Mplus VERSION 8.8
MUTHEN & MUTHEN
04/19/2022 10:46 PM
INPUT INSTRUCTIONS
TITLE: this is an example of a two-level GMM (three-level analysis)
for a continuous outcome with a between-level
categorical latent variable
DATA: FILE = ex10.10.dat;
VARIABLE: NAMES ARE y1-y4 x w dummyb dummy clus;
USEVARIABLES = y1-w;
CLASSES = cb(2) c(2);
WITHIN = x;
BETWEEN = cb w;
CLUSTER = clus;
ANALYSIS: TYPE = TWOLEVEL MIXTURE;
PROCESSORS = 2;
MODEL:
%WITHIN%
%OVERALL%
iw sw | y1@0 y2@1 y3@2 y4@3;
iw sw ON x;
c ON x;
%BETWEEN%
%OVERALL%
ib sb | y1@0 y2@1 y3@2 y4@3;
ib2 | y1-y4@1;
y1-y4@0;
ib sb ON w;
c#1 ON w;
sb@0; c#1;
ib2@0;
cb ON w;
MODEL c:
%BETWEEN%
%c#1%
[ib sb];
%c#2%
[ib sb];
MODEL cb:
%BETWEEN%
%cb#1%
[ib2@0];
%cb#2%
[ib2];
OUTPUT: TECH1 TECH8;
*** WARNING in MODEL command
All continuous latent variable covariances involving SB on the between level
have been fixed to 0 because the variance of SB is fixed at 0.
1 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS
this is an example of a two-level GMM (three-level analysis)
for a continuous outcome with a between-level
categorical latent variable
SUMMARY OF ANALYSIS
Number of groups 1
Number of observations 2000
Number of dependent variables 4
Number of independent variables 2
Number of continuous latent variables 5
Number of categorical latent variables 2
Observed dependent variables
Continuous
Y1 Y2 Y3 Y4
Observed independent variables
X W
Continuous latent variables
IW SW IB SB IB2
Categorical latent variables
CB 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 2
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
Parameterization LOGIT
Cholesky OFF
Input data file(s)
ex10.10.dat
Input data format FREE
SUMMARY OF DATA
Number of clusters 100
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
Y1 2.902 -0.149 -4.441 0.05% 1.076 2.459 2.997
2000.000 4.794 -0.123 10.427 0.05% 3.549 4.751
Y2 3.659 -0.064 -5.011 0.05% 1.528 3.119 3.742
2000.000 6.405 -0.043 12.407 0.05% 4.316 5.758
Y3 4.445 -0.083 -5.373 0.05% 1.736 3.721 4.579
2000.000 9.985 -0.073 15.090 0.05% 5.237 7.109
Y4 5.273 -0.063 -7.860 0.05% 2.057 4.370 5.279
2000.000 15.194 -0.056 18.775 0.05% 6.202 8.574
X -0.018 -0.081 -3.329 0.05% -0.875 -0.266 -0.006
2000.000 1.001 -0.169 3.587 0.05% 0.254 0.854
W 0.004 0.167 -2.417 1.00% -0.966 -0.322 -0.097
100.000 1.005 -0.256 2.631 1.00% 0.234 0.975
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:
-11854.500 851945 18
-11854.504 903420 5
-11862.261 195873 6
-11971.764 68985 17
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 23
Loglikelihood
H0 Value -11854.500
H0 Scaling Correction Factor 0.9975
for MLR
Information Criteria
Akaike (AIC) 23755.001
Bayesian (BIC) 23883.821
Sample-Size Adjusted BIC 23810.749
(n* = (n + 2) / 24)
MODEL RESULTS USE THE LATENT CLASS VARIABLE ORDER
CB C
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASS PATTERNS
BASED ON ESTIMATED POSTERIOR PROBABILITIES
Latent Class
Pattern
1 1 514.25439 0.25713
1 2 414.51412 0.20726
2 1 328.37008 0.16419
2 2 742.86141 0.37143
FINAL CLASS COUNTS AND PROPORTIONS FOR EACH LATENT CLASS VARIABLE
BASED ON ESTIMATED POSTERIOR PROBABILITIES
Latent Class
Variable Class
CB 1 928.76849 0.46438
2 1071.23145 0.53562
C 1 842.62445 0.42131
2 1157.37549 0.57869
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 1 523 0.26150
1 2 397 0.19850
2 1 322 0.16100
2 2 758 0.37900
FINAL CLASS COUNTS AND PROPORTIONS FOR EACH LATENT CLASS VARIABLE
BASED ON THEIR MOST LIKELY LATENT CLASS PATTERN
Latent Class
Variable Class
CB 1 920 0.46000
2 1080 0.54000
C 1 845 0.42250
2 1155 0.57750
CLASSIFICATION QUALITY
Entropy 0.788
MODEL RESULTS
Two-Tailed
Estimate S.E. Est./S.E. P-Value
Within Level
Latent Class Pattern 1 1
IW |
Y1 1.000 0.000 999.000 999.000
Y2 1.000 0.000 999.000 999.000
Y3 1.000 0.000 999.000 999.000
Y4 1.000 0.000 999.000 999.000
SW |
Y1 0.000 0.000 999.000 999.000
Y2 1.000 0.000 999.000 999.000
Y3 2.000 0.000 999.000 999.000
Y4 3.000 0.000 999.000 999.000
IW ON
X 1.013 0.033 30.703 0.000
SW ON
X 0.717 0.018 39.966 0.000
SW WITH
IW -0.036 0.023 -1.589 0.112
Residual Variances
Y1 0.260 0.025 10.419 0.000
Y2 0.262 0.012 21.023 0.000
Y3 0.217 0.015 14.182 0.000
Y4 0.306 0.034 9.067 0.000
IW 1.083 0.055 19.604 0.000
SW 0.386 0.014 27.065 0.000
Latent Class Pattern 1 2
IW |
Y1 1.000 0.000 999.000 999.000
Y2 1.000 0.000 999.000 999.000
Y3 1.000 0.000 999.000 999.000
Y4 1.000 0.000 999.000 999.000
SW |
Y1 0.000 0.000 999.000 999.000
Y2 1.000 0.000 999.000 999.000
Y3 2.000 0.000 999.000 999.000
Y4 3.000 0.000 999.000 999.000
IW ON
X 1.013 0.033 30.703 0.000
SW ON
X 0.717 0.018 39.966 0.000
SW WITH
IW -0.036 0.023 -1.589 0.112
Residual Variances
Y1 0.260 0.025 10.419 0.000
Y2 0.262 0.012 21.023 0.000
Y3 0.217 0.015 14.182 0.000
Y4 0.306 0.034 9.067 0.000
IW 1.083 0.055 19.604 0.000
SW 0.386 0.014 27.065 0.000
Latent Class Pattern 2 1
IW |
Y1 1.000 0.000 999.000 999.000
Y2 1.000 0.000 999.000 999.000
Y3 1.000 0.000 999.000 999.000
Y4 1.000 0.000 999.000 999.000
SW |
Y1 0.000 0.000 999.000 999.000
Y2 1.000 0.000 999.000 999.000
Y3 2.000 0.000 999.000 999.000
Y4 3.000 0.000 999.000 999.000
IW ON
X 1.013 0.033 30.703 0.000
SW ON
X 0.717 0.018 39.966 0.000
SW WITH
IW -0.036 0.023 -1.589 0.112
Residual Variances
Y1 0.260 0.025 10.419 0.000
Y2 0.262 0.012 21.023 0.000
Y3 0.217 0.015 14.182 0.000
Y4 0.306 0.034 9.067 0.000
IW 1.083 0.055 19.604 0.000
SW 0.386 0.014 27.065 0.000
Latent Class Pattern 2 2
IW |
Y1 1.000 0.000 999.000 999.000
Y2 1.000 0.000 999.000 999.000
Y3 1.000 0.000 999.000 999.000
Y4 1.000 0.000 999.000 999.000
SW |
Y1 0.000 0.000 999.000 999.000
Y2 1.000 0.000 999.000 999.000
Y3 2.000 0.000 999.000 999.000
Y4 3.000 0.000 999.000 999.000
IW ON
X 1.013 0.033 30.703 0.000
SW ON
X 0.717 0.018 39.966 0.000
SW WITH
IW -0.036 0.023 -1.589 0.112
Residual Variances
Y1 0.260 0.025 10.419 0.000
Y2 0.262 0.012 21.023 0.000
Y3 0.217 0.015 14.182 0.000
Y4 0.306 0.034 9.067 0.000
IW 1.083 0.055 19.604 0.000
SW 0.386 0.014 27.065 0.000
Between Level
Latent Class Pattern 1 1
IB |
Y1 1.000 0.000 999.000 999.000
Y2 1.000 0.000 999.000 999.000
Y3 1.000 0.000 999.000 999.000
Y4 1.000 0.000 999.000 999.000
SB |
Y1 0.000 0.000 999.000 999.000
Y2 1.000 0.000 999.000 999.000
Y3 2.000 0.000 999.000 999.000
Y4 3.000 0.000 999.000 999.000
IB2 |
Y1 1.000 0.000 999.000 999.000
Y2 1.000 0.000 999.000 999.000
Y3 1.000 0.000 999.000 999.000
Y4 1.000 0.000 999.000 999.000
IB ON
W 0.619 0.108 5.718 0.000
SB ON
W 0.283 0.014 20.570 0.000
Means
IB2 0.000 0.000 999.000 999.000
Intercepts
Y1 0.000 0.000 999.000 999.000
Y2 0.000 0.000 999.000 999.000
Y3 0.000 0.000 999.000 999.000
Y4 0.000 0.000 999.000 999.000
IB 0.039 0.180 0.215 0.830
SB 0.553 0.026 21.365 0.000
Variances
IB2 0.000 0.000 999.000 999.000
Residual Variances
Y1 0.000 0.000 999.000 999.000
Y2 0.000 0.000 999.000 999.000
Y3 0.000 0.000 999.000 999.000
Y4 0.000 0.000 999.000 999.000
IB 0.463 0.089 5.189 0.000
SB 0.000 0.000 999.000 999.000
Latent Class Pattern 1 2
IB |
Y1 1.000 0.000 999.000 999.000
Y2 1.000 0.000 999.000 999.000
Y3 1.000 0.000 999.000 999.000
Y4 1.000 0.000 999.000 999.000
SB |
Y1 0.000 0.000 999.000 999.000
Y2 1.000 0.000 999.000 999.000
Y3 2.000 0.000 999.000 999.000
Y4 3.000 0.000 999.000 999.000
IB2 |
Y1 1.000 0.000 999.000 999.000
Y2 1.000 0.000 999.000 999.000
Y3 1.000 0.000 999.000 999.000
Y4 1.000 0.000 999.000 999.000
IB ON
W 0.619 0.108 5.718 0.000
SB ON
W 0.283 0.014 20.570 0.000
Means
IB2 0.000 0.000 999.000 999.000
Intercepts
Y1 0.000 0.000 999.000 999.000
Y2 0.000 0.000 999.000 999.000
Y3 0.000 0.000 999.000 999.000
Y4 0.000 0.000 999.000 999.000
IB 3.062 0.164 18.615 0.000
SB 0.979 0.024 41.079 0.000
Variances
IB2 0.000 0.000 999.000 999.000
Residual Variances
Y1 0.000 0.000 999.000 999.000
Y2 0.000 0.000 999.000 999.000
Y3 0.000 0.000 999.000 999.000
Y4 0.000 0.000 999.000 999.000
IB 0.463 0.089 5.189 0.000
SB 0.000 0.000 999.000 999.000
Latent Class Pattern 2 1
IB |
Y1 1.000 0.000 999.000 999.000
Y2 1.000 0.000 999.000 999.000
Y3 1.000 0.000 999.000 999.000
Y4 1.000 0.000 999.000 999.000
SB |
Y1 0.000 0.000 999.000 999.000
Y2 1.000 0.000 999.000 999.000
Y3 2.000 0.000 999.000 999.000
Y4 3.000 0.000 999.000 999.000
IB2 |
Y1 1.000 0.000 999.000 999.000
Y2 1.000 0.000 999.000 999.000
Y3 1.000 0.000 999.000 999.000
Y4 1.000 0.000 999.000 999.000
IB ON
W 0.619 0.108 5.718 0.000
SB ON
W 0.283 0.014 20.570 0.000
Means
IB2 2.068 0.239 8.665 0.000
Intercepts
Y1 0.000 0.000 999.000 999.000
Y2 0.000 0.000 999.000 999.000
Y3 0.000 0.000 999.000 999.000
Y4 0.000 0.000 999.000 999.000
IB 0.039 0.180 0.215 0.830
SB 0.553 0.026 21.365 0.000
Variances
IB2 0.000 0.000 999.000 999.000
Residual Variances
Y1 0.000 0.000 999.000 999.000
Y2 0.000 0.000 999.000 999.000
Y3 0.000 0.000 999.000 999.000
Y4 0.000 0.000 999.000 999.000
IB 0.463 0.089 5.189 0.000
SB 0.000 0.000 999.000 999.000
Latent Class Pattern 2 2
IB |
Y1 1.000 0.000 999.000 999.000
Y2 1.000 0.000 999.000 999.000
Y3 1.000 0.000 999.000 999.000
Y4 1.000 0.000 999.000 999.000
SB |
Y1 0.000 0.000 999.000 999.000
Y2 1.000 0.000 999.000 999.000
Y3 2.000 0.000 999.000 999.000
Y4 3.000 0.000 999.000 999.000
IB2 |
Y1 1.000 0.000 999.000 999.000
Y2 1.000 0.000 999.000 999.000
Y3 1.000 0.000 999.000 999.000
Y4 1.000 0.000 999.000 999.000
IB ON
W 0.619 0.108 5.718 0.000
SB ON
W 0.283 0.014 20.570 0.000
Means
IB2 2.068 0.239 8.665 0.000
Intercepts
Y1 0.000 0.000 999.000 999.000
Y2 0.000 0.000 999.000 999.000
Y3 0.000 0.000 999.000 999.000
Y4 0.000 0.000 999.000 999.000
IB 3.062 0.164 18.615 0.000
SB 0.979 0.024 41.079 0.000
Variances
IB2 0.000 0.000 999.000 999.000
Residual Variances
Y1 0.000 0.000 999.000 999.000
Y2 0.000 0.000 999.000 999.000
Y3 0.000 0.000 999.000 999.000
Y4 0.000 0.000 999.000 999.000
IB 0.463 0.089 5.189 0.000
SB 0.000 0.000 999.000 999.000
Categorical Latent Variables
Within Level
C#1 ON
X 1.096 0.087 12.607 0.000
Intercepts
C#1 -0.478 0.117 -4.098 0.000
Between Level
C#1 ON
W 1.155 0.128 8.989 0.000
CB#1 ON
W 1.995 0.430 4.636 0.000
Intercepts
CB#1 -0.197 0.377 -0.524 0.600
Residual Variances
C#1 0.728 0.229 3.181 0.001
QUALITY OF NUMERICAL RESULTS
Condition Number for the Information Matrix 0.164E-03
(ratio of smallest to largest eigenvalue)
C-SPECIFIC CLASSIFICATION RESULTS
Classification Quality for CB
Entropy 0.793
Average Latent Class Probabilities for Most Likely Latent Class Membership (Row)
by Latent Class (Column)
1 2
1 0.938 0.062
2 0.061 0.939
Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2
1 0.929 0.071
2 0.053 0.947
Logits for the Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2
1 2.577 0.000
2 -2.882 0.000
Classification Quality for C
Entropy 0.781
Average Latent Class Probabilities for Most Likely Latent Class Membership (Row)
by Latent Class (Column)
1 2
1 0.929 0.071
2 0.050 0.950
Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2
1 0.932 0.068
2 0.052 0.948
Logits for the Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2
1 2.615 0.000
2 -2.909 0.000
LOGISTIC REGRESSION ODDS RATIO RESULTS
95% C.I.
Estimate S.E. Lower 2.5% Upper 2.5%
Categorical Latent Variables
Within Level
C#1 ON
X 2.993 0.260 2.524 3.549
Between Level
TECHNICAL 1 OUTPUT
PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS PATTERN 1 1
NU
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
0 0 0 0 0
NU
W
________
0
LAMBDA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
Y1 0 0 0 0 0
Y2 0 0 0 0 0
Y3 0 0 0 0 0
Y4 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
LAMBDA
SB IB2 X W
________ ________ ________ ________
Y1 0 0 0 0
Y2 0 0 0 0
Y3 0 0 0 0
Y4 0 0 0 0
X 0 0 0 0
W 0 0 0 0
THETA
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
Y1 1
Y2 0 2
Y3 0 0 3
Y4 0 0 0 4
X 0 0 0 0 0
W 0 0 0 0 0
THETA
W
________
W 0
ALPHA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
0 0 0 0 0
ALPHA
SB IB2 X W
________ ________ ________ ________
0 0 0 0
BETA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
IW 0 0 0 0 0
SW 0 0 0 0 0
CB#1 0 0 0 0 0
C#1 0 0 0 0 0
IB 0 0 0 0 0
SB 0 0 0 0 0
IB2 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
BETA
SB IB2 X W
________ ________ ________ ________
IW 0 0 5 0
SW 0 0 6 0
CB#1 0 0 0 0
C#1 0 0 0 0
IB 0 0 0 0
SB 0 0 0 0
IB2 0 0 0 0
X 0 0 0 0
W 0 0 0 0
PSI
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
IW 7
SW 8 9
CB#1 0 0 0
C#1 0 0 0 0
IB 0 0 0 0 0
SB 0 0 0 0 0
IB2 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
PSI
SB IB2 X W
________ ________ ________ ________
SB 0
IB2 0 0
X 0 0 0
W 0 0 0 0
PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS PATTERN 1 2
NU
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
0 0 0 0 0
NU
W
________
0
LAMBDA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
Y1 0 0 0 0 0
Y2 0 0 0 0 0
Y3 0 0 0 0 0
Y4 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
LAMBDA
SB IB2 X W
________ ________ ________ ________
Y1 0 0 0 0
Y2 0 0 0 0
Y3 0 0 0 0
Y4 0 0 0 0
X 0 0 0 0
W 0 0 0 0
THETA
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
Y1 1
Y2 0 2
Y3 0 0 3
Y4 0 0 0 4
X 0 0 0 0 0
W 0 0 0 0 0
THETA
W
________
W 0
ALPHA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
0 0 0 0 0
ALPHA
SB IB2 X W
________ ________ ________ ________
0 0 0 0
BETA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
IW 0 0 0 0 0
SW 0 0 0 0 0
CB#1 0 0 0 0 0
C#1 0 0 0 0 0
IB 0 0 0 0 0
SB 0 0 0 0 0
IB2 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
BETA
SB IB2 X W
________ ________ ________ ________
IW 0 0 5 0
SW 0 0 6 0
CB#1 0 0 0 0
C#1 0 0 0 0
IB 0 0 0 0
SB 0 0 0 0
IB2 0 0 0 0
X 0 0 0 0
W 0 0 0 0
PSI
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
IW 7
SW 8 9
CB#1 0 0 0
C#1 0 0 0 0
IB 0 0 0 0 0
SB 0 0 0 0 0
IB2 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
PSI
SB IB2 X W
________ ________ ________ ________
SB 0
IB2 0 0
X 0 0 0
W 0 0 0 0
PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS PATTERN 2 1
NU
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
0 0 0 0 0
NU
W
________
0
LAMBDA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
Y1 0 0 0 0 0
Y2 0 0 0 0 0
Y3 0 0 0 0 0
Y4 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
LAMBDA
SB IB2 X W
________ ________ ________ ________
Y1 0 0 0 0
Y2 0 0 0 0
Y3 0 0 0 0
Y4 0 0 0 0
X 0 0 0 0
W 0 0 0 0
THETA
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
Y1 1
Y2 0 2
Y3 0 0 3
Y4 0 0 0 4
X 0 0 0 0 0
W 0 0 0 0 0
THETA
W
________
W 0
ALPHA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
0 0 0 0 0
ALPHA
SB IB2 X W
________ ________ ________ ________
0 0 0 0
BETA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
IW 0 0 0 0 0
SW 0 0 0 0 0
CB#1 0 0 0 0 0
C#1 0 0 0 0 0
IB 0 0 0 0 0
SB 0 0 0 0 0
IB2 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
BETA
SB IB2 X W
________ ________ ________ ________
IW 0 0 5 0
SW 0 0 6 0
CB#1 0 0 0 0
C#1 0 0 0 0
IB 0 0 0 0
SB 0 0 0 0
IB2 0 0 0 0
X 0 0 0 0
W 0 0 0 0
PSI
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
IW 7
SW 8 9
CB#1 0 0 0
C#1 0 0 0 0
IB 0 0 0 0 0
SB 0 0 0 0 0
IB2 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
PSI
SB IB2 X W
________ ________ ________ ________
SB 0
IB2 0 0
X 0 0 0
W 0 0 0 0
PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS PATTERN 2 2
NU
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
0 0 0 0 0
NU
W
________
0
LAMBDA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
Y1 0 0 0 0 0
Y2 0 0 0 0 0
Y3 0 0 0 0 0
Y4 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
LAMBDA
SB IB2 X W
________ ________ ________ ________
Y1 0 0 0 0
Y2 0 0 0 0
Y3 0 0 0 0
Y4 0 0 0 0
X 0 0 0 0
W 0 0 0 0
THETA
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
Y1 1
Y2 0 2
Y3 0 0 3
Y4 0 0 0 4
X 0 0 0 0 0
W 0 0 0 0 0
THETA
W
________
W 0
ALPHA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
0 0 0 0 0
ALPHA
SB IB2 X W
________ ________ ________ ________
0 0 0 0
BETA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
IW 0 0 0 0 0
SW 0 0 0 0 0
CB#1 0 0 0 0 0
C#1 0 0 0 0 0
IB 0 0 0 0 0
SB 0 0 0 0 0
IB2 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
BETA
SB IB2 X W
________ ________ ________ ________
IW 0 0 5 0
SW 0 0 6 0
CB#1 0 0 0 0
C#1 0 0 0 0
IB 0 0 0 0
SB 0 0 0 0
IB2 0 0 0 0
X 0 0 0 0
W 0 0 0 0
PSI
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
IW 7
SW 8 9
CB#1 0 0 0
C#1 0 0 0 0
IB 0 0 0 0 0
SB 0 0 0 0 0
IB2 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
PSI
SB IB2 X W
________ ________ ________ ________
SB 0
IB2 0 0
X 0 0 0
W 0 0 0 0
PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS PATTERN 1 1
NU
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
0 0 0 0 0
NU
W
________
0
LAMBDA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
Y1 0 0 0 0 0
Y2 0 0 0 0 0
Y3 0 0 0 0 0
Y4 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
LAMBDA
SB IB2 X W
________ ________ ________ ________
Y1 0 0 0 0
Y2 0 0 0 0
Y3 0 0 0 0
Y4 0 0 0 0
X 0 0 0 0
W 0 0 0 0
THETA
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
Y1 0
Y2 0 0
Y3 0 0 0
Y4 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
THETA
W
________
W 0
ALPHA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
0 0 0 0 10
ALPHA
SB IB2 X W
________ ________ ________ ________
11 0 0 0
BETA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
IW 0 0 0 0 0
SW 0 0 0 0 0
CB#1 0 0 0 0 0
C#1 0 0 0 0 0
IB 0 0 0 0 0
SB 0 0 0 0 0
IB2 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
BETA
SB IB2 X W
________ ________ ________ ________
IW 0 0 0 0
SW 0 0 0 0
CB#1 0 0 0 0
C#1 0 0 0 12
IB 0 0 0 13
SB 0 0 0 14
IB2 0 0 0 0
X 0 0 0 0
W 0 0 0 0
PSI
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
IW 0
SW 0 0
CB#1 0 0 0
C#1 0 0 0 15
IB 0 0 0 0 16
SB 0 0 0 0 0
IB2 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
PSI
SB IB2 X W
________ ________ ________ ________
SB 0
IB2 0 0
X 0 0 0
W 0 0 0 0
PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS PATTERN 1 2
NU
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
0 0 0 0 0
NU
W
________
0
LAMBDA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
Y1 0 0 0 0 0
Y2 0 0 0 0 0
Y3 0 0 0 0 0
Y4 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
LAMBDA
SB IB2 X W
________ ________ ________ ________
Y1 0 0 0 0
Y2 0 0 0 0
Y3 0 0 0 0
Y4 0 0 0 0
X 0 0 0 0
W 0 0 0 0
THETA
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
Y1 0
Y2 0 0
Y3 0 0 0
Y4 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
THETA
W
________
W 0
ALPHA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
0 0 0 0 17
ALPHA
SB IB2 X W
________ ________ ________ ________
18 0 0 0
BETA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
IW 0 0 0 0 0
SW 0 0 0 0 0
CB#1 0 0 0 0 0
C#1 0 0 0 0 0
IB 0 0 0 0 0
SB 0 0 0 0 0
IB2 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
BETA
SB IB2 X W
________ ________ ________ ________
IW 0 0 0 0
SW 0 0 0 0
CB#1 0 0 0 0
C#1 0 0 0 12
IB 0 0 0 13
SB 0 0 0 14
IB2 0 0 0 0
X 0 0 0 0
W 0 0 0 0
PSI
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
IW 0
SW 0 0
CB#1 0 0 0
C#1 0 0 0 15
IB 0 0 0 0 16
SB 0 0 0 0 0
IB2 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
PSI
SB IB2 X W
________ ________ ________ ________
SB 0
IB2 0 0
X 0 0 0
W 0 0 0 0
PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS PATTERN 2 1
NU
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
0 0 0 0 0
NU
W
________
0
LAMBDA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
Y1 0 0 0 0 0
Y2 0 0 0 0 0
Y3 0 0 0 0 0
Y4 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
LAMBDA
SB IB2 X W
________ ________ ________ ________
Y1 0 0 0 0
Y2 0 0 0 0
Y3 0 0 0 0
Y4 0 0 0 0
X 0 0 0 0
W 0 0 0 0
THETA
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
Y1 0
Y2 0 0
Y3 0 0 0
Y4 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
THETA
W
________
W 0
ALPHA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
0 0 0 0 10
ALPHA
SB IB2 X W
________ ________ ________ ________
11 19 0 0
BETA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
IW 0 0 0 0 0
SW 0 0 0 0 0
CB#1 0 0 0 0 0
C#1 0 0 0 0 0
IB 0 0 0 0 0
SB 0 0 0 0 0
IB2 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
BETA
SB IB2 X W
________ ________ ________ ________
IW 0 0 0 0
SW 0 0 0 0
CB#1 0 0 0 0
C#1 0 0 0 12
IB 0 0 0 13
SB 0 0 0 14
IB2 0 0 0 0
X 0 0 0 0
W 0 0 0 0
PSI
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
IW 0
SW 0 0
CB#1 0 0 0
C#1 0 0 0 15
IB 0 0 0 0 16
SB 0 0 0 0 0
IB2 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
PSI
SB IB2 X W
________ ________ ________ ________
SB 0
IB2 0 0
X 0 0 0
W 0 0 0 0
PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS PATTERN 2 2
NU
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
0 0 0 0 0
NU
W
________
0
LAMBDA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
Y1 0 0 0 0 0
Y2 0 0 0 0 0
Y3 0 0 0 0 0
Y4 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
LAMBDA
SB IB2 X W
________ ________ ________ ________
Y1 0 0 0 0
Y2 0 0 0 0
Y3 0 0 0 0
Y4 0 0 0 0
X 0 0 0 0
W 0 0 0 0
THETA
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
Y1 0
Y2 0 0
Y3 0 0 0
Y4 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
THETA
W
________
W 0
ALPHA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
0 0 0 0 17
ALPHA
SB IB2 X W
________ ________ ________ ________
18 19 0 0
BETA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
IW 0 0 0 0 0
SW 0 0 0 0 0
CB#1 0 0 0 0 0
C#1 0 0 0 0 0
IB 0 0 0 0 0
SB 0 0 0 0 0
IB2 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
BETA
SB IB2 X W
________ ________ ________ ________
IW 0 0 0 0
SW 0 0 0 0
CB#1 0 0 0 0
C#1 0 0 0 12
IB 0 0 0 13
SB 0 0 0 14
IB2 0 0 0 0
X 0 0 0 0
W 0 0 0 0
PSI
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
IW 0
SW 0 0
CB#1 0 0 0
C#1 0 0 0 15
IB 0 0 0 0 16
SB 0 0 0 0 0
IB2 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
PSI
SB IB2 X W
________ ________ ________ ________
SB 0
IB2 0 0
X 0 0 0
W 0 0 0 0
PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART (WITHIN)
ALPHA(C)
CB#1 CB#2 C#1 C#2
________ ________ ________ ________
0 0 21 0
GAMMA(C)
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
CB#1 0 0 0 0 0
CB#2 0 0 0 0 0
C#1 0 0 0 0 0
C#2 0 0 0 0 0
GAMMA(C)
SB IB2 X W
________ ________ ________ ________
CB#1 0 0 0 0
CB#2 0 0 0 0
C#1 0 0 23 0
C#2 0 0 0 0
PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART (BETWEEN)
ALPHA(C)
CB#1 CB#2 C#1 C#2
________ ________ ________ ________
20 0 0 0
GAMMA(C)
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
CB#1 0 0 0 0 0
CB#2 0 0 0 0 0
C#1 0 0 0 0 0
C#2 0 0 0 0 0
GAMMA(C)
SB IB2 X W
________ ________ ________ ________
CB#1 0 0 0 22
CB#2 0 0 0 0
C#1 0 0 0 0
C#2 0 0 0 0
STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS PATTERN 1 1
NU
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
W
________
0.000
LAMBDA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
Y1 1.000 0.000 0.000 0.000 0.000
Y2 1.000 1.000 0.000 0.000 0.000
Y3 1.000 2.000 0.000 0.000 0.000
Y4 1.000 3.000 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
LAMBDA
SB IB2 X W
________ ________ ________ ________
Y1 0.000 0.000 0.000 0.000
Y2 0.000 0.000 0.000 0.000
Y3 0.000 0.000 0.000 0.000
Y4 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
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
Y1 2.397
Y2 0.000 3.202
Y3 0.000 0.000 4.993
Y4 0.000 0.000 0.000 7.597
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
THETA
W
________
W 0.000
ALPHA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
ALPHA
SB IB2 X W
________ ________ ________ ________
0.000 0.000 0.000 0.000
BETA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
IW 0.000 0.000 0.000 0.000 0.000
SW 0.000 0.000 0.000 0.000 0.000
CB#1 0.000 0.000 0.000 0.000 0.000
C#1 0.000 0.000 0.000 0.000 0.000
IB 0.000 0.000 0.000 0.000 0.000
SB 0.000 0.000 0.000 0.000 0.000
IB2 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
BETA
SB IB2 X W
________ ________ ________ ________
IW 0.000 0.000 0.000 0.000
SW 0.000 0.000 0.000 0.000
CB#1 0.000 0.000 0.000 0.000
C#1 0.000 0.000 0.000 0.000
IB 0.000 0.000 0.000 0.000
SB 0.000 0.000 0.000 0.000
IB2 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
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
IW 0.050
SW 0.000 0.050
CB#1 0.000 0.000 0.000
C#1 0.000 0.000 0.000 0.000
IB 0.000 0.000 0.000 0.000 0.000
SB 0.000 0.000 0.000 0.000 0.000
IB2 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
SB IB2 X W
________ ________ ________ ________
SB 0.000
IB2 0.000 0.000
X 0.000 0.000 0.500
W 0.000 0.000 0.000 0.000
STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS PATTERN 1 2
NU
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
W
________
0.000
LAMBDA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
Y1 1.000 0.000 0.000 0.000 0.000
Y2 1.000 1.000 0.000 0.000 0.000
Y3 1.000 2.000 0.000 0.000 0.000
Y4 1.000 3.000 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
LAMBDA
SB IB2 X W
________ ________ ________ ________
Y1 0.000 0.000 0.000 0.000
Y2 0.000 0.000 0.000 0.000
Y3 0.000 0.000 0.000 0.000
Y4 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
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
Y1 2.397
Y2 0.000 3.202
Y3 0.000 0.000 4.993
Y4 0.000 0.000 0.000 7.597
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
THETA
W
________
W 0.000
ALPHA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
ALPHA
SB IB2 X W
________ ________ ________ ________
0.000 0.000 0.000 0.000
BETA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
IW 0.000 0.000 0.000 0.000 0.000
SW 0.000 0.000 0.000 0.000 0.000
CB#1 0.000 0.000 0.000 0.000 0.000
C#1 0.000 0.000 0.000 0.000 0.000
IB 0.000 0.000 0.000 0.000 0.000
SB 0.000 0.000 0.000 0.000 0.000
IB2 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
BETA
SB IB2 X W
________ ________ ________ ________
IW 0.000 0.000 0.000 0.000
SW 0.000 0.000 0.000 0.000
CB#1 0.000 0.000 0.000 0.000
C#1 0.000 0.000 0.000 0.000
IB 0.000 0.000 0.000 0.000
SB 0.000 0.000 0.000 0.000
IB2 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
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
IW 0.050
SW 0.000 0.050
CB#1 0.000 0.000 0.000
C#1 0.000 0.000 0.000 0.000
IB 0.000 0.000 0.000 0.000 0.000
SB 0.000 0.000 0.000 0.000 0.000
IB2 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
SB IB2 X W
________ ________ ________ ________
SB 0.000
IB2 0.000 0.000
X 0.000 0.000 0.500
W 0.000 0.000 0.000 0.000
STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS PATTERN 2 1
NU
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
W
________
0.000
LAMBDA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
Y1 1.000 0.000 0.000 0.000 0.000
Y2 1.000 1.000 0.000 0.000 0.000
Y3 1.000 2.000 0.000 0.000 0.000
Y4 1.000 3.000 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
LAMBDA
SB IB2 X W
________ ________ ________ ________
Y1 0.000 0.000 0.000 0.000
Y2 0.000 0.000 0.000 0.000
Y3 0.000 0.000 0.000 0.000
Y4 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
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
Y1 2.397
Y2 0.000 3.202
Y3 0.000 0.000 4.993
Y4 0.000 0.000 0.000 7.597
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
THETA
W
________
W 0.000
ALPHA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
ALPHA
SB IB2 X W
________ ________ ________ ________
0.000 0.000 0.000 0.000
BETA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
IW 0.000 0.000 0.000 0.000 0.000
SW 0.000 0.000 0.000 0.000 0.000
CB#1 0.000 0.000 0.000 0.000 0.000
C#1 0.000 0.000 0.000 0.000 0.000
IB 0.000 0.000 0.000 0.000 0.000
SB 0.000 0.000 0.000 0.000 0.000
IB2 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
BETA
SB IB2 X W
________ ________ ________ ________
IW 0.000 0.000 0.000 0.000
SW 0.000 0.000 0.000 0.000
CB#1 0.000 0.000 0.000 0.000
C#1 0.000 0.000 0.000 0.000
IB 0.000 0.000 0.000 0.000
SB 0.000 0.000 0.000 0.000
IB2 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
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
IW 0.050
SW 0.000 0.050
CB#1 0.000 0.000 0.000
C#1 0.000 0.000 0.000 0.000
IB 0.000 0.000 0.000 0.000 0.000
SB 0.000 0.000 0.000 0.000 0.000
IB2 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
SB IB2 X W
________ ________ ________ ________
SB 0.000
IB2 0.000 0.000
X 0.000 0.000 0.500
W 0.000 0.000 0.000 0.000
STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS PATTERN 2 2
NU
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
W
________
0.000
LAMBDA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
Y1 1.000 0.000 0.000 0.000 0.000
Y2 1.000 1.000 0.000 0.000 0.000
Y3 1.000 2.000 0.000 0.000 0.000
Y4 1.000 3.000 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
LAMBDA
SB IB2 X W
________ ________ ________ ________
Y1 0.000 0.000 0.000 0.000
Y2 0.000 0.000 0.000 0.000
Y3 0.000 0.000 0.000 0.000
Y4 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
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
Y1 2.397
Y2 0.000 3.202
Y3 0.000 0.000 4.993
Y4 0.000 0.000 0.000 7.597
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
THETA
W
________
W 0.000
ALPHA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
ALPHA
SB IB2 X W
________ ________ ________ ________
0.000 0.000 0.000 0.000
BETA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
IW 0.000 0.000 0.000 0.000 0.000
SW 0.000 0.000 0.000 0.000 0.000
CB#1 0.000 0.000 0.000 0.000 0.000
C#1 0.000 0.000 0.000 0.000 0.000
IB 0.000 0.000 0.000 0.000 0.000
SB 0.000 0.000 0.000 0.000 0.000
IB2 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
BETA
SB IB2 X W
________ ________ ________ ________
IW 0.000 0.000 0.000 0.000
SW 0.000 0.000 0.000 0.000
CB#1 0.000 0.000 0.000 0.000
C#1 0.000 0.000 0.000 0.000
IB 0.000 0.000 0.000 0.000
SB 0.000 0.000 0.000 0.000
IB2 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
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
IW 0.050
SW 0.000 0.050
CB#1 0.000 0.000 0.000
C#1 0.000 0.000 0.000 0.000
IB 0.000 0.000 0.000 0.000 0.000
SB 0.000 0.000 0.000 0.000 0.000
IB2 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
SB IB2 X W
________ ________ ________ ________
SB 0.000
IB2 0.000 0.000
X 0.000 0.000 0.500
W 0.000 0.000 0.000 0.000
STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS PATTERN 1 1
NU
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
W
________
0.000
LAMBDA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
Y1 0.000 0.000 0.000 0.000 1.000
Y2 0.000 0.000 0.000 0.000 1.000
Y3 0.000 0.000 0.000 0.000 1.000
Y4 0.000 0.000 0.000 0.000 1.000
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
LAMBDA
SB IB2 X W
________ ________ ________ ________
Y1 0.000 1.000 0.000 0.000
Y2 1.000 1.000 0.000 0.000
Y3 2.000 1.000 0.000 0.000
Y4 3.000 1.000 0.000 0.000
X 0.000 0.000 1.000 0.000
W 0.000 0.000 0.000 1.000
THETA
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
Y1 0.000
Y2 0.000 0.000
Y3 0.000 0.000 0.000
Y4 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
W
________
W 0.000
ALPHA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
ALPHA
SB IB2 X W
________ ________ ________ ________
0.000 0.000 0.000 0.000
BETA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
IW 0.000 0.000 0.000 0.000 0.000
SW 0.000 0.000 0.000 0.000 0.000
CB#1 0.000 0.000 0.000 0.000 0.000
C#1 0.000 0.000 0.000 0.000 0.000
IB 0.000 0.000 0.000 0.000 0.000
SB 0.000 0.000 0.000 0.000 0.000
IB2 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
BETA
SB IB2 X W
________ ________ ________ ________
IW 0.000 0.000 0.000 0.000
SW 0.000 0.000 0.000 0.000
CB#1 0.000 0.000 0.000 0.000
C#1 0.000 0.000 0.000 0.000
IB 0.000 0.000 0.000 0.000
SB 0.000 0.000 0.000 0.000
IB2 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
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
IW 0.000
SW 0.000 0.000
CB#1 0.000 0.000 0.000
C#1 0.000 0.000 0.000 0.050
IB 0.000 0.000 0.000 0.000 0.050
SB 0.000 0.000 0.000 0.000 0.000
IB2 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
SB IB2 X W
________ ________ ________ ________
SB 0.000
IB2 0.000 0.000
X 0.000 0.000 0.000
W 0.000 0.000 0.000 0.502
STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS PATTERN 1 2
NU
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
W
________
0.000
LAMBDA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
Y1 0.000 0.000 0.000 0.000 1.000
Y2 0.000 0.000 0.000 0.000 1.000
Y3 0.000 0.000 0.000 0.000 1.000
Y4 0.000 0.000 0.000 0.000 1.000
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
LAMBDA
SB IB2 X W
________ ________ ________ ________
Y1 0.000 1.000 0.000 0.000
Y2 1.000 1.000 0.000 0.000
Y3 2.000 1.000 0.000 0.000
Y4 3.000 1.000 0.000 0.000
X 0.000 0.000 1.000 0.000
W 0.000 0.000 0.000 1.000
THETA
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
Y1 0.000
Y2 0.000 0.000
Y3 0.000 0.000 0.000
Y4 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
W
________
W 0.000
ALPHA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
ALPHA
SB IB2 X W
________ ________ ________ ________
0.000 0.000 0.000 0.000
BETA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
IW 0.000 0.000 0.000 0.000 0.000
SW 0.000 0.000 0.000 0.000 0.000
CB#1 0.000 0.000 0.000 0.000 0.000
C#1 0.000 0.000 0.000 0.000 0.000
IB 0.000 0.000 0.000 0.000 0.000
SB 0.000 0.000 0.000 0.000 0.000
IB2 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
BETA
SB IB2 X W
________ ________ ________ ________
IW 0.000 0.000 0.000 0.000
SW 0.000 0.000 0.000 0.000
CB#1 0.000 0.000 0.000 0.000
C#1 0.000 0.000 0.000 0.000
IB 0.000 0.000 0.000 0.000
SB 0.000 0.000 0.000 0.000
IB2 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
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
IW 0.000
SW 0.000 0.000
CB#1 0.000 0.000 0.000
C#1 0.000 0.000 0.000 0.050
IB 0.000 0.000 0.000 0.000 0.050
SB 0.000 0.000 0.000 0.000 0.000
IB2 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
SB IB2 X W
________ ________ ________ ________
SB 0.000
IB2 0.000 0.000
X 0.000 0.000 0.000
W 0.000 0.000 0.000 0.502
STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS PATTERN 2 1
NU
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
W
________
0.000
LAMBDA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
Y1 0.000 0.000 0.000 0.000 1.000
Y2 0.000 0.000 0.000 0.000 1.000
Y3 0.000 0.000 0.000 0.000 1.000
Y4 0.000 0.000 0.000 0.000 1.000
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
LAMBDA
SB IB2 X W
________ ________ ________ ________
Y1 0.000 1.000 0.000 0.000
Y2 1.000 1.000 0.000 0.000
Y3 2.000 1.000 0.000 0.000
Y4 3.000 1.000 0.000 0.000
X 0.000 0.000 1.000 0.000
W 0.000 0.000 0.000 1.000
THETA
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
Y1 0.000
Y2 0.000 0.000
Y3 0.000 0.000 0.000
Y4 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
W
________
W 0.000
ALPHA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
ALPHA
SB IB2 X W
________ ________ ________ ________
0.000 0.000 0.000 0.000
BETA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
IW 0.000 0.000 0.000 0.000 0.000
SW 0.000 0.000 0.000 0.000 0.000
CB#1 0.000 0.000 0.000 0.000 0.000
C#1 0.000 0.000 0.000 0.000 0.000
IB 0.000 0.000 0.000 0.000 0.000
SB 0.000 0.000 0.000 0.000 0.000
IB2 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
BETA
SB IB2 X W
________ ________ ________ ________
IW 0.000 0.000 0.000 0.000
SW 0.000 0.000 0.000 0.000
CB#1 0.000 0.000 0.000 0.000
C#1 0.000 0.000 0.000 0.000
IB 0.000 0.000 0.000 0.000
SB 0.000 0.000 0.000 0.000
IB2 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
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
IW 0.000
SW 0.000 0.000
CB#1 0.000 0.000 0.000
C#1 0.000 0.000 0.000 0.050
IB 0.000 0.000 0.000 0.000 0.050
SB 0.000 0.000 0.000 0.000 0.000
IB2 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
SB IB2 X W
________ ________ ________ ________
SB 0.000
IB2 0.000 0.000
X 0.000 0.000 0.000
W 0.000 0.000 0.000 0.502
STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS PATTERN 2 2
NU
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
W
________
0.000
LAMBDA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
Y1 0.000 0.000 0.000 0.000 1.000
Y2 0.000 0.000 0.000 0.000 1.000
Y3 0.000 0.000 0.000 0.000 1.000
Y4 0.000 0.000 0.000 0.000 1.000
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
LAMBDA
SB IB2 X W
________ ________ ________ ________
Y1 0.000 1.000 0.000 0.000
Y2 1.000 1.000 0.000 0.000
Y3 2.000 1.000 0.000 0.000
Y4 3.000 1.000 0.000 0.000
X 0.000 0.000 1.000 0.000
W 0.000 0.000 0.000 1.000
THETA
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
Y1 0.000
Y2 0.000 0.000
Y3 0.000 0.000 0.000
Y4 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
W
________
W 0.000
ALPHA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
ALPHA
SB IB2 X W
________ ________ ________ ________
0.000 0.000 0.000 0.000
BETA
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
IW 0.000 0.000 0.000 0.000 0.000
SW 0.000 0.000 0.000 0.000 0.000
CB#1 0.000 0.000 0.000 0.000 0.000
C#1 0.000 0.000 0.000 0.000 0.000
IB 0.000 0.000 0.000 0.000 0.000
SB 0.000 0.000 0.000 0.000 0.000
IB2 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
BETA
SB IB2 X W
________ ________ ________ ________
IW 0.000 0.000 0.000 0.000
SW 0.000 0.000 0.000 0.000
CB#1 0.000 0.000 0.000 0.000
C#1 0.000 0.000 0.000 0.000
IB 0.000 0.000 0.000 0.000
SB 0.000 0.000 0.000 0.000
IB2 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
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
IW 0.000
SW 0.000 0.000
CB#1 0.000 0.000 0.000
C#1 0.000 0.000 0.000 0.050
IB 0.000 0.000 0.000 0.000 0.050
SB 0.000 0.000 0.000 0.000 0.000
IB2 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
SB IB2 X W
________ ________ ________ ________
SB 0.000
IB2 0.000 0.000
X 0.000 0.000 0.000
W 0.000 0.000 0.000 0.502
STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART (WITHIN)
ALPHA(C)
CB#1 CB#2 C#1 C#2
________ ________ ________ ________
0.000 0.000 0.000 0.000
GAMMA(C)
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
CB#1 0.000 0.000 0.000 0.000 0.000
CB#2 0.000 0.000 0.000 0.000 0.000
C#1 0.000 0.000 0.000 0.000 0.000
C#2 0.000 0.000 0.000 0.000 0.000
GAMMA(C)
SB IB2 X W
________ ________ ________ ________
CB#1 0.000 0.000 0.000 0.000
CB#2 0.000 0.000 0.000 0.000
C#1 0.000 0.000 0.000 0.000
C#2 0.000 0.000 0.000 0.000
STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART (BETWEEN)
ALPHA(C)
CB#1 CB#2 C#1 C#2
________ ________ ________ ________
0.000 0.000 0.000 0.000
GAMMA(C)
IW SW CB#1 C#1 IB
________ ________ ________ ________ ________
CB#1 0.000 0.000 0.000 0.000 0.000
CB#2 0.000 0.000 0.000 0.000 0.000
C#1 0.000 0.000 0.000 0.000 0.000
C#2 0.000 0.000 0.000 0.000 0.000
GAMMA(C)
SB IB2 X W
________ ________ ________ ________
CB#1 0.000 0.000 0.000 0.000
CB#2 0.000 0.000 0.000 0.000
C#1 0.000 0.000 0.000 0.000
C#2 0.000 0.000 0.000 0.000
TECHNICAL 8 OUTPUT
INITIAL STAGE ITERATIONS
TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.28493156D+05 0.0000000 0.0000000 EM
2 -0.12900254D+05 ************ 0.5472508 EM
3 -0.12317847D+05 582.4066724 0.0451469 EM
4 -0.12075074D+05 242.7731963 0.0197091 EM
5 -0.12065833D+05 9.2405177 0.0007653 EM
6 -0.12064550D+05 1.2832949 0.0001064 EM
7 -0.12063310D+05 1.2394291 0.0001027 EM
8 -0.12062047D+05 1.2636408 0.0001048 EM
9 -0.12060758D+05 1.2888883 0.0001069 EM
10 -0.12059443D+05 1.3149899 0.0001090 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10770750D+06 0.0000000 0.0000000 EM
2 -0.12942352D+05 ************ 0.8798380 EM
3 -0.12482479D+05 459.8731005 0.0355324 EM
4 -0.12153147D+05 329.3314286 0.0263835 EM
5 -0.12086320D+05 66.8274466 0.0054988 EM
6 -0.12076489D+05 9.8309807 0.0008134 EM
7 -0.12070947D+05 5.5420412 0.0004589 EM
8 -0.12067841D+05 3.1060831 0.0002573 EM
9 -0.12066369D+05 1.4721355 0.0001220 EM
10 -0.12064964D+05 1.4049962 0.0001164 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.15322881D+06 0.0000000 0.0000000 EM
2 -0.12952538D+05 ************ 0.9154693 EM
3 -0.12445532D+05 507.0063163 0.0391434 EM
4 -0.12114523D+05 331.0090198 0.0265966 EM
5 -0.12082852D+05 31.6711029 0.0026143 EM
6 -0.12077353D+05 5.4989120 0.0004551 EM
7 -0.12075255D+05 2.0982772 0.0001737 EM
8 -0.12071544D+05 3.7109213 0.0003073 EM
9 -0.12070331D+05 1.2125335 0.0001004 EM
10 -0.12068626D+05 1.7051510 0.0001413 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10984785D+06 0.0000000 0.0000000 EM
2 -0.12762943D+05 ************ 0.8838125 EM
3 -0.12324836D+05 438.1076772 0.0343265 EM
4 -0.12092473D+05 232.3629701 0.0188532 EM
5 -0.12057521D+05 34.9515608 0.0028904 EM
6 -0.12050321D+05 7.2004756 0.0005972 EM
7 -0.12047472D+05 2.8487370 0.0002364 EM
8 -0.12045389D+05 2.0827434 0.0001729 EM
9 -0.12043477D+05 1.9126559 0.0001588 EM
10 -0.12041632D+05 1.8448341 0.0001532 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.74224303D+05 0.0000000 0.0000000 EM
2 -0.12364847D+05 ************ 0.8334124 EM
3 -0.12133404D+05 231.4421403 0.0187178 EM
4 -0.12069288D+05 64.1159340 0.0052842 EM
5 -0.12048073D+05 21.2156035 0.0017578 EM
6 -0.12034292D+05 13.7807589 0.0011438 EM
7 -0.12023744D+05 10.5483853 0.0008765 EM
8 -0.12013996D+05 9.7476574 0.0008107 EM
9 -0.12005536D+05 8.4601347 0.0007042 EM
10 -0.11998902D+05 6.6336679 0.0005526 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.32079139D+05 0.0000000 0.0000000 EM
2 -0.12228188D+05 ************ 0.6188118 EM
3 -0.12041489D+05 186.6987047 0.0152679 EM
4 -0.12007500D+05 33.9891892 0.0028227 EM
5 -0.12003697D+05 3.8032672 0.0003167 EM
6 -0.12000221D+05 3.4762339 0.0002896 EM
7 -0.11996872D+05 3.3481809 0.0002790 EM
8 -0.11993524D+05 3.3482831 0.0002791 EM
9 -0.11990084D+05 3.4396918 0.0002868 EM
10 -0.11986479D+05 3.6054647 0.0003007 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.49140469D+05 0.0000000 0.0000000 EM
2 -0.12297855D+05 ************ 0.7497408 EM
3 -0.12072654D+05 225.2013112 0.0183122 EM
4 -0.12029181D+05 43.4727951 0.0036009 EM
5 -0.12012916D+05 16.2649707 0.0013521 EM
6 -0.12001710D+05 11.2060193 0.0009328 EM
7 -0.11991936D+05 9.7742348 0.0008144 EM
8 -0.11985528D+05 6.4084271 0.0005344 EM
9 -0.11981673D+05 3.8549167 0.0003216 EM
10 -0.11979281D+05 2.3921461 0.0001997 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.13844704D+06 0.0000000 0.0000000 EM
2 -0.13241737D+05 ************ 0.9043552 EM
3 -0.12624055D+05 617.6826335 0.0466466 EM
4 -0.12162923D+05 461.1319549 0.0365280 EM
5 -0.12100955D+05 61.9680251 0.0050948 EM
6 -0.12092526D+05 8.4283192 0.0006965 EM
7 -0.12085743D+05 6.7833643 0.0005610 EM
8 -0.12083012D+05 2.7313702 0.0002260 EM
9 -0.12082478D+05 0.5342146 0.0000442 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.81582269D+05 0.0000000 0.0000000 EM
2 -0.12937406D+05 ************ 0.8414189 EM
3 -0.12404322D+05 533.0842965 0.0412049 EM
4 -0.12135473D+05 268.8494470 0.0216739 EM
5 -0.12077263D+05 58.2099447 0.0047967 EM
6 -0.12066063D+05 11.1998217 0.0009273 EM
7 -0.12059665D+05 6.3973296 0.0005302 EM
8 -0.12054767D+05 4.8986875 0.0004062 EM
9 -0.12052217D+05 2.5501890 0.0002116 EM
10 -0.12050561D+05 1.6556593 0.0001374 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.64268928D+05 0.0000000 0.0000000 EM
2 -0.12734193D+05 ************ 0.8018608 EM
3 -0.12261042D+05 473.1500967 0.0371559 EM
4 -0.12105156D+05 155.8864671 0.0127140 EM
5 -0.12083044D+05 22.1117978 0.0018266 EM
6 -0.12077749D+05 5.2952011 0.0004382 EM
7 -0.12073302D+05 4.4474662 0.0003682 EM
8 -0.12068312D+05 4.9891543 0.0004132 EM
9 -0.12062436D+05 5.8763035 0.0004869 EM
10 -0.12055911D+05 6.5249840 0.0005409 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.60555533D+05 0.0000000 0.0000000 EM
2 -0.12304829D+05 ************ 0.7968009 EM
3 -0.12122861D+05 181.9674552 0.0147883 EM
4 -0.12061004D+05 61.8573326 0.0051025 EM
5 -0.12038507D+05 22.4968772 0.0018653 EM
6 -0.12028725D+05 9.7824807 0.0008126 EM
7 -0.12021024D+05 7.7006873 0.0006402 EM
8 -0.12015147D+05 5.8768406 0.0004889 EM
9 -0.12010129D+05 5.0177682 0.0004176 EM
10 -0.12005697D+05 4.4318097 0.0003690 EM
FINAL STAGE ITERATIONS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.49140469D+05 0.0000000 0.0000000 EM
2 -0.12297855D+05 ************ 0.7497408 EM
3 -0.12072654D+05 225.2013112 0.0183122 EM
4 -0.12029181D+05 43.4727951 0.0036009 EM
5 -0.12012916D+05 16.2649707 0.0013521 EM
6 -0.12001710D+05 11.2060193 0.0009328 EM
7 -0.11991936D+05 9.7742348 0.0008144 EM
8 -0.11985528D+05 6.4084271 0.0005344 EM
9 -0.11981673D+05 3.8549167 0.0003216 EM
10 -0.11979281D+05 2.3921461 0.0001997 EM
11 -0.11977683D+05 1.5981122 0.0001334 EM
12 -0.11976547D+05 1.1352695 0.0000948 EM
13 -0.11975704D+05 0.8431578 0.0000704 EM
14 -0.11975057D+05 0.6474326 0.0000541 EM
15 -0.11974546D+05 0.5105399 0.0000426 EM
16 -0.11974134D+05 0.4116983 0.0000344 EM
17 -0.11973796D+05 0.3385019 0.0000283 EM
18 -0.11973513D+05 0.2831227 0.0000236 EM
19 -0.11973272D+05 0.2404172 0.0000201 EM
20 -0.11973065D+05 0.2069180 0.0000173 EM
21 -0.11972885D+05 0.1802340 0.0000151 EM
22 -0.11972727D+05 0.1586860 0.0000133 EM
23 -0.11972585D+05 0.1410739 0.0000118 EM
24 -0.11972459D+05 0.1265255 0.0000106 EM
25 -0.11972345D+05 0.1143966 0.0000096 EM
26 -0.11972240D+05 0.1042039 0.0000087 EM
27 -0.11972145D+05 0.0955800 0.0000080 EM
28 -0.11972057D+05 0.0882408 0.0000074 EM
29 -0.11971975D+05 0.0819622 0.0000068 EM
30 -0.11971898D+05 0.0765736 0.0000064 EM
31 -0.11971826D+05 0.0719307 0.0000060 EM
32 -0.11971758D+05 0.0679222 0.0000057 EM
33 -0.11971694D+05 0.0644570 0.0000054 EM
34 -0.11971632D+05 0.0614597 0.0000051 EM
35 -0.11971573D+05 0.0588672 0.0000049 EM
36 -0.11971517D+05 0.0566314 0.0000047 EM
37 -0.11971462D+05 0.0547069 0.0000046 EM
38 -0.11971409D+05 0.0530563 0.0000044 EM
39 -0.11971357D+05 0.0516536 0.0000043 EM
40 -0.11971307D+05 0.0504692 0.0000042 EM
41 -0.11971257D+05 0.0494847 0.0000041 EM
42 -0.11971209D+05 0.0486813 0.0000041 EM
43 -0.11971161D+05 0.0480417 0.0000040 EM
44 -0.11971113D+05 0.0475563 0.0000040 EM
45 -0.11971066D+05 0.0472118 0.0000039 EM
46 -0.11971019D+05 0.0470003 0.0000039 EM
47 -0.11970972D+05 0.0469134 0.0000039 EM
48 -0.11970925D+05 0.0469449 0.0000039 EM
49 -0.11970878D+05 0.0470912 0.0000039 EM
50 -0.11970831D+05 0.0473515 0.0000040 EM
51 -0.11970783D+05 0.0477196 0.0000040 EM
52 -0.11970735D+05 0.0481960 0.0000040 EM
53 -0.11970686D+05 0.0487823 0.0000041 EM
54 -0.11970636D+05 0.0494765 0.0000041 EM
55 -0.11970586D+05 0.0502821 0.0000042 EM
56 -0.11970535D+05 0.0512027 0.0000043 EM
57 -0.11970483D+05 0.0522426 0.0000044 EM
58 -0.11970429D+05 0.0534151 0.0000045 EM
59 -0.11970375D+05 0.0547186 0.0000046 EM
60 -0.11970318D+05 0.0561660 0.0000047 EM
61 -0.11970261D+05 0.0577696 0.0000048 EM
62 -0.11970201D+05 0.0595392 0.0000050 EM
63 -0.11970140D+05 0.0614911 0.0000051 EM
64 -0.11970076D+05 0.0636500 0.0000053 EM
65 -0.11970010D+05 0.0660272 0.0000055 EM
66 -0.11959226D+05 10.7834124 0.0009009 QN
67 -0.11944458D+05 14.7680130 0.0012349 EM
68 -0.11936290D+05 8.1681583 0.0006838 EM
69 -0.11927317D+05 8.9737834 0.0007518 EM
70 -0.11918119D+05 9.1980108 0.0007712 EM
71 -0.11908783D+05 9.3355816 0.0007833 EM
72 -0.11899448D+05 9.3352074 0.0007839 EM
73 -0.11890568D+05 8.8801921 0.0007463 EM
74 -0.11882794D+05 7.7734875 0.0006538 EM
75 -0.11876649D+05 6.1453157 0.0005172 EM
76 -0.11872250D+05 4.3985465 0.0003704 EM
77 -0.11869325D+05 2.9247282 0.0002463 EM
78 -0.11867425D+05 1.9006921 0.0001601 EM
79 -0.11866188D+05 1.2369188 0.0001042 EM
80 -0.11865356D+05 0.8317521 0.0000701 EM
81 -0.11864775D+05 0.5815464 0.0000490 EM
82 -0.11864354D+05 0.4210111 0.0000355 EM
83 -0.11864038D+05 0.3151264 0.0000266 EM
84 -0.11863795D+05 0.2432917 0.0000205 EM
85 -0.11863602D+05 0.1932900 0.0000163 EM
86 -0.11863444D+05 0.1576144 0.0000133 EM
87 -0.11863313D+05 0.1315190 0.0000111 EM
88 -0.11863201D+05 0.1119111 0.0000094 EM
89 -0.11862283D+05 0.9177371 0.0000774 QN
90 -0.11862264D+05 0.0191198 0.0000016 EM
91 -0.11862262D+05 0.0020305 0.0000002 EM
92 -0.11862261D+05 0.0007006 0.0000001 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.32079139D+05 0.0000000 0.0000000 EM
2 -0.12228188D+05 ************ 0.6188118 EM
3 -0.12041489D+05 186.6987047 0.0152679 EM
4 -0.12007500D+05 33.9891892 0.0028227 EM
5 -0.12003697D+05 3.8032672 0.0003167 EM
6 -0.12000221D+05 3.4762339 0.0002896 EM
7 -0.11996872D+05 3.3481809 0.0002790 EM
8 -0.11993524D+05 3.3482831 0.0002791 EM
9 -0.11990084D+05 3.4396918 0.0002868 EM
10 -0.11986479D+05 3.6054647 0.0003007 EM
11 -0.11982635D+05 3.8441203 0.0003207 EM
12 -0.11978471D+05 4.1634784 0.0003475 EM
13 -0.11973894D+05 4.5777973 0.0003822 EM
14 -0.11968789D+05 5.1049426 0.0004263 EM
15 -0.11963027D+05 5.7611807 0.0004814 EM
16 -0.11956476D+05 6.5511400 0.0005476 EM
17 -0.11949025D+05 7.4512416 0.0006232 EM
18 -0.11940636D+05 8.3890430 0.0007021 EM
19 -0.11931410D+05 9.2264194 0.0007727 EM
20 -0.11921647D+05 9.7623743 0.0008182 EM
21 -0.11911866D+05 9.7814572 0.0008205 EM
22 -0.11902710D+05 9.1560289 0.0007686 EM
23 -0.11894759D+05 7.9506593 0.0006680 EM
24 -0.11888321D+05 6.4381222 0.0005413 EM
25 -0.11883346D+05 4.9749469 0.0004185 EM
26 -0.11879533D+05 3.8131512 0.0003209 EM
27 -0.11876514D+05 3.0186278 0.0002541 EM
28 -0.11873987D+05 2.5269907 0.0002128 EM
29 -0.11871752D+05 2.2356733 0.0001883 EM
30 -0.11869692D+05 2.0591658 0.0001735 EM
31 -0.11867752D+05 1.9402955 0.0001635 EM
32 -0.11865911D+05 1.8412316 0.0001551 EM
33 -0.11864176D+05 1.7353568 0.0001462 EM
34 -0.11862569D+05 1.6065537 0.0001354 EM
35 -0.11861120D+05 1.4485411 0.0001221 EM
36 -0.11859855D+05 1.2659548 0.0001067 EM
37 -0.11859750D+05 0.1040380 0.0000088 FS
38 -0.11857288D+05 2.4626193 0.0002076 FS
39 -0.11854852D+05 2.4354761 0.0002054 EM
40 -0.11854692D+05 0.1605495 0.0000135 EM
41 -0.11854641D+05 0.0511020 0.0000043 EM
42 -0.11854611D+05 0.0297182 0.0000025 EM
43 -0.11854588D+05 0.0234208 0.0000020 EM
44 -0.11854572D+05 0.0159500 0.0000013 EM
45 -0.11854559D+05 0.0129982 0.0000011 EM
46 -0.11854548D+05 0.0101817 0.0000009 EM
47 -0.11854540D+05 0.0086405 0.0000007 EM
48 -0.11854533D+05 0.0071750 0.0000006 EM
49 -0.11854527D+05 0.0060184 0.0000005 EM
50 -0.11854522D+05 0.0049517 0.0000004 EM
51 -0.11854518D+05 0.0040654 0.0000003 EM
52 -0.11854514D+05 0.0033081 0.0000003 EM
53 -0.11854512D+05 0.0026885 0.0000002 EM
54 -0.11854509D+05 0.0021797 0.0000002 EM
55 -0.11854508D+05 0.0017712 0.0000001 EM
56 -0.11854506D+05 0.0014448 0.0000001 EM
57 -0.11854505D+05 0.0011869 0.0000001 EM
58 -0.11854504D+05 0.0009831 0.0000001 EM
Beginning Time: 22:46:59
Ending Time: 22:48:55
Elapsed Time: 00:01:56
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