) FOR LATENT CLASS PATTERN 2 2
U22$1 U23$1 U24$1
________ ________ ________
0.453 0.454 0.439
STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART
ALPHA(C)
C1#1 C1#2 C2#1 C2#2
________ ________ ________ ________
0.000 0.000 0.000 0.000
GAMMA(C)
C1#1 C2#1 X W
________ ________ ________ ________
C1#1 0.000 0.000 0.000 0.000
C1#2 0.000 0.000 0.000 0.000
C2#1 0.000 0.000 0.000 0.000
C2#2 0.000 0.000 0.000 0.000
BETA(C)
C1#1 C1#2
________ ________
C2#1 0.000 0.000
C2#2 0.000 0.000
TECHNICAL 8 OUTPUT
INITIAL STAGE ITERATIONS
TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10825648D+05 0.0000000 0.0000000 EM
2 -0.10758177D+05 67.4710659 0.0062325 FS
3 -0.10572876D+05 185.3012175 0.0172242 FS
4 -0.10544399D+05 28.4767531 0.0026934 EM
5 -0.10500213D+05 44.1864536 0.0041905 EM
6 -0.10506086D+05 -5.8727466 -0.0005593 EM
7 -0.10471966D+05 34.1199047 0.0032476 EM
8 -0.10458819D+05 13.1469984 0.0012554 EM
9 -0.10437683D+05 21.1360382 0.0020209 EM
10 -0.10416468D+05 21.2148583 0.0020325 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.12283155D+05 0.0000000 0.0000000 EM
2 -0.12170502D+05 112.6526865 0.0091713 FS
3 -0.12054546D+05 115.9564074 0.0095277 FS
4 -0.11916547D+05 137.9981053 0.0114478 FS
5 -0.11802691D+05 113.8560484 0.0095544 FS
6 -0.11691233D+05 111.4585111 0.0094435 FS
7 -0.11615215D+05 76.0181726 0.0065022 FS
8 -0.11434961D+05 180.2538785 0.0155188 FS
9 -0.10741261D+05 693.7001747 0.0606648 EM
10 -0.10649999D+05 91.2615871 0.0084964 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.15784029D+05 0.0000000 0.0000000 EM
2 -0.15663683D+05 120.3462009 0.0076246 FS
3 -0.15571473D+05 92.2098856 0.0058869 FS
4 -0.15477954D+05 93.5187853 0.0060058 FS
5 -0.15385557D+05 92.3965320 0.0059696 FS
6 -0.15293886D+05 91.6714638 0.0059583 FS
7 -0.15202911D+05 90.9747163 0.0059484 FS
8 -0.15112639D+05 90.2720830 0.0059378 FS
9 -0.15023026D+05 89.6135061 0.0059297 FS
10 -0.14933844D+05 89.1813457 0.0059363 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.12751024D+05 0.0000000 0.0000000 EM
2 -0.12652565D+05 98.4586902 0.0077216 FS
3 -0.12551805D+05 100.7604364 0.0079636 FS
4 -0.12453292D+05 98.5121938 0.0078484 FS
5 -0.12345950D+05 107.3421389 0.0086196 FS
6 -0.12250123D+05 95.8273192 0.0077618 FS
7 -0.12154661D+05 95.4622198 0.0077928 FS
8 -0.12059456D+05 95.2042301 0.0078327 FS
9 -0.11963899D+05 95.5578330 0.0079239 FS
10 -0.11864140D+05 99.7584895 0.0083383 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.12954779D+05 0.0000000 0.0000000 EM
2 -0.12856788D+05 97.9909369 0.0075641 FS
3 -0.12759195D+05 97.5928399 0.0075908 FS
4 -0.12661531D+05 97.6638518 0.0076544 FS
5 -0.12562958D+05 98.5728530 0.0077852 FS
6 -0.12433095D+05 129.8627188 0.0103370 FS
7 -0.12337173D+05 95.9226824 0.0077151 FS
8 -0.12241602D+05 95.5705247 0.0077465 FS
9 -0.12146414D+05 95.1887016 0.0077758 FS
10 -0.12051691D+05 94.7221236 0.0077984 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.18202621D+05 0.0000000 0.0000000 EM
2 -0.18093928D+05 108.6928406 0.0059713 FS
3 -0.17999347D+05 94.5807032 0.0052272 FS
4 -0.17915443D+05 83.9036797 0.0046615 FS
5 -0.17814693D+05 100.7501986 0.0056237 FS
6 -0.17712064D+05 102.6291675 0.0057609 FS
7 -0.17609423D+05 102.6413466 0.0057950 FS
8 -0.17507836D+05 101.5868529 0.0057689 FS
9 -0.17408163D+05 99.6728510 0.0056930 FS
10 -0.17309968D+05 98.1953663 0.0056408 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.17418246D+05 0.0000000 0.0000000 EM
2 -0.17310408D+05 107.8384517 0.0061911 FS
3 -0.17196485D+05 113.9230074 0.0065812 FS
4 -0.17105085D+05 91.4000527 0.0053150 FS
5 -0.17014057D+05 91.0280137 0.0053217 FS
6 -0.16926785D+05 87.2716339 0.0051294 FS
7 -0.16847607D+05 79.1782300 0.0046777 FS
8 -0.16756474D+05 91.1324403 0.0054092 FS
9 -0.16662452D+05 94.0219371 0.0056111 FS
10 -0.16568302D+05 94.1506995 0.0056505 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.16285494D+05 0.0000000 0.0000000 EM
2 -0.16143021D+05 142.4727528 0.0087484 FS
3 -0.16039619D+05 103.4022329 0.0064054 FS
4 -0.15939315D+05 100.3045473 0.0062535 FS
5 -0.15840315D+05 98.9992553 0.0062110 FS
6 -0.15741618D+05 98.6973835 0.0062308 FS
7 -0.15643059D+05 98.5591430 0.0062611 FS
8 -0.15544591D+05 98.4681493 0.0062947 FS
9 -0.15446195D+05 98.3954104 0.0063299 FS
10 -0.15347865D+05 98.3306140 0.0063660 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.16435402D+05 0.0000000 0.0000000 EM
2 -0.16336097D+05 99.3055088 0.0060422 FS
3 -0.16239467D+05 96.6296222 0.0059151 FS
4 -0.16144328D+05 95.1394093 0.0058585 FS
5 -0.16048821D+05 95.5061423 0.0059158 FS
6 -0.15951635D+05 97.1868584 0.0060557 FS
7 -0.15853082D+05 98.5529728 0.0061782 FS
8 -0.15753991D+05 99.0905467 0.0062506 FS
9 -0.15654732D+05 99.2589707 0.0063006 FS
10 -0.15555354D+05 99.3785225 0.0063481 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.16781586D+05 0.0000000 0.0000000 EM
2 -0.16682643D+05 98.9423070 0.0058959 FS
3 -0.16583293D+05 99.3507478 0.0059553 FS
4 -0.16484045D+05 99.2477556 0.0059848 FS
5 -0.16384874D+05 99.1704878 0.0060162 FS
6 -0.16285776D+05 99.0980264 0.0060481 FS
7 -0.16186749D+05 99.0276977 0.0060806 FS
8 -0.16087791D+05 98.9576492 0.0061135 FS
9 -0.15988904D+05 98.8869030 0.0061467 FS
10 -0.15890089D+05 98.8148566 0.0061802 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.16193228D+05 0.0000000 0.0000000 EM
2 -0.16094735D+05 98.4935490 0.0060824 FS
3 -0.15996430D+05 98.3048556 0.0061079 FS
4 -0.15898218D+05 98.2113625 0.0061396 FS
5 -0.15800085D+05 98.1329670 0.0061726 FS
6 -0.15702024D+05 98.0613778 0.0062064 FS
7 -0.15604032D+05 97.9917437 0.0062407 FS
8 -0.15506110D+05 97.9221241 0.0062754 FS
9 -0.15408258D+05 97.8521994 0.0063106 FS
10 -0.15310476D+05 97.7821293 0.0063461 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.12490494D+05 0.0000000 0.0000000 EM
2 -0.12395266D+05 95.2280201 0.0076240 FS
3 -0.12301171D+05 94.0945189 0.0075912 FS
4 -0.12209788D+05 91.3833443 0.0074288 FS
5 -0.12120658D+05 89.1293649 0.0072998 FS
6 -0.12033998D+05 86.6602073 0.0071498 FS
7 -0.11951214D+05 82.7842017 0.0068792 FS
8 -0.11877015D+05 74.1992458 0.0062085 FS
9 -0.11804178D+05 72.8366297 0.0061326 FS
10 -0.11642455D+05 161.7229834 0.0137005 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11808784D+05 0.0000000 0.0000000 EM
2 -0.11732039D+05 76.7445769 0.0064989 FS
3 -0.11641081D+05 90.9583995 0.0077530 FS
4 -0.11549230D+05 91.8506796 0.0078902 FS
5 -0.11457098D+05 92.1318343 0.0079773 FS
6 -0.11364759D+05 92.3397508 0.0080596 FS
7 -0.11272078D+05 92.6807225 0.0081551 FS
8 -0.11178396D+05 93.6821010 0.0083110 FS
9 -0.11076872D+05 101.5234295 0.0090821 FS
10 -0.10979181D+05 97.6912304 0.0088194 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.16505898D+05 0.0000000 0.0000000 EM
2 -0.16403707D+05 102.1915892 0.0061912 FS
3 -0.16301622D+05 102.0844088 0.0062233 FS
4 -0.16200592D+05 101.0301851 0.0061976 FS
5 -0.16100314D+05 100.2782516 0.0061898 FS
6 -0.16000520D+05 99.7938246 0.0061983 FS
7 -0.15901032D+05 99.4877354 0.0062178 FS
8 -0.15801740D+05 99.2922325 0.0062444 FS
9 -0.15702574D+05 99.1662362 0.0062757 FS
10 -0.15603485D+05 99.0889161 0.0063104 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.20871092D+05 0.0000000 0.0000000 EM
2 -0.20652912D+05 218.1799921 0.0104537 FS
3 -0.20553405D+05 99.5072120 0.0048181 FS
4 -0.20454090D+05 99.3148730 0.0048320 FS
5 -0.20354761D+05 99.3293395 0.0048562 FS
6 -0.20255357D+05 99.4031689 0.0048835 FS
7 -0.20155788D+05 99.5698353 0.0049157 FS
8 -0.20055646D+05 100.1419195 0.0049684 FS
9 -0.19936163D+05 119.4824942 0.0059575 FS
10 -0.19836985D+05 99.1783552 0.0049748 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.13492459D+05 0.0000000 0.0000000 EM
2 -0.13396669D+05 95.7900743 0.0070995 FS
3 -0.13301336D+05 95.3325404 0.0071161 FS
4 -0.13207226D+05 94.1105057 0.0070753 FS
5 -0.13113499D+05 93.7264037 0.0070966 FS
6 -0.13020037D+05 93.4619215 0.0071272 FS
7 -0.12926808D+05 93.2292472 0.0071604 FS
8 -0.12833807D+05 93.0014518 0.0071945 FS
9 -0.12741042D+05 92.7647977 0.0072282 FS
10 -0.12648531D+05 92.5107580 0.0072608 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.12903974D+05 0.0000000 0.0000000 EM
2 -0.12804386D+05 99.5874830 0.0077176 FS
3 -0.12712940D+05 91.4458486 0.0071418 FS
4 -0.12622438D+05 90.5023111 0.0071189 FS
5 -0.12534601D+05 87.8372752 0.0069588 FS
6 -0.12450363D+05 84.2379822 0.0067204 FS
7 -0.12370885D+05 79.4774789 0.0063835 FS
8 -0.12294862D+05 76.0235358 0.0061454 FS
9 -0.12218954D+05 75.9073822 0.0061739 FS
10 -0.12143374D+05 75.5800913 0.0061855 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.18290090D+05 0.0000000 0.0000000 EM
2 -0.18199527D+05 90.5623185 0.0049514 FS
3 -0.18108775D+05 90.7520699 0.0049865 FS
4 -0.18011831D+05 96.9443304 0.0053534 FS
5 -0.17914875D+05 96.9553368 0.0053829 FS
6 -0.17817938D+05 96.9378332 0.0054110 FS
7 -0.17721061D+05 96.8763253 0.0054370 FS
8 -0.17624295D+05 96.7662998 0.0054605 FS
9 -0.17527701D+05 96.5942319 0.0054807 FS
10 -0.17431358D+05 96.3423573 0.0054966 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.14977215D+05 0.0000000 0.0000000 EM
2 -0.14878701D+05 98.5137218 0.0065776 FS
3 -0.14778107D+05 100.5945402 0.0067610 FS
4 -0.14679936D+05 98.1707114 0.0066430 FS
5 -0.14581730D+05 98.2063141 0.0066898 FS
6 -0.14482416D+05 99.3142974 0.0068109 FS
7 -0.14384357D+05 98.0581281 0.0067708 FS
8 -0.14284058D+05 100.2994905 0.0069728 FS
9 -0.14186355D+05 97.7031503 0.0068400 FS
10 -0.14088551D+05 97.8041859 0.0068942 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.20909187D+05 0.0000000 0.0000000 EM
2 -0.20808265D+05 100.9223863 0.0048267 FS
3 -0.20711802D+05 96.4627805 0.0046358 FS
4 -0.20610476D+05 101.3256786 0.0048922 FS
5 -0.20511999D+05 98.4771269 0.0047780 FS
6 -0.20413439D+05 98.5602440 0.0048050 FS
7 -0.20314869D+05 98.5700202 0.0048287 FS
8 -0.20216296D+05 98.5724375 0.0048522 FS
9 -0.20117721D+05 98.5752599 0.0048760 FS
10 -0.20019142D+05 98.5791276 0.0049001 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.15300617D+05 0.0000000 0.0000000 EM
2 -0.15196314D+05 104.3026180 0.0068169 FS
3 -0.15092794D+05 103.5201074 0.0068122 FS
4 -0.14991482D+05 101.3127110 0.0067127 FS
5 -0.14891311D+05 100.1709862 0.0066819 FS
6 -0.14789753D+05 101.5572727 0.0068199 FS
7 -0.14681168D+05 108.5856931 0.0073420 FS
8 -0.14581505D+05 99.6629089 0.0067885 FS
9 -0.14483487D+05 98.0180583 0.0067221 FS
10 -0.14384513D+05 98.9736939 0.0068336 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 21
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.13040520D+05 0.0000000 0.0000000 EM
2 -0.12882882D+05 157.6386370 0.0120884 FS
3 -0.12778526D+05 104.3553474 0.0081003 FS
4 -0.12680602D+05 97.9240321 0.0076632 FS
5 -0.12583748D+05 96.8545168 0.0076380 FS
6 -0.12486214D+05 97.5342033 0.0077508 FS
7 -0.12380973D+05 105.2409295 0.0084286 FS
8 -0.12278672D+05 102.3012326 0.0082628 FS
9 -0.12173368D+05 105.3036177 0.0085761 FS
10 -0.12077884D+05 95.4836289 0.0078436 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 22
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11364569D+05 0.0000000 0.0000000 EM
2 -0.11271459D+05 93.1103086 0.0081930 FS
3 -0.11180871D+05 90.5879918 0.0080369 FS
4 -0.11090282D+05 90.5887825 0.0081021 FS
5 -0.11003640D+05 86.6426526 0.0078125 FS
6 -0.10919081D+05 84.5587376 0.0076846 FS
7 -0.10835812D+05 83.2686667 0.0076260 FS
8 -0.10750075D+05 85.7372212 0.0079124 FS
9 -0.10664534D+05 85.5406756 0.0079572 FS
10 -0.10560591D+05 103.9430934 0.0097466 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.12477458D+05 0.0000000 0.0000000 EM
2 -0.12371292D+05 106.1656205 0.0085086 FS
3 -0.12265624D+05 105.6683327 0.0085414 FS
4 -0.12160715D+05 104.9080783 0.0085530 FS
5 -0.12054480D+05 106.2355963 0.0087360 FS
6 -0.11918650D+05 135.8298641 0.0112680 FS
7 -0.11826438D+05 92.2119840 0.0077368 FS
8 -0.11771935D+05 54.5029362 0.0046086 FS
9 -0.11675147D+05 96.7884890 0.0082220 FS
10 -0.11579122D+05 96.0244339 0.0082247 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 24
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.17856250D+05 0.0000000 0.0000000 EM
2 -0.17745656D+05 110.5945796 0.0061936 FS
3 -0.17646272D+05 99.3833501 0.0056004 FS
4 -0.17547189D+05 99.0834371 0.0056150 FS
5 -0.17448097D+05 99.0916037 0.0056471 FS
6 -0.17349064D+05 99.0337218 0.0056759 FS
7 -0.17250103D+05 98.9609821 0.0057041 FS
8 -0.17151199D+05 98.9040760 0.0057335 FS
9 -0.17052338D+05 98.8603444 0.0057640 FS
10 -0.16953513D+05 98.8251754 0.0057954 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 25
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.12577557D+05 0.0000000 0.0000000 EM
2 -0.12540998D+05 36.5588847 0.0029067 FS
3 -0.12321720D+05 219.2779867 0.0174849 FS
4 -0.12227265D+05 94.4553900 0.0076658 FS
5 -0.12133758D+05 93.5070918 0.0076474 FS
6 -0.12041551D+05 92.2070162 0.0075992 FS
7 -0.11951429D+05 90.1215394 0.0074842 FS
8 -0.11863715D+05 87.7140060 0.0073392 FS
9 -0.11687825D+05 175.8902824 0.0148259 FS
10 -0.11434329D+05 253.4965363 0.0216889 FS
FINAL STAGE ITERATIONS
TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10825648D+05 0.0000000 0.0000000 EM
2 -0.10758177D+05 67.4710659 0.0062325 FS
3 -0.10572876D+05 185.3012175 0.0172242 FS
4 -0.10544399D+05 28.4767531 0.0026934 EM
5 -0.10500213D+05 44.1864536 0.0041905 EM
6 -0.10506086D+05 -5.8727466 -0.0005593 EM
7 -0.10471966D+05 34.1199047 0.0032476 EM
8 -0.10458819D+05 13.1469984 0.0012554 EM
9 -0.10437683D+05 21.1360382 0.0020209 EM
10 -0.10416468D+05 21.2148583 0.0020325 EM
11 -0.10395077D+05 21.3909000 0.0020536 EM
12 -0.10379956D+05 15.1213599 0.0014547 EM
13 -0.10362460D+05 17.4960422 0.0016856 EM
14 -0.10342818D+05 19.6414850 0.0018954 EM
15 -0.10324654D+05 18.1646246 0.0017563 EM
16 -0.10307779D+05 16.8742831 0.0016344 EM
17 -0.10293066D+05 14.7132553 0.0014274 EM
18 -0.10282058D+05 11.0075540 0.0010694 EM
19 -0.10274489D+05 7.5691044 0.0007361 EM
20 -0.10269314D+05 5.1751422 0.0005037 EM
21 -0.10265583D+05 3.7310353 0.0003633 EM
22 -0.10262738D+05 2.8450905 0.0002771 EM
23 -0.10260490D+05 2.2478051 0.0002190 EM
24 -0.10258683D+05 1.8068146 0.0001761 EM
25 -0.10257221D+05 1.4627690 0.0001426 EM
26 -0.10256033D+05 1.1873033 0.0001158 EM
27 -0.10255069D+05 0.9644787 0.0000940 EM
28 -0.10254285D+05 0.7836560 0.0000764 EM
29 -0.10253648D+05 0.6368544 0.0000621 EM
30 -0.10253131D+05 0.5177303 0.0000505 EM
31 -0.10252710D+05 0.4211247 0.0000411 EM
32 -0.10252367D+05 0.3428461 0.0000334 EM
33 -0.10252087D+05 0.2793719 0.0000272 EM
34 -0.10251859D+05 0.2279117 0.0000222 EM
35 -0.10251673D+05 0.1861854 0.0000182 EM
36 -0.10251521D+05 0.1523269 0.0000149 EM
37 -0.10251396D+05 0.1248267 0.0000122 EM
38 -0.10251294D+05 0.1024648 0.0000100 EM
39 -0.10251209D+05 0.0842567 0.0000082 EM
40 -0.10251140D+05 0.0694087 0.0000068 EM
41 -0.10251083D+05 0.0572813 0.0000056 EM
42 -0.10251035D+05 0.0473593 0.0000046 EM
43 -0.10250996D+05 0.0392274 0.0000038 EM
44 -0.10250964D+05 0.0325510 0.0000032 EM
45 -0.10250936D+05 0.0270601 0.0000026 EM
46 -0.10250914D+05 0.0225363 0.0000022 EM
47 -0.10250895D+05 0.0188034 0.0000018 EM
48 -0.10250879D+05 0.0157183 0.0000015 EM
49 -0.10250866D+05 0.0131648 0.0000013 EM
50 -0.10250855D+05 0.0110501 0.0000011 EM
51 -0.10250846D+05 0.0092946 0.0000009 EM
52 -0.10250838D+05 0.0078371 0.0000008 EM
53 -0.10250831D+05 0.0066261 0.0000006 EM
54 -0.10250826D+05 0.0056195 0.0000005 EM
55 -0.10250821D+05 0.0047827 0.0000005 EM
56 -0.10250817D+05 0.0040872 0.0000004 EM
57 -0.10250813D+05 0.0035093 0.0000003 EM
58 -0.10250810D+05 0.0030298 0.0000003 EM
59 -0.10250808D+05 0.0026324 0.0000003 EM
60 -0.10250805D+05 0.0023039 0.0000002 EM
61 -0.10250803D+05 0.0020331 0.0000002 EM
62 -0.10250802D+05 0.0018108 0.0000002 EM
63 -0.10250800D+05 0.0016293 0.0000002 EM
64 -0.10250798D+05 0.0014823 0.0000001 EM
65 -0.10250607D+05 0.1911793 0.0000187 QN
66 -0.10250577D+05 0.0305730 0.0000030 EM
67 -0.10250562D+05 0.0142952 0.0000014 EM
68 -0.10250553D+05 0.0098215 0.0000010 EM
69 -0.10250545D+05 0.0078895 0.0000008 EM
70 -0.10250538D+05 0.0067174 0.0000007 EM
71 -0.10250532D+05 0.0058679 0.0000006 EM
72 -0.10250527D+05 0.0052023 0.0000005 EM
73 -0.10250522D+05 0.0046619 0.0000005 EM
74 -0.10250518D+05 0.0042145 0.0000004 EM
75 -0.10250514D+05 0.0038390 0.0000004 EM
76 -0.10250511D+05 0.0035204 0.0000003 EM
77 -0.10250507D+05 0.0032473 0.0000003 EM
78 -0.10250504D+05 0.0030111 0.0000003 EM
79 -0.10250454D+05 0.0505672 0.0000049 QN
80 -0.10250454D+05 0.0001098 0.0000000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 22
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11364569D+05 0.0000000 0.0000000 EM
2 -0.11271459D+05 93.1103086 0.0081930 FS
3 -0.11180871D+05 90.5879918 0.0080369 FS
4 -0.11090282D+05 90.5887825 0.0081021 FS
5 -0.11003640D+05 86.6426526 0.0078125 FS
6 -0.10919081D+05 84.5587376 0.0076846 FS
7 -0.10835812D+05 83.2686667 0.0076260 FS
8 -0.10750075D+05 85.7372212 0.0079124 FS
9 -0.10664534D+05 85.5406756 0.0079572 FS
10 -0.10560591D+05 103.9430934 0.0097466 FS
11 -0.10448314D+05 112.2767117 0.0106317 EM
12 -0.10422530D+05 25.7839841 0.0024678 EM
13 -0.10412453D+05 10.0775454 0.0009669 EM
14 -0.10406977D+05 5.4755057 0.0005259 EM
15 -0.10403095D+05 3.8821376 0.0003730 EM
16 -0.10399881D+05 3.2147851 0.0003090 EM
17 -0.10396978D+05 2.9022220 0.0002791 EM
18 -0.10394224D+05 2.7543795 0.0002649 EM
19 -0.10391530D+05 2.6938706 0.0002592 EM
20 -0.10388846D+05 2.6840094 0.0002583 EM
21 -0.10386140D+05 2.7057046 0.0002604 EM
22 -0.10383392D+05 2.7484916 0.0002646 EM
23 -0.10380585D+05 2.8064489 0.0002703 EM
24 -0.10377709D+05 2.8761279 0.0002771 EM
25 -0.10374754D+05 2.9554362 0.0002848 EM
26 -0.10371711D+05 3.0430116 0.0002933 EM
27 -0.10368573D+05 3.1378572 0.0003025 EM
28 -0.10365334D+05 3.2391184 0.0003124 EM
29 -0.10361988D+05 3.3459393 0.0003228 EM
30 -0.10358531D+05 3.4573415 0.0003337 EM
31 -0.10354958D+05 3.5722484 0.0003449 EM
32 -0.10351269D+05 3.6892225 0.0003563 EM
33 -0.10347462D+05 3.8066056 0.0003677 EM
34 -0.10343540D+05 3.9223905 0.0003791 EM
35 -0.10339506D+05 4.0342026 0.0003900 EM
36 -0.10335367D+05 4.1392927 0.0004003 EM
37 -0.10331132D+05 4.2345548 0.0004097 EM
38 -0.10326815D+05 4.3165784 0.0004178 EM
39 -0.10322434D+05 4.3817443 0.0004243 EM
40 -0.10318007D+05 4.4263681 0.0004288 EM
41 -0.10313560D+05 4.4468872 0.0004310 EM
42 -0.10309120D+05 4.4400952 0.0004305 EM
43 -0.10304717D+05 4.4033904 0.0004271 EM
44 -0.10300382D+05 4.3350275 0.0004207 EM
45 -0.10296148D+05 4.2343348 0.0004111 EM
46 -0.10292046D+05 4.1018653 0.0003984 EM
47 -0.10288106D+05 3.9394559 0.0003828 EM
48 -0.10284356D+05 3.7501755 0.0003645 EM
49 -0.10280818D+05 3.5381640 0.0003440 EM
50 -0.10277510D+05 3.3083758 0.0003218 EM
51 -0.10274443D+05 3.0662599 0.0002983 EM
52 -0.10271626D+05 2.8174149 0.0002742 EM
53 -0.10269059D+05 2.5672577 0.0002499 EM
54 -0.10266738D+05 2.3207605 0.0002260 EM
55 -0.10264656D+05 2.0821367 0.0002028 EM
56 -0.10262801D+05 1.8549444 0.0001807 EM
57 -0.10261159D+05 1.6417322 0.0001600 EM
58 -0.10259715D+05 1.4442967 0.0001408 EM
59 -0.10258451D+05 1.2636427 0.0001232 EM
60 -0.10257351D+05 1.1001090 0.0001072 EM
61 -0.10256398D+05 0.9534892 0.0000930 EM
62 -0.10255574D+05 0.8231566 0.0000803 EM
63 -0.10254866D+05 0.7081811 0.0000691 EM
64 -0.10254259D+05 0.6074343 0.0000592 EM
65 -0.10253962D+05 0.2971807 0.0000290 QN
66 -0.10253398D+05 0.5635110 0.0000550 EM
67 -0.10252945D+05 0.4526774 0.0000441 EM
68 -0.10252567D+05 0.3780511 0.0000369 EM
69 -0.10252250D+05 0.3172690 0.0000309 EM
70 -0.10251984D+05 0.2662626 0.0000260 EM
71 -0.10251760D+05 0.2233245 0.0000218 EM
72 -0.10251573D+05 0.1872196 0.0000183 EM
73 -0.10251416D+05 0.1569130 0.0000153 EM
74 -0.10251285D+05 0.1315177 0.0000128 EM
75 -0.10251175D+05 0.1102699 0.0000108 EM
76 -0.10251082D+05 0.0925152 0.0000090 EM
77 -0.10251004D+05 0.0776949 0.0000076 EM
78 -0.10250939D+05 0.0653346 0.0000064 EM
79 -0.10250884D+05 0.0550332 0.0000054 EM
80 -0.10250838D+05 0.0464525 0.0000045 EM
81 -0.10250798D+05 0.0393083 0.0000038 EM
82 -0.10250765D+05 0.0333620 0.0000033 EM
83 -0.10250736D+05 0.0284141 0.0000028 EM
84 -0.10250712D+05 0.0242976 0.0000024 EM
85 -0.10250691D+05 0.0208731 0.0000020 EM
86 -0.10250673D+05 0.0180240 0.0000018 EM
87 -0.10250658D+05 0.0156533 0.0000015 EM
88 -0.10250644D+05 0.0136799 0.0000013 EM
89 -0.10250632D+05 0.0120372 0.0000012 EM
90 -0.10250621D+05 0.0106664 0.0000010 EM
91 -0.10250612D+05 0.0095223 0.0000009 EM
92 -0.10250603D+05 0.0085655 0.0000008 EM
93 -0.10250595D+05 0.0077636 0.0000008 EM
94 -0.10250588D+05 0.0070894 0.0000007 EM
95 -0.10250582D+05 0.0065205 0.0000006 EM
96 -0.10250576D+05 0.0060381 0.0000006 EM
97 -0.10250570D+05 0.0056269 0.0000005 EM
98 -0.10250565D+05 0.0052738 0.0000005 EM
99 -0.10250560D+05 0.0049683 0.0000005 EM
100 -0.10250555D+05 0.0047018 0.0000005 EM
101 -0.10250551D+05 0.0044669 0.0000004 EM
102 -0.10250546D+05 0.0042578 0.0000004 EM
103 -0.10250542D+05 0.0040696 0.0000004 EM
104 -0.10250538D+05 0.0038984 0.0000004 EM
105 -0.10250535D+05 0.0037411 0.0000004 EM
106 -0.10250531D+05 0.0035949 0.0000004 EM
107 -0.10250456D+05 0.0748637 0.0000073 QN
108 -0.10250455D+05 0.0014829 0.0000001 EM
109 -0.10250454D+05 0.0004300 0.0000000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.12283155D+05 0.0000000 0.0000000 EM
2 -0.12170502D+05 112.6526865 0.0091713 FS
3 -0.12054546D+05 115.9564074 0.0095277 FS
4 -0.11916547D+05 137.9981053 0.0114478 FS
5 -0.11802691D+05 113.8560484 0.0095544 FS
6 -0.11691233D+05 111.4585111 0.0094435 FS
7 -0.11615215D+05 76.0181726 0.0065022 FS
8 -0.11434961D+05 180.2538785 0.0155188 FS
9 -0.10741261D+05 693.7001747 0.0606648 EM
10 -0.10649999D+05 91.2615871 0.0084964 EM
11 -0.10604643D+05 45.3560044 0.0042588 EM
12 -0.10563896D+05 40.7466619 0.0038423 EM
13 -0.10518952D+05 44.9442015 0.0042545 EM
14 -0.10466085D+05 52.8667685 0.0050259 EM
15 -0.10408486D+05 57.5995500 0.0055034 EM
16 -0.10356740D+05 51.7460790 0.0049715 EM
17 -0.10319709D+05 37.0303712 0.0035755 EM
18 -0.10297141D+05 22.5685304 0.0021869 EM
19 -0.10283787D+05 13.3539656 0.0012969 EM
20 -0.10275267D+05 8.5204449 0.0008285 EM
21 -0.10269284D+05 5.9828479 0.0005823 EM
22 -0.10264807D+05 4.4764323 0.0004359 EM
23 -0.10261366D+05 3.4417308 0.0003353 EM
24 -0.10258713D+05 2.6529972 0.0002585 EM
25 -0.10256688D+05 2.0244935 0.0001973 EM
26 -0.10255162D+05 1.5258189 0.0001488 EM
27 -0.10254021D+05 1.1409064 0.0001113 EM
28 -0.10253169D+05 0.8520416 0.0000831 EM
29 -0.10252530D+05 0.6388484 0.0000623 EM
30 -0.10252048D+05 0.4820420 0.0000470 EM
31 -0.10251682D+05 0.3660883 0.0000357 EM
32 -0.10251403D+05 0.2795069 0.0000273 EM
33 -0.10251188D+05 0.2143134 0.0000209 EM
34 -0.10251024D+05 0.1648498 0.0000161 EM
35 -0.10250897D+05 0.1271128 0.0000124 EM
36 -0.10250798D+05 0.0982062 0.0000096 EM
37 -0.10250722D+05 0.0759989 0.0000074 EM
38 -0.10250663D+05 0.0589004 0.0000057 EM
39 -0.10250618D+05 0.0457117 0.0000045 EM
40 -0.10250582D+05 0.0355230 0.0000035 EM
41 -0.10250555D+05 0.0276408 0.0000027 EM
42 -0.10250533D+05 0.0215350 0.0000021 EM
43 -0.10250516D+05 0.0167993 0.0000016 EM
44 -0.10250503D+05 0.0131220 0.0000013 EM
45 -0.10250493D+05 0.0102640 0.0000010 EM
46 -0.10250485D+05 0.0080385 0.0000008 EM
47 -0.10250478D+05 0.0063046 0.0000006 EM
48 -0.10250474D+05 0.0049523 0.0000005 EM
49 -0.10250470D+05 0.0038965 0.0000004 EM
50 -0.10250467D+05 0.0030713 0.0000003 EM
51 -0.10250464D+05 0.0024257 0.0000002 EM
52 -0.10250462D+05 0.0019201 0.0000002 EM
53 -0.10250456D+05 0.0064529 0.0000006 FS
54 -0.10250454D+05 0.0014068 0.0000001 EM
55 -0.10250454D+05 0.0002027 0.0000000 EM
Beginning Time: 22:48:59
Ending Time: 22:57:09
Elapsed Time: 00:08:10
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