Mplus VERSION 8
MUTHEN & MUTHEN
04/10/2017 4:29 AM
INPUT INSTRUCTIONS
TITLE: this is an example of a two-level IRT mixture analysis
with binary factor indicators and a between-level
categorical latent variable
VARIABLE:NAMES ARE u1-u8 dumb dum clus;
USEVARIABLES = u1-u8;
CATEGORICAL = u1-u8;
CLASSES = cb(2) c(2);
BETWEEN = cb;
CLUSTER = clus;
DATA: FILE = ex10.5.dat;
ANALYSIS: TYPE = TWOLEVEL MIXTURE;
ALGORITHM = INTEGRATION;
PROCESSORS = 2;
MODEL:
%WITHIN%
%OVERALL%
f BY u1-u8;
[f@0];
%BETWEEN%
%OVERALL%
%cb#1.c#1%
[u1$1-u8$1];
%cb#1.c#2%
[u1$1-u8$1];
%cb#2.c#1%
[u1$1-u8$1];
%cb#2.c#2%
[u1$1-u8$1];
MODEL c:
%WITHIN%
%c#1%
f;
%c#2%
f;
OUTPUT: TECH1 TECH8;
INPUT READING TERMINATED NORMALLY
this is an example of a two-level IRT mixture analysis
with binary factor indicators and a between-level
categorical latent variable
SUMMARY OF ANALYSIS
Number of groups 1
Number of observations 2000
Number of dependent variables 8
Number of independent variables 0
Number of continuous latent variables 1
Number of categorical latent variables 2
Observed dependent variables
Binary and ordered categorical (ordinal)
U1 U2 U3 U4 U5 U6
U7 U8
Continuous latent variables
F
Categorical latent variables
CB C
Variables with special functions
Cluster variable CLUS
Estimator MLR
Information matrix OBSERVED
Optimization Specifications for the Quasi-Newton Algorithm for
Continuous Outcomes
Maximum number of iterations 100
Convergence criterion 0.100D-05
Optimization Specifications for the EM Algorithm
Maximum number of iterations 500
Convergence criteria
Loglikelihood change 0.100D-02
Relative loglikelihood change 0.100D-05
Derivative 0.100D-02
Optimization Specifications for the M step of the EM Algorithm for
Categorical Latent variables
Number of M step iterations 1
M step convergence criterion 0.100D-02
Basis for M step termination ITERATION
Optimization Specifications for the M step of the EM Algorithm for
Censored, Binary or Ordered Categorical (Ordinal), Unordered
Categorical (Nominal) and Count Outcomes
Number of M step iterations 1
M step convergence criterion 0.100D-02
Basis for M step termination ITERATION
Maximum value for logit thresholds 15
Minimum value for logit thresholds -15
Minimum expected cell size for chi-square 0.100D-01
Optimization algorithm EMA
Integration Specifications
Type STANDARD
Number of integration points 15
Dimensions of numerical integration 1
Adaptive quadrature ON
Random Starts Specifications
Number of initial stage random starts 20
Number of final stage optimizations 4
Number of initial stage iterations 10
Initial stage convergence criterion 0.100D+01
Random starts scale 0.500D+01
Random seed for generating random starts 0
Parameterization LOGIT
Link LOGIT
Cholesky ON
Input data file(s)
ex10.5.dat
Input data format FREE
SUMMARY OF DATA
Number of clusters 100
UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES
U1
Category 1 0.514 1028.000
Category 2 0.486 972.000
U2
Category 1 0.513 1026.000
Category 2 0.487 974.000
U3
Category 1 0.530 1061.000
Category 2 0.469 939.000
U4
Category 1 0.641 1283.000
Category 2 0.358 717.000
U5
Category 1 0.540 1081.000
Category 2 0.460 919.000
U6
Category 1 0.537 1075.000
Category 2 0.463 925.000
U7
Category 1 0.526 1052.000
Category 2 0.474 948.000
U8
Category 1 0.532 1065.000
Category 2 0.468 935.000
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:
-9004.553 127215 9
-9033.444 462953 7
-9033.447 76974 16
-9033.448 650371 14
WARNING: THE BEST LOGLIKELIHOOD VALUE WAS NOT REPLICATED. THE
SOLUTION MAY NOT BE TRUSTWORTHY DUE TO LOCAL MAXIMA. INCREASE THE
NUMBER OF RANDOM STARTS.
THE MODEL ESTIMATION TERMINATED NORMALLY
MODEL FIT INFORMATION
Number of Free Parameters 43
Loglikelihood
H0 Value -9004.553
H0 Scaling Correction Factor 1.0184
for MLR
Information Criteria
Akaike (AIC) 18095.107
Bayesian (BIC) 18335.945
Sample-Size Adjusted BIC 18199.332
(n* = (n + 2) / 24)
MODEL RESULTS USE THE LATENT CLASS VARIABLE ORDER
CB C
Latent Class Variable Patterns
CB C
Class Class
1 1
1 2
2 1
2 2
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASS PATTERNS
BASED ON ESTIMATED POSTERIOR PROBABILITIES
Latent Class
Pattern
1 1 313.90895 0.15695
1 2 509.17501 0.25459
2 1 440.55127 0.22028
2 2 736.36478 0.36818
FINAL CLASS COUNTS AND PROPORTIONS FOR EACH LATENT CLASS VARIABLE
BASED ON ESTIMATED POSTERIOR PROBABILITIES
Latent Class
Variable Class
CB 1 823.08392 0.41154
2 1176.91602 0.58846
C 1 754.46021 0.37723
2 1245.53979 0.62277
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 1 297 0.14850
1 2 523 0.26150
2 1 455 0.22750
2 2 725 0.36250
FINAL CLASS COUNTS AND PROPORTIONS FOR EACH LATENT CLASS VARIABLE
BASED ON THEIR MOST LIKELY LATENT CLASS PATTERN
Latent Class
Variable Class
CB 1 820 0.41000
2 1180 0.59000
C 1 752 0.37600
2 1248 0.62400
CLASSIFICATION QUALITY
Entropy 0.874
Average Latent Class Probabilities for Most Likely Latent Class Pattern (Row)
by Latent Class Pattern (Column)
Latent Class Variable Patterns
Latent Class CB C
Pattern No. Class Class
1 1 1
2 1 2
3 2 1
4 2 2
1 2 3 4
1 0.994 0.006 0.000 0.000
2 0.034 0.966 0.000 0.000
3 0.001 0.000 0.850 0.149
4 0.001 0.003 0.074 0.922
MODEL RESULTS
Two-Tailed
Estimate S.E. Est./S.E. P-Value
Within Level
Latent Class Pattern 1 1
F BY
U1 1.000 0.000 999.000 999.000
U2 1.045 0.123 8.488 0.000
U3 1.113 0.140 7.922 0.000
U4 1.152 0.140 8.223 0.000
U5 1.133 0.149 7.581 0.000
U6 1.010 0.149 6.794 0.000
U7 1.040 0.153 6.803 0.000
U8 1.075 0.153 7.014 0.000
Means
F 0.000 0.000 999.000 999.000
Variances
F 2.319 0.551 4.206 0.000
Latent Class Pattern 1 2
F BY
U1 1.000 0.000 999.000 999.000
U2 1.045 0.123 8.488 0.000
U3 1.113 0.140 7.922 0.000
U4 1.152 0.140 8.223 0.000
U5 1.133 0.149 7.581 0.000
U6 1.010 0.149 6.794 0.000
U7 1.040 0.153 6.803 0.000
U8 1.075 0.153 7.014 0.000
Means
F 0.000 0.000 999.000 999.000
Variances
F 2.480 0.498 4.978 0.000
Latent Class Pattern 2 1
F BY
U1 1.000 0.000 999.000 999.000
U2 1.045 0.123 8.488 0.000
U3 1.113 0.140 7.922 0.000
U4 1.152 0.140 8.223 0.000
U5 1.133 0.149 7.581 0.000
U6 1.010 0.149 6.794 0.000
U7 1.040 0.153 6.803 0.000
U8 1.075 0.153 7.014 0.000
Means
F 0.000 0.000 999.000 999.000
Variances
F 2.319 0.551 4.206 0.000
Latent Class Pattern 2 2
F BY
U1 1.000 0.000 999.000 999.000
U2 1.045 0.123 8.488 0.000
U3 1.113 0.140 7.922 0.000
U4 1.152 0.140 8.223 0.000
U5 1.133 0.149 7.581 0.000
U6 1.010 0.149 6.794 0.000
U7 1.040 0.153 6.803 0.000
U8 1.075 0.153 7.014 0.000
Means
F 0.000 0.000 999.000 999.000
Variances
F 2.480 0.498 4.978 0.000
Between Level
Latent Class Pattern 1 1
Thresholds
U1$1 -1.989 0.226 -8.811 0.000
U2$1 -1.881 0.219 -8.605 0.000
U3$1 -1.950 0.198 -9.831 0.000
U4$1 -2.312 0.272 -8.507 0.000
U5$1 2.072 0.223 9.272 0.000
U6$1 2.274 0.233 9.782 0.000
U7$1 1.879 0.239 7.878 0.000
U8$1 1.838 0.255 7.206 0.000
Latent Class Pattern 1 2
Thresholds
U1$1 1.634 0.168 9.718 0.000
U2$1 1.913 0.174 11.023 0.000
U3$1 2.230 0.201 11.091 0.000
U4$1 2.042 0.179 11.425 0.000
U5$1 -1.730 0.173 -10.021 0.000
U6$1 -1.990 0.166 -11.971 0.000
U7$1 -1.966 0.186 -10.572 0.000
U8$1 -1.974 0.198 -9.978 0.000
Latent Class Pattern 2 1
Thresholds
U1$1 -2.033 0.297 -6.832 0.000
U2$1 -2.135 0.348 -6.135 0.000
U3$1 -2.228 0.314 -7.092 0.000
U4$1 1.575 0.254 6.196 0.000
U5$1 1.766 0.247 7.139 0.000
U6$1 1.736 0.259 6.700 0.000
U7$1 1.771 0.223 7.930 0.000
U8$1 2.002 0.259 7.723 0.000
Latent Class Pattern 2 2
Thresholds
U1$1 1.058 0.141 7.481 0.000
U2$1 0.902 0.160 5.641 0.000
U3$1 1.135 0.150 7.543 0.000
U4$1 1.159 0.182 6.378 0.000
U5$1 0.015 0.160 0.091 0.927
U6$1 0.027 0.154 0.178 0.859
U7$1 -0.066 0.159 -0.416 0.678
U8$1 -0.038 0.190 -0.198 0.843
Categorical Latent Variables
Within Level
Means
C#1 -0.502 0.070 -7.115 0.000
Between Level
Means
CB#1 -0.358 0.204 -1.754 0.079
QUALITY OF NUMERICAL RESULTS
Condition Number for the Information Matrix 0.426E-02
(ratio of smallest to largest eigenvalue)
TECHNICAL 1 OUTPUT
PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS PATTERN 1 1
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 U7 U8
________ ________ ________
0 0 0
LAMBDA
F CB#1 C#1
________ ________ ________
U1 0 0 0
U2 1 0 0
U3 2 0 0
U4 3 0 0
U5 4 0 0
U6 5 0 0
U7 6 0 0
U8 7 0 0
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0
U2 0 0
U3 0 0 0
U4 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
U7 0 0 0 0 0
U8 0 0 0 0 0
THETA
U6 U7 U8
________ ________ ________
U6 0
U7 0 0
U8 0 0 0
ALPHA
F CB#1 C#1
________ ________ ________
0 0 0
BETA
F CB#1 C#1
________ ________ ________
F 0 0 0
CB#1 0 0 0
C#1 0 0 0
PSI
F CB#1 C#1
________ ________ ________
F 8
CB#1 0 0
C#1 0 0 0
PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS PATTERN 1 2
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 U7 U8
________ ________ ________
0 0 0
LAMBDA
F CB#1 C#1
________ ________ ________
U1 0 0 0
U2 1 0 0
U3 2 0 0
U4 3 0 0
U5 4 0 0
U6 5 0 0
U7 6 0 0
U8 7 0 0
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0
U2 0 0
U3 0 0 0
U4 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
U7 0 0 0 0 0
U8 0 0 0 0 0
THETA
U6 U7 U8
________ ________ ________
U6 0
U7 0 0
U8 0 0 0
ALPHA
F CB#1 C#1
________ ________ ________
0 0 0
BETA
F CB#1 C#1
________ ________ ________
F 0 0 0
CB#1 0 0 0
C#1 0 0 0
PSI
F CB#1 C#1
________ ________ ________
F 9
CB#1 0 0
C#1 0 0 0
PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS PATTERN 2 1
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 U7 U8
________ ________ ________
0 0 0
LAMBDA
F CB#1 C#1
________ ________ ________
U1 0 0 0
U2 1 0 0
U3 2 0 0
U4 3 0 0
U5 4 0 0
U6 5 0 0
U7 6 0 0
U8 7 0 0
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0
U2 0 0
U3 0 0 0
U4 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
U7 0 0 0 0 0
U8 0 0 0 0 0
THETA
U6 U7 U8
________ ________ ________
U6 0
U7 0 0
U8 0 0 0
ALPHA
F CB#1 C#1
________ ________ ________
0 0 0
BETA
F CB#1 C#1
________ ________ ________
F 0 0 0
CB#1 0 0 0
C#1 0 0 0
PSI
F CB#1 C#1
________ ________ ________
F 8
CB#1 0 0
C#1 0 0 0
PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS PATTERN 2 2
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 U7 U8
________ ________ ________
0 0 0
LAMBDA
F CB#1 C#1
________ ________ ________
U1 0 0 0
U2 1 0 0
U3 2 0 0
U4 3 0 0
U5 4 0 0
U6 5 0 0
U7 6 0 0
U8 7 0 0
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0
U2 0 0
U3 0 0 0
U4 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
U7 0 0 0 0 0
U8 0 0 0 0 0
THETA
U6 U7 U8
________ ________ ________
U6 0
U7 0 0
U8 0 0 0
ALPHA
F CB#1 C#1
________ ________ ________
0 0 0
BETA
F CB#1 C#1
________ ________ ________
F 0 0 0
CB#1 0 0 0
C#1 0 0 0
PSI
F CB#1 C#1
________ ________ ________
F 9
CB#1 0 0
C#1 0 0 0
PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS PATTERN 1 1
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 U7 U8
________ ________ ________
0 0 0
LAMBDA
F CB#1 C#1
________ ________ ________
U1 0 0 0
U2 0 0 0
U3 0 0 0
U4 0 0 0
U5 0 0 0
U6 0 0 0
U7 0 0 0
U8 0 0 0
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0
U2 0 0
U3 0 0 0
U4 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
U7 0 0 0 0 0
U8 0 0 0 0 0
THETA
U6 U7 U8
________ ________ ________
U6 0
U7 0 0
U8 0 0 0
ALPHA
F CB#1 C#1
________ ________ ________
0 0 0
BETA
F CB#1 C#1
________ ________ ________
F 0 0 0
CB#1 0 0 0
C#1 0 0 0
PSI
F CB#1 C#1
________ ________ ________
F 0
CB#1 0 0
C#1 0 0 0
PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS PATTERN 1 2
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 U7 U8
________ ________ ________
0 0 0
LAMBDA
F CB#1 C#1
________ ________ ________
U1 0 0 0
U2 0 0 0
U3 0 0 0
U4 0 0 0
U5 0 0 0
U6 0 0 0
U7 0 0 0
U8 0 0 0
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0
U2 0 0
U3 0 0 0
U4 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
U7 0 0 0 0 0
U8 0 0 0 0 0
THETA
U6 U7 U8
________ ________ ________
U6 0
U7 0 0
U8 0 0 0
ALPHA
F CB#1 C#1
________ ________ ________
0 0 0
BETA
F CB#1 C#1
________ ________ ________
F 0 0 0
CB#1 0 0 0
C#1 0 0 0
PSI
F CB#1 C#1
________ ________ ________
F 0
CB#1 0 0
C#1 0 0 0
PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS PATTERN 2 1
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 U7 U8
________ ________ ________
0 0 0
LAMBDA
F CB#1 C#1
________ ________ ________
U1 0 0 0
U2 0 0 0
U3 0 0 0
U4 0 0 0
U5 0 0 0
U6 0 0 0
U7 0 0 0
U8 0 0 0
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0
U2 0 0
U3 0 0 0
U4 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
U7 0 0 0 0 0
U8 0 0 0 0 0
THETA
U6 U7 U8
________ ________ ________
U6 0
U7 0 0
U8 0 0 0
ALPHA
F CB#1 C#1
________ ________ ________
0 0 0
BETA
F CB#1 C#1
________ ________ ________
F 0 0 0
CB#1 0 0 0
C#1 0 0 0
PSI
F CB#1 C#1
________ ________ ________
F 0
CB#1 0 0
C#1 0 0 0
PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS PATTERN 2 2
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 U7 U8
________ ________ ________
0 0 0
LAMBDA
F CB#1 C#1
________ ________ ________
U1 0 0 0
U2 0 0 0
U3 0 0 0
U4 0 0 0
U5 0 0 0
U6 0 0 0
U7 0 0 0
U8 0 0 0
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0
U2 0 0
U3 0 0 0
U4 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
U7 0 0 0 0 0
U8 0 0 0 0 0
THETA
U6 U7 U8
________ ________ ________
U6 0
U7 0 0
U8 0 0 0
ALPHA
F CB#1 C#1
________ ________ ________
0 0 0
BETA
F CB#1 C#1
________ ________ ________
F 0 0 0
CB#1 0 0 0
C#1 0 0 0
PSI
F CB#1 C#1
________ ________ ________
F 0
CB#1 0 0
C#1 0 0 0
PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART (WITHIN)
TAU(U) FOR LATENT CLASS PATTERN 1 1
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0 0 0 0 0
TAU(U) FOR LATENT CLASS PATTERN 1 1
U6$1 U7$1 U8$1
________ ________ ________
0 0 0
TAU(U) FOR LATENT CLASS PATTERN 1 2
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0 0 0 0 0
TAU(U) FOR LATENT CLASS PATTERN 1 2
U6$1 U7$1 U8$1
________ ________ ________
0 0 0
TAU(U) FOR LATENT CLASS PATTERN 2 1
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0 0 0 0 0
TAU(U) FOR LATENT CLASS PATTERN 2 1
U6$1 U7$1 U8$1
________ ________ ________
0 0 0
TAU(U) FOR LATENT CLASS PATTERN 2 2
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0 0 0 0 0
TAU(U) FOR LATENT CLASS PATTERN 2 2
U6$1 U7$1 U8$1
________ ________ ________
0 0 0
PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART (BETWEEN)
TAU(U) FOR LATENT CLASS PATTERN 1 1
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
10 11 12 13 14
TAU(U) FOR LATENT CLASS PATTERN 1 1
U6$1 U7$1 U8$1
________ ________ ________
15 16 17
TAU(U) FOR LATENT CLASS PATTERN 1 2
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
18 19 20 21 22
TAU(U) FOR LATENT CLASS PATTERN 1 2
U6$1 U7$1 U8$1
________ ________ ________
23 24 25
TAU(U) FOR LATENT CLASS PATTERN 2 1
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
26 27 28 29 30
TAU(U) FOR LATENT CLASS PATTERN 2 1
U6$1 U7$1 U8$1
________ ________ ________
31 32 33
TAU(U) FOR LATENT CLASS PATTERN 2 2
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
34 35 36 37 38
TAU(U) FOR LATENT CLASS PATTERN 2 2
U6$1 U7$1 U8$1
________ ________ ________
39 40 41
PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART (WITHIN)
ALPHA(C)
CB#1 CB#2 C#1 C#2
________ ________ ________ ________
0 0 43 0
GAMMA(C)
F CB#1 C#1
________ ________ ________
CB#1 0 0 0
CB#2 0 0 0
C#1 0 0 0
C#2 0 0 0
PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART (BETWEEN)
ALPHA(C)
CB#1 CB#2 C#1 C#2
________ ________ ________ ________
42 0 0 0
GAMMA(C)
F CB#1 C#1
________ ________ ________
CB#1 0 0 0
CB#2 0 0 0
C#1 0 0 0
C#2 0 0 0
STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS PATTERN 1 1
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U6 U7 U8
________ ________ ________
0.000 0.000 0.000
LAMBDA
F CB#1 C#1
________ ________ ________
U1 1.000 0.000 0.000
U2 1.000 0.000 0.000
U3 1.000 0.000 0.000
U4 1.000 0.000 0.000
U5 1.000 0.000 0.000
U6 1.000 0.000 0.000
U7 1.000 0.000 0.000
U8 1.000 0.000 0.000
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 1.000
U2 0.000 1.000
U3 0.000 0.000 1.000
U4 0.000 0.000 0.000 1.000
U5 0.000 0.000 0.000 0.000 1.000
U6 0.000 0.000 0.000 0.000 0.000
U7 0.000 0.000 0.000 0.000 0.000
U8 0.000 0.000 0.000 0.000 0.000
THETA
U6 U7 U8
________ ________ ________
U6 1.000
U7 0.000 1.000
U8 0.000 0.000 1.000
ALPHA
F CB#1 C#1
________ ________ ________
0.000 0.000 0.000
BETA
F CB#1 C#1
________ ________ ________
F 0.000 0.000 0.000
CB#1 0.000 0.000 0.000
C#1 0.000 0.000 0.000
PSI
F CB#1 C#1
________ ________ ________
F 0.050
CB#1 0.000 0.000
C#1 0.000 0.000 0.000
STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS PATTERN 1 2
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U6 U7 U8
________ ________ ________
0.000 0.000 0.000
LAMBDA
F CB#1 C#1
________ ________ ________
U1 1.000 0.000 0.000
U2 1.000 0.000 0.000
U3 1.000 0.000 0.000
U4 1.000 0.000 0.000
U5 1.000 0.000 0.000
U6 1.000 0.000 0.000
U7 1.000 0.000 0.000
U8 1.000 0.000 0.000
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 1.000
U2 0.000 1.000
U3 0.000 0.000 1.000
U4 0.000 0.000 0.000 1.000
U5 0.000 0.000 0.000 0.000 1.000
U6 0.000 0.000 0.000 0.000 0.000
U7 0.000 0.000 0.000 0.000 0.000
U8 0.000 0.000 0.000 0.000 0.000
THETA
U6 U7 U8
________ ________ ________
U6 1.000
U7 0.000 1.000
U8 0.000 0.000 1.000
ALPHA
F CB#1 C#1
________ ________ ________
0.000 0.000 0.000
BETA
F CB#1 C#1
________ ________ ________
F 0.000 0.000 0.000
CB#1 0.000 0.000 0.000
C#1 0.000 0.000 0.000
PSI
F CB#1 C#1
________ ________ ________
F 0.050
CB#1 0.000 0.000
C#1 0.000 0.000 0.000
STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS PATTERN 2 1
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U6 U7 U8
________ ________ ________
0.000 0.000 0.000
LAMBDA
F CB#1 C#1
________ ________ ________
U1 1.000 0.000 0.000
U2 1.000 0.000 0.000
U3 1.000 0.000 0.000
U4 1.000 0.000 0.000
U5 1.000 0.000 0.000
U6 1.000 0.000 0.000
U7 1.000 0.000 0.000
U8 1.000 0.000 0.000
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 1.000
U2 0.000 1.000
U3 0.000 0.000 1.000
U4 0.000 0.000 0.000 1.000
U5 0.000 0.000 0.000 0.000 1.000
U6 0.000 0.000 0.000 0.000 0.000
U7 0.000 0.000 0.000 0.000 0.000
U8 0.000 0.000 0.000 0.000 0.000
THETA
U6 U7 U8
________ ________ ________
U6 1.000
U7 0.000 1.000
U8 0.000 0.000 1.000
ALPHA
F CB#1 C#1
________ ________ ________
0.000 0.000 0.000
BETA
F CB#1 C#1
________ ________ ________
F 0.000 0.000 0.000
CB#1 0.000 0.000 0.000
C#1 0.000 0.000 0.000
PSI
F CB#1 C#1
________ ________ ________
F 0.050
CB#1 0.000 0.000
C#1 0.000 0.000 0.000
STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS PATTERN 2 2
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U6 U7 U8
________ ________ ________
0.000 0.000 0.000
LAMBDA
F CB#1 C#1
________ ________ ________
U1 1.000 0.000 0.000
U2 1.000 0.000 0.000
U3 1.000 0.000 0.000
U4 1.000 0.000 0.000
U5 1.000 0.000 0.000
U6 1.000 0.000 0.000
U7 1.000 0.000 0.000
U8 1.000 0.000 0.000
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 1.000
U2 0.000 1.000
U3 0.000 0.000 1.000
U4 0.000 0.000 0.000 1.000
U5 0.000 0.000 0.000 0.000 1.000
U6 0.000 0.000 0.000 0.000 0.000
U7 0.000 0.000 0.000 0.000 0.000
U8 0.000 0.000 0.000 0.000 0.000
THETA
U6 U7 U8
________ ________ ________
U6 1.000
U7 0.000 1.000
U8 0.000 0.000 1.000
ALPHA
F CB#1 C#1
________ ________ ________
0.000 0.000 0.000
BETA
F CB#1 C#1
________ ________ ________
F 0.000 0.000 0.000
CB#1 0.000 0.000 0.000
C#1 0.000 0.000 0.000
PSI
F CB#1 C#1
________ ________ ________
F 0.050
CB#1 0.000 0.000
C#1 0.000 0.000 0.000
STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS PATTERN 1 1
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U6 U7 U8
________ ________ ________
0.000 0.000 0.000
LAMBDA
F CB#1 C#1
________ ________ ________
U1 0.000 0.000 0.000
U2 0.000 0.000 0.000
U3 0.000 0.000 0.000
U4 0.000 0.000 0.000
U5 0.000 0.000 0.000
U6 0.000 0.000 0.000
U7 0.000 0.000 0.000
U8 0.000 0.000 0.000
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0.000
U2 0.000 0.000
U3 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 0.000
U6 0.000 0.000 0.000 0.000 0.000
U7 0.000 0.000 0.000 0.000 0.000
U8 0.000 0.000 0.000 0.000 0.000
THETA
U6 U7 U8
________ ________ ________
U6 0.000
U7 0.000 0.000
U8 0.000 0.000 0.000
ALPHA
F CB#1 C#1
________ ________ ________
0.000 0.000 0.000
BETA
F CB#1 C#1
________ ________ ________
F 0.000 0.000 0.000
CB#1 0.000 0.000 0.000
C#1 0.000 0.000 0.000
PSI
F CB#1 C#1
________ ________ ________
F 0.000
CB#1 0.000 0.000
C#1 0.000 0.000 0.000
STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS PATTERN 1 2
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U6 U7 U8
________ ________ ________
0.000 0.000 0.000
LAMBDA
F CB#1 C#1
________ ________ ________
U1 0.000 0.000 0.000
U2 0.000 0.000 0.000
U3 0.000 0.000 0.000
U4 0.000 0.000 0.000
U5 0.000 0.000 0.000
U6 0.000 0.000 0.000
U7 0.000 0.000 0.000
U8 0.000 0.000 0.000
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0.000
U2 0.000 0.000
U3 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 0.000
U6 0.000 0.000 0.000 0.000 0.000
U7 0.000 0.000 0.000 0.000 0.000
U8 0.000 0.000 0.000 0.000 0.000
THETA
U6 U7 U8
________ ________ ________
U6 0.000
U7 0.000 0.000
U8 0.000 0.000 0.000
ALPHA
F CB#1 C#1
________ ________ ________
0.000 0.000 0.000
BETA
F CB#1 C#1
________ ________ ________
F 0.000 0.000 0.000
CB#1 0.000 0.000 0.000
C#1 0.000 0.000 0.000
PSI
F CB#1 C#1
________ ________ ________
F 0.000
CB#1 0.000 0.000
C#1 0.000 0.000 0.000
STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS PATTERN 2 1
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U6 U7 U8
________ ________ ________
0.000 0.000 0.000
LAMBDA
F CB#1 C#1
________ ________ ________
U1 0.000 0.000 0.000
U2 0.000 0.000 0.000
U3 0.000 0.000 0.000
U4 0.000 0.000 0.000
U5 0.000 0.000 0.000
U6 0.000 0.000 0.000
U7 0.000 0.000 0.000
U8 0.000 0.000 0.000
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0.000
U2 0.000 0.000
U3 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 0.000
U6 0.000 0.000 0.000 0.000 0.000
U7 0.000 0.000 0.000 0.000 0.000
U8 0.000 0.000 0.000 0.000 0.000
THETA
U6 U7 U8
________ ________ ________
U6 0.000
U7 0.000 0.000
U8 0.000 0.000 0.000
ALPHA
F CB#1 C#1
________ ________ ________
0.000 0.000 0.000
BETA
F CB#1 C#1
________ ________ ________
F 0.000 0.000 0.000
CB#1 0.000 0.000 0.000
C#1 0.000 0.000 0.000
PSI
F CB#1 C#1
________ ________ ________
F 0.000
CB#1 0.000 0.000
C#1 0.000 0.000 0.000
STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS PATTERN 2 2
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U6 U7 U8
________ ________ ________
0.000 0.000 0.000
LAMBDA
F CB#1 C#1
________ ________ ________
U1 0.000 0.000 0.000
U2 0.000 0.000 0.000
U3 0.000 0.000 0.000
U4 0.000 0.000 0.000
U5 0.000 0.000 0.000
U6 0.000 0.000 0.000
U7 0.000 0.000 0.000
U8 0.000 0.000 0.000
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0.000
U2 0.000 0.000
U3 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 0.000
U6 0.000 0.000 0.000 0.000 0.000
U7 0.000 0.000 0.000 0.000 0.000
U8 0.000 0.000 0.000 0.000 0.000
THETA
U6 U7 U8
________ ________ ________
U6 0.000
U7 0.000 0.000
U8 0.000 0.000 0.000
ALPHA
F CB#1 C#1
________ ________ ________
0.000 0.000 0.000
BETA
F CB#1 C#1
________ ________ ________
F 0.000 0.000 0.000
CB#1 0.000 0.000 0.000
C#1 0.000 0.000 0.000
PSI
F CB#1 C#1
________ ________ ________
F 0.000
CB#1 0.000 0.000
C#1 0.000 0.000 0.000
STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART (WITHIN)
TAU(U) FOR LATENT CLASS PATTERN 1 1
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
TAU(U) FOR LATENT CLASS PATTERN 1 1
U6$1 U7$1 U8$1
________ ________ ________
0.000 0.000 0.000
TAU(U) FOR LATENT CLASS PATTERN 1 2
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
TAU(U) FOR LATENT CLASS PATTERN 1 2
U6$1 U7$1 U8$1
________ ________ ________
0.000 0.000 0.000
TAU(U) FOR LATENT CLASS PATTERN 2 1
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
TAU(U) FOR LATENT CLASS PATTERN 2 1
U6$1 U7$1 U8$1
________ ________ ________
0.000 0.000 0.000
TAU(U) FOR LATENT CLASS PATTERN 2 2
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
TAU(U) FOR LATENT CLASS PATTERN 2 2
U6$1 U7$1 U8$1
________ ________ ________
0.000 0.000 0.000
STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART (BETWEEN)
TAU(U) FOR LATENT CLASS PATTERN 1 1
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
-0.944 -0.948 -0.878 -0.418 -0.838
TAU(U) FOR LATENT CLASS PATTERN 1 1
U6$1 U7$1 U8$1
________ ________ ________
-0.850 -0.896 -0.870
TAU(U) FOR LATENT CLASS PATTERN 1 2
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0.056 0.052 0.122 0.582 0.162
TAU(U) FOR LATENT CLASS PATTERN 1 2
U6$1 U7$1 U8$1
________ ________ ________
0.150 0.104 0.130
TAU(U) FOR LATENT CLASS PATTERN 2 1
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0.056 0.052 0.122 0.582 0.162
TAU(U) FOR LATENT CLASS PATTERN 2 1
U6$1 U7$1 U8$1
________ ________ ________
0.150 0.104 0.130
TAU(U) FOR LATENT CLASS PATTERN 2 2
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
1.056 1.052 1.122 1.582 1.162
TAU(U) FOR LATENT CLASS PATTERN 2 2
U6$1 U7$1 U8$1
________ ________ ________
1.150 1.104 1.130
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)
F CB#1 C#1
________ ________ ________
CB#1 0.000 0.000 0.000
CB#2 0.000 0.000 0.000
C#1 0.000 0.000 0.000
C#2 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)
F CB#1 C#1
________ ________ ________
CB#1 0.000 0.000 0.000
CB#2 0.000 0.000 0.000
C#1 0.000 0.000 0.000
C#2 0.000 0.000 0.000
TECHNICAL 8 OUTPUT
INITIAL STAGE ITERATIONS
TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10655918D+05 0.0000000 0.0000000 419.665 579.934 EM
554.043 446.358
2 -0.10361688D+05 294.2301640 0.0276119 433.450 536.067 EM
540.011 490.473
3 -0.10269168D+05 92.5204319 0.0089291 403.466 472.109 EM
592.906 531.519
4 -0.10215981D+05 53.1863646 0.0051792 392.908 425.068 EM
627.856 554.168
5 -0.10097145D+05 118.8360876 0.0116324 376.940 371.352 EM
674.744 576.963
6 -0.98674110D+04 229.7341034 0.0227524 313.527 278.870 EM
765.162 642.441
7 -0.96576941D+04 209.7169260 0.0212535 184.736 153.353 EM
890.828 771.083
8 -0.95179407D+04 139.7534152 0.0144707 119.011 92.335 EM
946.167 842.486
9 -0.94389517D+04 78.9890203 0.0082990 118.087 87.703 EM
946.221 847.988
10 -0.93776249D+04 61.3267607 0.0064972 179.882 129.522 EM
898.632 791.965
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.13787322D+05 0.0000000 0.0000000 174.381 79.452 EM
959.065 787.102
2 -0.10252325D+05 3534.9960738 0.2563947 22.600 19.330 EM
1169.406 788.663
3 -0.96913895D+04 560.9359300 0.0547130 15.823 11.183 EM
1193.104 779.890
4 -0.95215480D+04 169.8415546 0.0175250 13.400 8.092 EM
1178.710 799.798
5 -0.94429779D+04 78.5700368 0.0082518 13.013 7.231 EM
1160.465 819.291
6 -0.94071735D+04 35.8044399 0.0037916 12.928 7.223 EM
1144.498 835.352
7 -0.93900192D+04 17.1543276 0.0018235 12.797 7.391 EM
1131.147 848.665
8 -0.93814156D+04 8.6035419 0.0009162 12.624 7.625 EM
1120.307 859.444
9 -0.93767724D+04 4.6432210 0.0004949 12.436 7.848 EM
1111.592 868.124
10 -0.93740938D+04 2.6785816 0.0002857 12.254 8.032 EM
1104.607 875.107
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.16567434D+05 0.0000000 0.0000000 228.096 323.781 EM
305.252 1142.871
2 -0.12461408D+05 4106.0257140 0.2478372 333.966 591.076 EM
290.056 784.902
3 -0.10378894D+05 2082.5142877 0.1671171 344.452 568.054 EM
379.076 708.418
4 -0.95556526D+04 823.2412239 0.0793188 339.379 519.356 EM
441.187 700.078
5 -0.93081191D+04 247.5334499 0.0259044 327.049 482.866 EM
482.381 707.704
6 -0.92622757D+04 45.8433693 0.0049251 325.618 468.802 EM
505.420 700.159
7 -0.92175195D+04 44.7562727 0.0048321 330.792 469.295 EM
517.311 682.602
8 -0.92004604D+04 17.0590173 0.0018507 336.551 470.235 EM
526.116 667.098
9 -0.91759890D+04 24.4714277 0.0026598 343.470 472.455 EM
532.381 651.694
10 -0.91586157D+04 17.3732725 0.0018933 349.281 473.539 EM
538.177 639.003
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.13096453D+05 0.0000000 0.0000000 1298.594 244.720 EM
334.197 122.490
2 -0.10917063D+05 2179.3903311 0.1664107 1027.454 458.169 EM
404.952 109.425
3 -0.10101459D+05 815.6044620 0.0747091 1092.053 711.071 EM
133.912 62.964
4 -0.97032207D+04 398.2378620 0.0394238 1047.503 881.714 EM
42.693 28.090
5 -0.95072514D+04 195.9692893 0.0201963 1005.838 935.501 EM
33.444 25.217
6 -0.94287627D+04 78.4886845 0.0082557 994.031 948.265 EM
33.322 24.382
7 -0.93872286D+04 41.5341037 0.0044050 994.480 948.381 EM
33.888 23.252
8 -0.93634953D+04 23.7332738 0.0025283 999.240 944.450 EM
33.991 22.319
9 -0.93491245D+04 14.3708142 0.0015348 1005.277 939.101 EM
33.952 21.670
10 -0.93397904D+04 9.3341098 0.0009984 1011.385 933.154 EM
34.119 21.342
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.14976563D+05 0.0000000 0.0000000 867.457 823.028 EM
113.243 196.272
2 -0.10953511D+05 4023.0527490 0.2686232 1488.287 417.527 EM
62.156 32.030
3 -0.99909900D+04 962.5205141 0.0878732 1131.384 439.180 EM
280.501 148.934
4 -0.96431895D+04 347.8005458 0.0348114 957.220 487.848 EM
355.498 199.434
5 -0.95051974D+04 137.9920418 0.0143098 916.806 545.236 EM
327.017 210.942
6 -0.94317126D+04 73.4848724 0.0077310 912.120 596.263 EM
275.856 215.761
7 -0.93823976D+04 49.3149282 0.0052286 903.509 621.511 EM
238.140 236.839
8 -0.93282216D+04 54.1760315 0.0057742 832.202 576.672 EM
270.071 321.054
9 -0.92495590D+04 78.6625637 0.0084328 725.558 503.940 EM
339.804 430.697
10 -0.91737489D+04 75.8100945 0.0081961 665.190 505.541 EM
357.611 471.659
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.13230888D+05 0.0000000 0.0000000 1199.466 555.775 EM
160.855 83.905
2 -0.10611756D+05 2619.1324830 0.1979559 1230.391 769.171 EM
0.252 0.186
3 -0.99650183D+04 646.7377149 0.0609454 1180.550 819.060 EM
0.254 0.136
4 -0.96008010D+04 364.2172368 0.0365496 1175.873 807.686 EM
9.061 7.380
5 -0.95410732D+04 59.7278094 0.0062211 1165.242 818.352 EM
9.044 7.363
6 -0.95111820D+04 29.8911704 0.0031329 1152.371 833.108 EM
7.999 6.522
7 -0.94772514D+04 33.9306470 0.0035674 1135.691 852.980 EM
6.239 5.090
8 -0.94449954D+04 32.2560135 0.0034035 1113.587 878.428 EM
4.397 3.589
9 -0.94184233D+04 26.5720950 0.0028134 1087.664 906.997 EM
2.939 2.400
10 -0.93967600D+04 21.6632546 0.0023001 1060.345 936.144 EM
1.933 1.578
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.18111096D+05 0.0000000 0.0000000 110.503 1093.957 EM
156.307 639.233
2 -0.10401178D+05 7709.9184535 0.4257014 149.914 805.010 EM
211.206 833.869
3 -0.99933290D+04 407.8486050 0.0392118 96.128 402.904 EM
350.882 1150.086
4 -0.97900789D+04 203.2501045 0.0203386 95.341 342.371 EM
418.317 1143.970
5 -0.96642269D+04 125.8519688 0.0128551 106.015 339.733 EM
460.880 1093.372
6 -0.95838025D+04 80.4243458 0.0083219 126.308 365.420 EM
483.934 1024.338
7 -0.95302194D+04 53.5831772 0.0055910 145.548 376.453 EM
506.311 971.688
8 -0.94838350D+04 46.3843422 0.0048671 165.991 380.831 EM
526.411 926.767
9 -0.94461256D+04 37.7094301 0.0039762 190.135 388.640 EM
538.632 882.592
10 -0.94126316D+04 33.4939428 0.0035458 222.218 408.186 EM
538.218 831.377
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.17941679D+05 0.0000000 0.0000000 93.763 418.767 EM
258.370 1229.100
2 -0.10714336D+05 7227.3428951 0.4028242 241.709 828.061 EM
203.493 726.737
3 -0.96025721D+04 1111.7636588 0.1037641 284.345 848.540 EM
252.124 614.991
4 -0.93351671D+04 267.4050316 0.0278472 312.458 834.848 EM
277.979 574.716
5 -0.92346364D+04 100.5306115 0.0107690 343.675 818.223 EM
290.059 548.043
6 -0.91909616D+04 43.6748789 0.0047295 370.419 796.868 EM
299.588 533.124
7 -0.91642128D+04 26.7487879 0.0029103 393.020 774.866 EM
307.395 524.720
8 -0.91453802D+04 18.8325462 0.0020550 412.888 754.714 EM
313.005 519.393
9 -0.91308360D+04 14.5442354 0.0015903 430.642 736.505 EM
316.870 515.983
10 -0.91188658D+04 11.9702165 0.0013110 446.579 720.148 EM
319.498 513.776
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.20263668D+05 0.0000000 0.0000000 361.755 976.301 EM
202.322 459.622
2 -0.10558841D+05 9704.8269457 0.4789275 315.963 822.858 EM
271.595 589.585
3 -0.10016550D+05 542.2913053 0.0513590 158.537 317.468 EM
517.515 1006.480
4 -0.95920329D+04 424.5168044 0.0423815 79.022 118.804 EM
656.312 1145.862
5 -0.94411377D+04 150.8952595 0.0157313 92.749 117.242 EM
692.038 1097.971
6 -0.93716334D+04 69.5042963 0.0073619 156.493 173.474 EM
681.455 988.577
7 -0.93045389D+04 67.0944159 0.0071593 266.467 273.657 EM
624.459 835.418
8 -0.92386251D+04 65.9138658 0.0070841 359.217 344.873 EM
572.674 723.237
9 -0.91841446D+04 54.4805088 0.0058970 418.518 368.826 EM
549.633 663.023
10 -0.91450304D+04 39.1141409 0.0042589 451.076 365.167 EM
549.037 634.720
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.20419120D+05 0.0000000 0.0000000 78.235 177.115 EM
919.392 825.258
2 -0.11223079D+05 9196.0402988 0.4503642 246.379 384.993 EM
661.148 707.481
3 -0.94700638D+04 1753.0155360 0.1561974 347.859 522.067 EM
563.230 566.843
4 -0.92030916D+04 266.9721660 0.0281912 333.066 494.635 EM
566.749 605.550
5 -0.91125821D+04 90.5095612 0.0098347 334.590 493.197 EM
546.679 625.533
6 -0.90824162D+04 30.1658436 0.0033104 332.978 496.028 EM
529.408 641.587
7 -0.90654996D+04 16.9166627 0.0018626 330.262 499.376 EM
514.601 655.760
8 -0.90517562D+04 13.7433508 0.0015160 326.804 502.051 EM
501.536 669.609
9 -0.90425593D+04 9.1968806 0.0010160 324.278 504.225 EM
490.885 680.613
10 -0.90356851D+04 6.8742002 0.0007602 322.464 505.497 EM
481.953 690.087
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.17218905D+05 0.0000000 0.0000000 571.654 216.839 EM
1038.393 173.115
2 -0.11133580D+05 6085.3247957 0.3534095 931.161 235.249 EM
725.746 107.844
3 -0.10124720D+05 1008.8597272 0.0906141 1024.999 304.244 EM
566.996 103.761
4 -0.97964515D+04 328.2687516 0.0324225 1035.173 371.323 EM
465.400 128.104
5 -0.96643226D+04 132.1289777 0.0134874 970.048 428.286 EM
433.715 167.952
6 -0.95295644D+04 134.7581971 0.0139439 841.695 461.623 EM
468.993 227.689
7 -0.93794931D+04 150.0712489 0.0157480 713.981 478.963 EM
515.573 291.483
8 -0.93063218D+04 73.1713082 0.0078012 609.318 485.559 EM
556.742 348.381
9 -0.92583574D+04 47.9643605 0.0051540 536.089 487.750 EM
581.670 394.491
10 -0.92219883D+04 36.3690999 0.0039282 471.920 483.086 EM
606.649 438.345
FINAL STAGE ITERATIONS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.20419120D+05 0.0000000 0.0000000 78.235 177.115 EM
919.392 825.258
2 -0.11223079D+05 9196.0402988 0.4503642 246.379 384.993 EM
661.148 707.481
3 -0.94700638D+04 1753.0155360 0.1561974 347.859 522.067 EM
563.230 566.843
4 -0.92030916D+04 266.9721660 0.0281912 333.066 494.635 EM
566.749 605.550
5 -0.91125821D+04 90.5095612 0.0098347 334.590 493.197 EM
546.679 625.533
6 -0.90824162D+04 30.1658436 0.0033104 332.978 496.028 EM
529.408 641.587
7 -0.90654996D+04 16.9166627 0.0018626 330.262 499.376 EM
514.601 655.760
8 -0.90517562D+04 13.7433508 0.0015160 326.804 502.051 EM
501.536 669.609
9 -0.90425593D+04 9.1968806 0.0010160 324.278 504.225 EM
490.885 680.613
10 -0.90356851D+04 6.8742002 0.0007602 322.464 505.497 EM
481.953 690.087
11 -0.90304825D+04 5.2026658 0.0005758 321.153 506.226 EM
474.611 698.011
12 -0.90265203D+04 3.9622095 0.0004388 320.199 506.656 EM
468.647 704.498
13 -0.90234666D+04 3.0536815 0.0003383 319.492 506.924 EM
463.837 709.748
14 -0.90210738D+04 2.3927396 0.0002652 318.956 507.101 EM
459.973 713.970
15 -0.90191631D+04 1.9107172 0.0002118 318.537 507.226 EM
456.877 717.360
16 -0.90176073D+04 1.5558377 0.0001725 318.201 507.320 EM
454.396 720.083
17 -0.90163164D+04 1.2908628 0.0001431 317.924 507.395 EM
452.406 722.275
18 -0.90152267D+04 1.0896889 0.0001209 317.690 507.459 EM
450.803 724.048
19 -0.90142926D+04 0.9341059 0.0001036 317.487 507.516 EM
449.507 725.490
20 -0.90134811D+04 0.8115405 0.0000900 317.308 507.569 EM
448.453 726.670
21 -0.90127678D+04 0.7132618 0.0000791 317.147 507.619 EM
447.589 727.645
22 -0.90121347D+04 0.6330762 0.0000702 317.001 507.668 EM
446.873 728.458
23 -0.90115681D+04 0.5666042 0.0000629 316.866 507.716 EM
446.274 729.144
24 -0.90110574D+04 0.5106974 0.0000567 316.739 507.764 EM
445.768 729.729
25 -0.90105944D+04 0.4630616 0.0000514 316.620 507.812 EM
445.333 730.234
26 -0.90101724D+04 0.4220013 0.0000468 316.508 507.860 EM
444.955 730.677
27 -0.90097861D+04 0.3862456 0.0000429 316.401 507.908 EM
444.621 731.070
28 -0.90094313D+04 0.3548271 0.0000394 316.298 507.955 EM
444.324 731.423
29 -0.90091043D+04 0.3269996 0.0000363 316.200 508.002 EM
444.054 731.744
30 -0.90088021D+04 0.3021790 0.0000335 316.105 508.049 EM
443.807 732.039
31 -0.90085222D+04 0.2799016 0.0000311 316.014 508.095 EM
443.579 732.312
32 -0.90082624D+04 0.2597961 0.0000288 315.925 508.141 EM
443.367 732.567
33 -0.90080209D+04 0.2415613 0.0000268 315.840 508.186 EM
443.167 732.807
34 -0.90077959D+04 0.2249477 0.0000250 315.757 508.231 EM
442.978 733.033
35 -0.90075862D+04 0.2097513 0.0000233 315.677 508.275 EM
442.799 733.248
36 -0.90073904D+04 0.1958011 0.0000217 315.600 508.318 EM
442.629 733.453
37 -0.90072074D+04 0.1829533 0.0000203 315.525 508.360 EM
442.466 733.648
38 -0.90070363D+04 0.1710858 0.0000190 315.453 508.401 EM
442.311 733.835
39 -0.90068762D+04 0.1600952 0.0000178 315.383 508.441 EM
442.163 734.013
40 -0.90067263D+04 0.1498926 0.0000166 315.315 508.481 EM
442.021 734.184
41 -0.90065859D+04 0.1404015 0.0000156 315.249 508.519 EM
441.885 734.347
42 -0.90064544D+04 0.1315559 0.0000146 315.186 508.555 EM
441.756 734.502
43 -0.90063311D+04 0.1232984 0.0000137 315.125 508.591 EM
441.633 734.651
44 -0.90062155D+04 0.1155787 0.0000128 315.066 508.626 EM
441.516 734.792
45 -0.90061072D+04 0.1083530 0.0000120 315.009 508.659 EM
441.405 734.927
46 -0.90060056D+04 0.1015826 0.0000113 314.955 508.691 EM
441.299 735.055
47 -0.90059103D+04 0.0952331 0.0000106 314.902 508.722 EM
441.199 735.177
48 -0.90058211D+04 0.0892742 0.0000099 314.852 508.752 EM
441.105 735.292
49 -0.90057374D+04 0.0836785 0.0000093 314.803 508.780 EM
441.016 735.400
50 -0.90056590D+04 0.0784216 0.0000087 314.757 508.807 EM
440.933 735.503
51 -0.90055855D+04 0.0734814 0.0000082 314.712 508.833 EM
440.856 735.599
52 -0.90055167D+04 0.0688376 0.0000076 314.670 508.858 EM
440.783 735.690
53 -0.90054522D+04 0.0644721 0.0000072 314.629 508.881 EM
440.715 735.775
54 -0.90053918D+04 0.0603680 0.0000067 314.590 508.903 EM
440.653 735.854
55 -0.90053353D+04 0.0565098 0.0000063 314.553 508.924 EM
440.595 735.928
56 -0.90052824D+04 0.0528833 0.0000059 314.517 508.944 EM
440.542 735.997
57 -0.90052329D+04 0.0494750 0.0000055 314.483 508.963 EM
440.494 736.060
58 -0.90051867D+04 0.0462725 0.0000051 314.451 508.981 EM
440.449 736.119
59 -0.90051434D+04 0.0432646 0.0000048 314.420 508.997 EM
440.409 736.173
60 -0.90051030D+04 0.0404405 0.0000045 314.391 509.013 EM
440.373 736.222
61 -0.90050652D+04 0.0377876 0.0000042 314.364 509.028 EM
440.341 736.268
62 -0.90050299D+04 0.0352990 0.0000039 314.338 509.041 EM
440.312 736.309
63 -0.90049969D+04 0.0329644 0.0000037 314.313 509.054 EM
440.287 736.346
64 -0.90049661D+04 0.0307752 0.0000034 314.289 509.066 EM
440.265 736.380
65 -0.90049374D+04 0.0287232 0.0000032 314.267 509.077 EM
440.246 736.410
66 -0.90047508D+04 0.1865773 0.0000207 313.777 509.361 QN
438.738 738.124
67 -0.90046567D+04 0.0940958 0.0000104 313.778 509.378 EM
439.067 737.776
68 -0.90046451D+04 0.0116577 0.0000013 313.819 509.376 EM
439.293 737.512
69 -0.90046371D+04 0.0080307 0.0000009 313.844 509.359 EM
439.460 737.337
70 -0.90046302D+04 0.0068328 0.0000008 313.861 509.339 EM
439.596 737.204
71 -0.90046241D+04 0.0060976 0.0000007 313.873 509.319 EM
439.711 737.096
72 -0.90046186D+04 0.0055326 0.0000006 313.883 509.302 EM
439.811 737.004
73 -0.90046135D+04 0.0050593 0.0000006 313.892 509.286 EM
439.897 736.925
74 -0.90046089D+04 0.0046471 0.0000005 313.899 509.272 EM
439.973 736.856
75 -0.90046046D+04 0.0042804 0.0000005 313.905 509.259 EM
440.040 736.795
76 -0.90046007D+04 0.0039504 0.0000004 313.911 509.248 EM
440.100 736.741
77 -0.90045970D+04 0.0036509 0.0000004 313.915 509.238 EM
440.154 736.693
78 -0.90045936D+04 0.0033776 0.0000004 313.919 509.229 EM
440.202 736.650
79 -0.90045905D+04 0.0031273 0.0000003 313.923 509.221 EM
440.246 736.611
80 -0.90045609D+04 0.0296106 0.0000033 313.927 509.177 QN
440.313 736.582
81 -0.90045541D+04 0.0067870 0.0000008 313.909 509.176 EM
440.456 736.459
82 -0.90045533D+04 0.0007717 0.0000001 313.909 509.175 EM
440.551 736.365
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.17941679D+05 0.0000000 0.0000000 93.763 418.767 EM
258.370 1229.100
2 -0.10714336D+05 7227.3428951 0.4028242 241.709 828.061 EM
203.493 726.737
3 -0.96025721D+04 1111.7636588 0.1037641 284.345 848.540 EM
252.124 614.991
4 -0.93351671D+04 267.4050316 0.0278472 312.458 834.848 EM
277.979 574.716
5 -0.92346364D+04 100.5306115 0.0107690 343.675 818.223 EM
290.059 548.043
6 -0.91909616D+04 43.6748789 0.0047295 370.419 796.868 EM
299.588 533.124
7 -0.91642128D+04 26.7487879 0.0029103 393.020 774.866 EM
307.395 524.720
8 -0.91453802D+04 18.8325462 0.0020550 412.888 754.714 EM
313.005 519.393
9 -0.91308360D+04 14.5442354 0.0015903 430.642 736.505 EM
316.870 515.983
10 -0.91188658D+04 11.9702165 0.0013110 446.579 720.148 EM
319.498 513.776
11 -0.91086555D+04 10.2103166 0.0011197 460.810 705.625 EM
321.294 512.271
12 -0.90998108D+04 8.8447005 0.0009710 473.412 692.899 EM
322.551 511.139
13 -0.90920994D+04 7.7114031 0.0008474 484.507 681.855 EM
323.458 510.179
14 -0.90853425D+04 6.7569034 0.0007432 494.272 672.311 EM
324.128 509.289
15 -0.90793895D+04 5.9529984 0.0006552 502.902 664.055 EM
324.616 508.426
16 -0.90741194D+04 5.2700537 0.0005804 510.580 656.886 EM
324.950 507.584
17 -0.90694413D+04 4.6781358 0.0005155 517.455 650.630 EM
325.142 506.773
18 -0.90538415D+04 15.5997796 0.0017200 562.727 612.235 FS
322.648 502.390
19 -0.90400821D+04 13.7593758 0.0015197 565.507 608.128 EM
322.287 504.077
20 -0.90382804D+04 1.8017249 0.0001993 568.318 605.673 EM
321.990 504.019
21 -0.90373216D+04 0.9588059 0.0001061 570.468 603.957 EM
321.864 503.712
22 -0.90367127D+04 0.6088751 0.0000674 572.104 602.681 EM
321.816 503.400
23 -0.90362877D+04 0.4250024 0.0000470 573.384 601.687 EM
321.801 503.129
24 -0.90359705D+04 0.3171717 0.0000351 574.415 600.879 EM
321.799 502.907
25 -0.90357214D+04 0.2490934 0.0000276 575.272 600.198 EM
321.800 502.729
26 -0.90355178D+04 0.2036120 0.0000225 576.004 599.605 EM
321.803 502.588
27 -0.90353461D+04 0.1717224 0.0000190 576.645 599.074 EM
321.804 502.477
28 -0.90351977D+04 0.1483585 0.0000164 577.218 598.589 EM
321.804 502.389
29 -0.90350672D+04 0.1305346 0.0000144 577.740 598.139 EM
321.802 502.319
30 -0.90349508D+04 0.1164323 0.0000129 578.220 597.716 EM
321.800 502.264
31 -0.90348459D+04 0.1049152 0.0000116 578.668 597.316 EM
321.797 502.219
32 -0.90347506D+04 0.0952565 0.0000105 579.088 596.936 EM
321.793 502.183
33 -0.90346636D+04 0.0869798 0.0000096 579.484 596.572 EM
321.789 502.155
34 -0.90345839D+04 0.0797663 0.0000088 579.860 596.224 EM
321.785 502.131
35 -0.90345105D+04 0.0733963 0.0000081 580.218 595.889 EM
321.781 502.112
36 -0.90344427D+04 0.0677143 0.0000075 580.559 595.568 EM
321.777 502.096
37 -0.90343801D+04 0.0626067 0.0000069 580.886 595.259 EM
321.773 502.082
38 -0.90343222D+04 0.0579882 0.0000064 581.198 594.961 EM
321.769 502.071
39 -0.90342684D+04 0.0537928 0.0000060 581.498 594.674 EM
321.766 502.061
40 -0.90342184D+04 0.0499677 0.0000055 581.786 594.398 EM
321.763 502.053
41 -0.90341719D+04 0.0464702 0.0000051 582.063 594.131 EM
321.760 502.046
42 -0.90341287D+04 0.0432644 0.0000048 582.330 593.874 EM
321.757 502.040
43 -0.90340883D+04 0.0403200 0.0000045 582.586 593.625 EM
321.754 502.034
44 -0.90340507D+04 0.0376109 0.0000042 582.834 593.385 EM
321.752 502.029
45 -0.90340156D+04 0.0351145 0.0000039 583.073 593.153 EM
321.750 502.025
46 -0.90339828D+04 0.0328109 0.0000036 583.303 592.928 EM
321.749 502.020
47 -0.90339521D+04 0.0306824 0.0000034 583.526 592.711 EM
321.747 502.017
48 -0.90339234D+04 0.0287136 0.0000032 583.741 592.501 EM
321.746 502.013
49 -0.90338965D+04 0.0268903 0.0000030 583.949 592.297 EM
321.745 502.009
50 -0.90338713D+04 0.0252001 0.0000028 584.150 592.100 EM
321.744 502.006
51 -0.90338477D+04 0.0236317 0.0000026 584.345 591.909 EM
321.743 502.003
52 -0.90338255D+04 0.0221750 0.0000025 584.534 591.723 EM
321.743 502.000
53 -0.90338047D+04 0.0208207 0.0000023 584.717 591.544 EM
321.742 501.997
54 -0.90337851D+04 0.0195607 0.0000022 584.894 591.369 EM
321.742 501.994
55 -0.90337667D+04 0.0183873 0.0000020 585.066 591.200 EM
321.742 501.991
56 -0.90337494D+04 0.0172938 0.0000019 585.233 591.036 EM
321.742 501.989
57 -0.90337332D+04 0.0162739 0.0000018 585.395 590.876 EM
321.742 501.986
58 -0.90337178D+04 0.0153220 0.0000017 585.552 590.722 EM
321.743 501.983
59 -0.90337034D+04 0.0144329 0.0000016 585.705 590.571 EM
321.743 501.981
60 -0.90336898D+04 0.0136018 0.0000015 585.853 590.425 EM
321.744 501.978
61 -0.90336770D+04 0.0128245 0.0000014 585.997 590.283 EM
321.744 501.976
62 -0.90336649D+04 0.0120974 0.0000013 586.137 590.145 EM
321.745 501.973
63 -0.90336535D+04 0.0114157 0.0000013 586.273 590.010 EM
321.746 501.971
64 -0.90336427D+04 0.0107772 0.0000012 586.405 589.880 EM
321.746 501.969
65 -0.90336325D+04 0.0101785 0.0000011 586.534 589.753 EM
321.747 501.966
66 -0.90336229D+04 0.0096169 0.0000011 586.659 589.629 EM
321.748 501.964
67 -0.90336138D+04 0.0090897 0.0000010 586.781 589.509 EM
321.749 501.962
68 -0.90335372D+04 0.0765964 0.0000085 588.961 587.289 QN
321.898 501.852
69 -0.90334988D+04 0.0383939 0.0000043 589.061 587.215 EM
321.831 501.892
70 -0.90334934D+04 0.0054712 0.0000006 589.147 587.160 EM
321.804 501.890
71 -0.90334899D+04 0.0034043 0.0000004 589.204 587.113 EM
321.793 501.890
72 -0.90334873D+04 0.0026551 0.0000003 589.250 587.069 EM
321.790 501.891
73 -0.90334850D+04 0.0022911 0.0000003 589.293 587.025 EM
321.789 501.893
74 -0.90334829D+04 0.0020752 0.0000002 589.335 586.982 EM
321.790 501.894
75 -0.90334810D+04 0.0019252 0.0000002 589.377 586.938 EM
321.790 501.895
76 -0.90334792D+04 0.0018079 0.0000002 589.420 586.894 EM
321.791 501.895
77 -0.90334775D+04 0.0017087 0.0000002 589.464 586.849 EM
321.791 501.896
78 -0.90334759D+04 0.0016205 0.0000002 589.508 586.805 EM
321.792 501.896
79 -0.90334743D+04 0.0015399 0.0000002 589.552 586.760 EM
321.792 501.896
80 -0.90334729D+04 0.0014651 0.0000002 589.595 586.716 EM
321.793 501.896
81 -0.90334715D+04 0.0013949 0.0000002 589.639 586.672 EM
321.794 501.895
82 -0.90334701D+04 0.0013287 0.0000001 589.682 586.629 EM
321.794 501.895
83 -0.90334494D+04 0.0207214 0.0000023 591.286 585.137 QN
321.758 501.818
84 -0.90334447D+04 0.0046966 0.0000005 591.229 585.128 EM
321.787 501.855
85 -0.90334443D+04 0.0004424 0.0000000 591.216 585.124 EM
321.798 501.862
Beginning Time: 04:29:53
Ending Time: 04:30:45
Elapsed Time: 00:00:52
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