Mplus VERSION 8
MUTHEN & MUTHEN
04/10/2017 4:29 AM
INPUT INSTRUCTIONS
TITLE: this is an example of a two-level mixture
regression for a continuous dependent variable with
between-level categorical latent class indicators
for a between-level categorical latent variable
DATA: FILE = ex10.3.dat;
VARIABLE: NAMES ARE u1-u6 y x1 x2 w dummy clus;
USEVARIABLES = u1-w;
CATEGORICAL = u1-u6; CLASSES = cb(2);
WITHIN = x1 x2;
BETWEEN = cb w u1-u6;
CLUSTER = clus;
ANALYSIS: TYPE = TWOLEVEL MIXTURE;
PROCESSORS = 2;
MODEL:
%WITHIN%
%OVERALL%
y ON x1 x2;
%BETWEEN%
%OVERALL%
cb ON w;
y ON w;
OUTPUT: TECH1 TECH8;
INPUT READING TERMINATED NORMALLY
this is an example of a two-level mixture
regression for a continuous dependent variable with
between-level categorical latent class indicators
for a between-level categorical latent variable
SUMMARY OF ANALYSIS
Number of groups 1
Number of observations 1000
Number of dependent variables 7
Number of independent variables 3
Number of continuous latent variables 0
Number of categorical latent variables 1
Observed dependent variables
Continuous
Y
Binary and ordered categorical (ordinal)
U1 U2 U3 U4 U5 U6
Observed independent variables
X1 X2 W
Categorical latent variables
CB
Variables with special functions
Cluster variable CLUS
Within variables
X1 X2
Between variables
U1 U2 U3 U4 U5 U6
W
Estimator MLR
Information matrix OBSERVED
Optimization Specifications for the Quasi-Newton Algorithm for
Continuous Outcomes
Maximum number of iterations 100
Convergence criterion 0.100D-05
Optimization Specifications for the EM Algorithm
Maximum number of iterations 500
Convergence criteria
Loglikelihood change 0.100D-02
Relative loglikelihood change 0.100D-05
Derivative 0.100D-02
Optimization Specifications for the M step of the EM Algorithm for
Categorical Latent variables
Number of M step iterations 1
M step convergence criterion 0.100D-02
Basis for M step termination ITERATION
Optimization Specifications for the M step of the EM Algorithm for
Censored, Binary or Ordered Categorical (Ordinal), Unordered
Categorical (Nominal) and Count Outcomes
Number of M step iterations 1
M step convergence criterion 0.100D-02
Basis for M step termination ITERATION
Maximum value for logit thresholds 15
Minimum value for logit thresholds -15
Minimum expected cell size for chi-square 0.100D-01
Optimization algorithm EMA
Integration Specifications
Type STANDARD
Number of integration points 15
Dimensions of numerical integration 1
Adaptive quadrature ON
Random Starts Specifications
Number of initial stage random starts 20
Number of final stage optimizations 4
Number of initial stage iterations 10
Initial stage convergence criterion 0.100D+01
Random starts scale 0.500D+01
Random seed for generating random starts 0
Link LOGIT
Cholesky OFF
Input data file(s)
ex10.3.dat
Input data format FREE
SUMMARY OF DATA
Number of clusters 110
UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES
U1
Category 1 0.518 57.000
Category 2 0.482 53.000
U2
Category 1 0.518 57.000
Category 2 0.482 53.000
U3
Category 1 0.627 69.000
Category 2 0.373 41.000
U4
Category 1 0.509 56.000
Category 2 0.491 54.000
U5
Category 1 0.455 50.000
Category 2 0.545 60.000
U6
Category 1 0.500 55.000
Category 2 0.500 55.000
UNIVARIATE SAMPLE STATISTICS
UNIVARIATE HIGHER-ORDER MOMENT DESCRIPTIVE STATISTICS
Variable/ Mean/ Skewness/ Minimum/ % with Percentiles
Sample Size Variance Kurtosis Maximum Min/Max 20%/60% 40%/80% Median
Y 1.487 -0.080 -9.293 0.10% -0.866 0.810 1.531
1000.000 7.718 0.106 10.374 0.10% 2.257 3.885
X1 -0.024 -0.022 -3.006 0.10% -0.887 -0.320 -0.036
1000.000 1.008 -0.185 3.145 0.10% 0.237 0.860
X2 -0.055 -0.036 -3.111 0.10% -0.903 -0.306 -0.051
1000.000 0.961 -0.141 2.811 0.10% 0.206 0.780
W -0.084 -0.367 -2.894 0.91% -0.853 -0.241 -0.033
110.000 0.947 0.046 1.927 0.91% 0.174 0.720
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:
-1944.220 76974 16
-1944.220 462953 7
-1944.222 939021 8
-1988.223 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 21
Loglikelihood
H0 Value -1944.220
H0 Scaling Correction Factor 1.0332
for MLR
Information Criteria
Akaike (AIC) 3930.440
Bayesian (BIC) 4033.503
Sample-Size Adjusted BIC 3966.806
(n* = (n + 2) / 24)
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON ESTIMATED POSTERIOR PROBABILITIES
Latent
Classes
1 432.25177 0.43225
2 567.74823 0.56775
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP
Class Counts and Proportions
Latent
Classes
1 425 0.42500
2 575 0.57500
CLASSIFICATION QUALITY
Entropy 0.795
Average Latent Class Probabilities for Most Likely Latent Class Membership (Row)
by Latent Class (Column)
1 2
1 0.948 0.052
2 0.051 0.949
Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2
1 0.932 0.068
2 0.039 0.961
Logits for the Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2
1 2.622 0.000
2 -3.210 0.000
MODEL RESULTS
Two-Tailed
Estimate S.E. Est./S.E. P-Value
Within Level
Latent Class 1
Y ON
X1 1.958 0.033 59.963 0.000
X2 0.976 0.034 28.808 0.000
Residual Variances
Y 1.008 0.045 22.194 0.000
Latent Class 2
Y ON
X1 1.958 0.033 59.963 0.000
X2 0.976 0.034 28.808 0.000
Residual Variances
Y 1.008 0.045 22.194 0.000
Between Level
Latent Class 1
Y ON
W 0.718 0.127 5.648 0.000
Intercepts
Y 0.903 0.242 3.723 0.000
Thresholds
U1$1 1.513 0.584 2.590 0.010
U2$1 1.263 0.404 3.128 0.002
U3$1 1.940 0.511 3.796 0.000
U4$1 -0.650 0.328 -1.979 0.048
U5$1 -1.120 0.386 -2.905 0.004
U6$1 -0.979 0.355 -2.754 0.006
Residual Variances
Y 0.497 0.111 4.456 0.000
Latent Class 2
Y ON
W 0.718 0.127 5.648 0.000
Intercepts
Y 2.164 0.113 19.113 0.000
Thresholds
U1$1 -0.960 0.316 -3.038 0.002
U2$1 -0.805 0.372 -2.166 0.030
U3$1 -0.285 0.306 -0.929 0.353
U4$1 0.585 0.334 1.752 0.080
U5$1 0.496 0.369 1.344 0.179
U6$1 0.762 0.380 2.003 0.045
Residual Variances
Y 0.497 0.111 4.456 0.000
Categorical Latent Variables
Within Level
Between Level
CB#1 ON
W -1.432 0.541 -2.649 0.008
Intercepts
CB#1 -0.383 0.447 -0.858 0.391
ALTERNATIVE PARAMETERIZATIONS FOR THE CATEGORICAL LATENT VARIABLE REGRESSION
Parameterization using Reference Class 1
CB#2 ON
W 1.432 0.541 2.649 0.008
Intercepts
CB#2 0.383 0.447 0.858 0.391
QUALITY OF NUMERICAL RESULTS
Condition Number for the Information Matrix 0.275E-02
(ratio of smallest to largest eigenvalue)
TECHNICAL 1 OUTPUT
PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS 1
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 Y X1 X2 W
________ ________ ________ ________ ________
0 0 0 0 0
LAMBDA
CB#1 Y X1 X2 W
________ ________ ________ ________ ________
U1 0 0 0 0 0
U2 0 0 0 0 0
U3 0 0 0 0 0
U4 0 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
Y 0 0 0 0 0
X1 0 0 0 0 0
X2 0 0 0 0 0
W 0 0 0 0 0
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0
U2 0 0
U3 0 0 0
U4 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
Y 0 0 0 0 0
X1 0 0 0 0 0
X2 0 0 0 0 0
W 0 0 0 0 0
THETA
U6 Y X1 X2 W
________ ________ ________ ________ ________
U6 0
Y 0 0
X1 0 0 0
X2 0 0 0 0
W 0 0 0 0 0
ALPHA
CB#1 Y X1 X2 W
________ ________ ________ ________ ________
0 0 0 0 0
BETA
CB#1 Y X1 X2 W
________ ________ ________ ________ ________
CB#1 0 0 0 0 0
Y 0 0 1 2 0
X1 0 0 0 0 0
X2 0 0 0 0 0
W 0 0 0 0 0
PSI
CB#1 Y X1 X2 W
________ ________ ________ ________ ________
CB#1 0
Y 0 3
X1 0 0 0
X2 0 0 0 0
W 0 0 0 0 0
PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS 2
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 Y X1 X2 W
________ ________ ________ ________ ________
0 0 0 0 0
LAMBDA
CB#1 Y X1 X2 W
________ ________ ________ ________ ________
U1 0 0 0 0 0
U2 0 0 0 0 0
U3 0 0 0 0 0
U4 0 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
Y 0 0 0 0 0
X1 0 0 0 0 0
X2 0 0 0 0 0
W 0 0 0 0 0
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0
U2 0 0
U3 0 0 0
U4 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
Y 0 0 0 0 0
X1 0 0 0 0 0
X2 0 0 0 0 0
W 0 0 0 0 0
THETA
U6 Y X1 X2 W
________ ________ ________ ________ ________
U6 0
Y 0 0
X1 0 0 0
X2 0 0 0 0
W 0 0 0 0 0
ALPHA
CB#1 Y X1 X2 W
________ ________ ________ ________ ________
0 0 0 0 0
BETA
CB#1 Y X1 X2 W
________ ________ ________ ________ ________
CB#1 0 0 0 0 0
Y 0 0 1 2 0
X1 0 0 0 0 0
X2 0 0 0 0 0
W 0 0 0 0 0
PSI
CB#1 Y X1 X2 W
________ ________ ________ ________ ________
CB#1 0
Y 0 3
X1 0 0 0
X2 0 0 0 0
W 0 0 0 0 0
PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS 1
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 Y X1 X2 W
________ ________ ________ ________ ________
0 0 0 0 0
LAMBDA
CB#1 Y X1 X2 W
________ ________ ________ ________ ________
U1 0 0 0 0 0
U2 0 0 0 0 0
U3 0 0 0 0 0
U4 0 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
Y 0 0 0 0 0
X1 0 0 0 0 0
X2 0 0 0 0 0
W 0 0 0 0 0
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0
U2 0 0
U3 0 0 0
U4 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
Y 0 0 0 0 0
X1 0 0 0 0 0
X2 0 0 0 0 0
W 0 0 0 0 0
THETA
U6 Y X1 X2 W
________ ________ ________ ________ ________
U6 0
Y 0 0
X1 0 0 0
X2 0 0 0 0
W 0 0 0 0 0
ALPHA
CB#1 Y X1 X2 W
________ ________ ________ ________ ________
0 4 0 0 0
BETA
CB#1 Y X1 X2 W
________ ________ ________ ________ ________
CB#1 0 0 0 0 0
Y 0 0 0 0 5
X1 0 0 0 0 0
X2 0 0 0 0 0
W 0 0 0 0 0
PSI
CB#1 Y X1 X2 W
________ ________ ________ ________ ________
CB#1 0
Y 0 6
X1 0 0 0
X2 0 0 0 0
W 0 0 0 0 0
PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS 2
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 Y X1 X2 W
________ ________ ________ ________ ________
0 0 0 0 0
LAMBDA
CB#1 Y X1 X2 W
________ ________ ________ ________ ________
U1 0 0 0 0 0
U2 0 0 0 0 0
U3 0 0 0 0 0
U4 0 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
Y 0 0 0 0 0
X1 0 0 0 0 0
X2 0 0 0 0 0
W 0 0 0 0 0
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0
U2 0 0
U3 0 0 0
U4 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
Y 0 0 0 0 0
X1 0 0 0 0 0
X2 0 0 0 0 0
W 0 0 0 0 0
THETA
U6 Y X1 X2 W
________ ________ ________ ________ ________
U6 0
Y 0 0
X1 0 0 0
X2 0 0 0 0
W 0 0 0 0 0
ALPHA
CB#1 Y X1 X2 W
________ ________ ________ ________ ________
0 7 0 0 0
BETA
CB#1 Y X1 X2 W
________ ________ ________ ________ ________
CB#1 0 0 0 0 0
Y 0 0 0 0 5
X1 0 0 0 0 0
X2 0 0 0 0 0
W 0 0 0 0 0
PSI
CB#1 Y X1 X2 W
________ ________ ________ ________ ________
CB#1 0
Y 0 6
X1 0 0 0
X2 0 0 0 0
W 0 0 0 0 0
PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART (WITHIN)
TAU(U) FOR LATENT CLASS 1
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0 0 0 0 0
TAU(U) FOR LATENT CLASS 1
U6$1
________
0
TAU(U) FOR LATENT CLASS 2
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0 0 0 0 0
TAU(U) FOR LATENT CLASS 2
U6$1
________
0
PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART (BETWEEN)
TAU(U) FOR LATENT CLASS 1
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
8 9 10 11 12
TAU(U) FOR LATENT CLASS 1
U6$1
________
13
TAU(U) FOR LATENT CLASS 2
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
14 15 16 17 18
TAU(U) FOR LATENT CLASS 2
U6$1
________
19
PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART (WITHIN)
ALPHA(C)
CB#1 CB#2
________ ________
0 0
GAMMA(C)
CB#1 Y X1 X2 W
________ ________ ________ ________ ________
CB#1 0 0 0 0 0
CB#2 0 0 0 0 0
PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART (BETWEEN)
ALPHA(C)
CB#1 CB#2
________ ________
20 0
GAMMA(C)
CB#1 Y X1 X2 W
________ ________ ________ ________ ________
CB#1 0 0 0 0 21
CB#2 0 0 0 0 0
STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS 1
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U6 Y X1 X2 W
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
LAMBDA
CB#1 Y X1 X2 W
________ ________ ________ ________ ________
U1 0.000 0.000 0.000 0.000 0.000
U2 0.000 0.000 0.000 0.000 0.000
U3 0.000 0.000 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 0.000
U6 0.000 0.000 0.000 0.000 0.000
Y 0.000 1.000 0.000 0.000 0.000
X1 0.000 0.000 1.000 0.000 0.000
X2 0.000 0.000 0.000 1.000 0.000
W 0.000 0.000 0.000 0.000 1.000
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0.000
U2 0.000 0.000
U3 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 0.000
U6 0.000 0.000 0.000 0.000 0.000
Y 0.000 0.000 0.000 0.000 0.000
X1 0.000 0.000 0.000 0.000 0.000
X2 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
THETA
U6 Y X1 X2 W
________ ________ ________ ________ ________
U6 0.000
Y 0.000 0.000
X1 0.000 0.000 0.000
X2 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
ALPHA
CB#1 Y X1 X2 W
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
BETA
CB#1 Y X1 X2 W
________ ________ ________ ________ ________
CB#1 0.000 0.000 0.000 0.000 0.000
Y 0.000 0.000 0.000 0.000 0.000
X1 0.000 0.000 0.000 0.000 0.000
X2 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
PSI
CB#1 Y X1 X2 W
________ ________ ________ ________ ________
CB#1 0.000
Y 0.000 3.859
X1 0.000 0.000 0.504
X2 0.000 0.000 0.000 0.480
W 0.000 0.000 0.000 0.000 0.000
STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS 2
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U6 Y X1 X2 W
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
LAMBDA
CB#1 Y X1 X2 W
________ ________ ________ ________ ________
U1 0.000 0.000 0.000 0.000 0.000
U2 0.000 0.000 0.000 0.000 0.000
U3 0.000 0.000 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 0.000
U6 0.000 0.000 0.000 0.000 0.000
Y 0.000 1.000 0.000 0.000 0.000
X1 0.000 0.000 1.000 0.000 0.000
X2 0.000 0.000 0.000 1.000 0.000
W 0.000 0.000 0.000 0.000 1.000
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0.000
U2 0.000 0.000
U3 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 0.000
U6 0.000 0.000 0.000 0.000 0.000
Y 0.000 0.000 0.000 0.000 0.000
X1 0.000 0.000 0.000 0.000 0.000
X2 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
THETA
U6 Y X1 X2 W
________ ________ ________ ________ ________
U6 0.000
Y 0.000 0.000
X1 0.000 0.000 0.000
X2 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
ALPHA
CB#1 Y X1 X2 W
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
BETA
CB#1 Y X1 X2 W
________ ________ ________ ________ ________
CB#1 0.000 0.000 0.000 0.000 0.000
Y 0.000 0.000 0.000 0.000 0.000
X1 0.000 0.000 0.000 0.000 0.000
X2 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
PSI
CB#1 Y X1 X2 W
________ ________ ________ ________ ________
CB#1 0.000
Y 0.000 3.859
X1 0.000 0.000 0.504
X2 0.000 0.000 0.000 0.480
W 0.000 0.000 0.000 0.000 0.000
STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS 1
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U6 Y X1 X2 W
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
LAMBDA
CB#1 Y X1 X2 W
________ ________ ________ ________ ________
U1 0.000 0.000 0.000 0.000 0.000
U2 0.000 0.000 0.000 0.000 0.000
U3 0.000 0.000 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 0.000
U6 0.000 0.000 0.000 0.000 0.000
Y 0.000 1.000 0.000 0.000 0.000
X1 0.000 0.000 1.000 0.000 0.000
X2 0.000 0.000 0.000 1.000 0.000
W 0.000 0.000 0.000 0.000 1.000
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 1.000
U2 0.000 1.000
U3 0.000 0.000 1.000
U4 0.000 0.000 0.000 1.000
U5 0.000 0.000 0.000 0.000 1.000
U6 0.000 0.000 0.000 0.000 0.000
Y 0.000 0.000 0.000 0.000 0.000
X1 0.000 0.000 0.000 0.000 0.000
X2 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
THETA
U6 Y X1 X2 W
________ ________ ________ ________ ________
U6 1.000
Y 0.000 0.000
X1 0.000 0.000 0.000
X2 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
ALPHA
CB#1 Y X1 X2 W
________ ________ ________ ________ ________
0.000 -1.291 0.000 0.000 0.000
BETA
CB#1 Y X1 X2 W
________ ________ ________ ________ ________
CB#1 0.000 0.000 0.000 0.000 0.000
Y 0.000 0.000 0.000 0.000 0.000
X1 0.000 0.000 0.000 0.000 0.000
X2 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
PSI
CB#1 Y X1 X2 W
________ ________ ________ ________ ________
CB#1 0.000
Y 0.000 3.859
X1 0.000 0.000 0.000
X2 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.471
STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS 2
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U6 Y X1 X2 W
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
LAMBDA
CB#1 Y X1 X2 W
________ ________ ________ ________ ________
U1 0.000 0.000 0.000 0.000 0.000
U2 0.000 0.000 0.000 0.000 0.000
U3 0.000 0.000 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 0.000
U6 0.000 0.000 0.000 0.000 0.000
Y 0.000 1.000 0.000 0.000 0.000
X1 0.000 0.000 1.000 0.000 0.000
X2 0.000 0.000 0.000 1.000 0.000
W 0.000 0.000 0.000 0.000 1.000
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 1.000
U2 0.000 1.000
U3 0.000 0.000 1.000
U4 0.000 0.000 0.000 1.000
U5 0.000 0.000 0.000 0.000 1.000
U6 0.000 0.000 0.000 0.000 0.000
Y 0.000 0.000 0.000 0.000 0.000
X1 0.000 0.000 0.000 0.000 0.000
X2 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
THETA
U6 Y X1 X2 W
________ ________ ________ ________ ________
U6 1.000
Y 0.000 0.000
X1 0.000 0.000 0.000
X2 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
ALPHA
CB#1 Y X1 X2 W
________ ________ ________ ________ ________
0.000 4.265 0.000 0.000 0.000
BETA
CB#1 Y X1 X2 W
________ ________ ________ ________ ________
CB#1 0.000 0.000 0.000 0.000 0.000
Y 0.000 0.000 0.000 0.000 0.000
X1 0.000 0.000 0.000 0.000 0.000
X2 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
PSI
CB#1 Y X1 X2 W
________ ________ ________ ________ ________
CB#1 0.000
Y 0.000 3.859
X1 0.000 0.000 0.000
X2 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.471
STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART (WITHIN)
TAU(U) FOR LATENT CLASS 1
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
TAU(U) FOR LATENT CLASS 1
U6$1
________
0.000
TAU(U) FOR LATENT CLASS 2
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
TAU(U) FOR LATENT CLASS 2
U6$1
________
0.000
STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART (BETWEEN)
TAU(U) FOR LATENT CLASS 1
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
-0.927 -0.927 -0.479 -0.964 -1.182
TAU(U) FOR LATENT CLASS 1
U6$1
________
-1.000
TAU(U) FOR LATENT CLASS 2
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
1.073 1.073 1.521 1.036 0.818
TAU(U) FOR LATENT CLASS 2
U6$1
________
1.000
STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART (WITHIN)
ALPHA(C)
CB#1 CB#2
________ ________
0.000 0.000
GAMMA(C)
CB#1 Y X1 X2 W
________ ________ ________ ________ ________
CB#1 0.000 0.000 0.000 0.000 0.000
CB#2 0.000 0.000 0.000 0.000 0.000
STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART (BETWEEN)
ALPHA(C)
CB#1 CB#2
________ ________
0.000 0.000
GAMMA(C)
CB#1 Y X1 X2 W
________ ________ ________ ________ ________
CB#1 0.000 0.000 0.000 0.000 0.000
CB#2 0.000 0.000 0.000 0.000 0.000
TECHNICAL 8 OUTPUT
INITIAL STAGE ITERATIONS
TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.29517169D+04 0.0000000 0.0000000 498.170 501.830 EM
2 -0.21566311D+04 795.0857154 0.2693638 501.352 498.648 EM
3 -0.20644506D+04 92.1805809 0.0427429 499.811 500.189 EM
4 -0.20318971D+04 32.5534378 0.0157686 495.918 504.082 EM
5 -0.20220288D+04 9.8683251 0.0048567 478.189 521.811 EM
6 -0.20188821D+04 3.1466938 0.0015562 464.950 535.050 EM
7 -0.20216797D+04 -2.7976438 -0.0013857 467.777 532.223 EM
8 -0.20136428D+04 8.0369498 0.0039754 454.055 545.945 EM
9 -0.20112580D+04 2.3847925 0.0011843 439.534 560.466 EM
10 -0.20092120D+04 2.0459764 0.0010173 431.745 568.255 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.47089582D+04 0.0000000 0.0000000 304.867 695.133 EM
2 -0.23969681D+04 2311.9900511 0.4909770 277.556 722.444 EM
3 -0.22035253D+04 193.4428659 0.0807031 234.673 765.327 EM
4 -0.20842392D+04 119.2860452 0.0541342 206.858 793.142 EM
5 -0.20451586D+04 39.0806656 0.0187506 188.215 811.785 EM
6 -0.20279138D+04 17.2447601 0.0084320 182.944 817.056 EM
7 -0.20227466D+04 5.1671880 0.0025480 176.452 823.548 EM
8 -0.20199168D+04 2.8298475 0.0013990 174.434 825.566 EM
9 -0.20166719D+04 3.2448900 0.0016064 169.692 830.308 EM
10 -0.20142731D+04 2.3988228 0.0011895 177.251 822.749 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.65385499D+04 0.0000000 0.0000000 400.956 599.044 EM
2 -0.24278551D+04 4110.6948093 0.6286860 428.176 571.824 EM
3 -0.21224937D+04 305.3613701 0.1257741 450.132 549.868 EM
4 -0.20833251D+04 39.1686794 0.0184541 441.958 558.042 EM
5 -0.20769376D+04 6.3874190 0.0030660 434.410 565.590 EM
6 -0.20805038D+04 -3.5662135 -0.0017171 453.814 546.186 EM
7 -0.20755917D+04 4.9121956 0.0023611 435.127 564.873 EM
8 -0.20755812D+04 0.0104725 0.0000050 436.684 563.316 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.40755919D+04 0.0000000 0.0000000 827.278 172.722 EM
2 -0.24698047D+04 1605.7871607 0.3940010 764.583 235.417 EM
3 -0.21950675D+04 274.7372216 0.1112384 806.960 193.040 EM
4 -0.21396515D+04 55.4159941 0.0252457 822.452 177.548 EM
5 -0.21259452D+04 13.7063043 0.0064059 822.578 177.422 EM
6 -0.21264876D+04 -0.5424282 -0.0002551 824.384 175.616 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.29959211D+04 0.0000000 0.0000000 449.967 550.033 EM
2 -0.21065620D+04 889.3591425 0.2968567 373.446 626.554 EM
3 -0.20447484D+04 61.8135297 0.0293433 317.786 682.214 EM
4 -0.20372723D+04 7.4761181 0.0036563 284.129 715.871 EM
5 -0.20306110D+04 6.6612818 0.0032697 245.744 754.256 EM
6 -0.20239066D+04 6.7044824 0.0033017 220.593 779.407 EM
7 -0.20190828D+04 4.8237643 0.0023834 192.669 807.331 EM
8 -0.20171375D+04 1.9452795 0.0009634 177.935 822.065 EM
9 -0.20131907D+04 3.9468003 0.0019566 160.200 839.800 EM
10 -0.20087187D+04 4.4720467 0.0022214 155.670 844.330 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.41578722D+04 0.0000000 0.0000000 983.633 16.367 EM
2 -0.22724375D+04 1885.4346819 0.4534614 979.527 20.473 EM
3 -0.21271024D+04 145.3351189 0.0639556 998.621 1.379 EM
4 -0.21247443D+04 2.3581186 0.0011086 990.374 9.626 EM
5 -0.21161271D+04 8.6172511 0.0040557 985.000 15.000 EM
6 -0.21156259D+04 0.5011698 0.0002368 985.523 14.477 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.85079814D+04 0.0000000 0.0000000 583.594 416.406 EM
2 -0.25200563D+04 5987.9250839 0.7038009 554.549 445.451 EM
3 -0.20884725D+04 431.5838229 0.1712596 539.082 460.918 EM
4 -0.20111122D+04 77.3602814 0.0370416 532.375 467.625 EM
5 -0.20045460D+04 6.5662027 0.0032650 531.700 468.300 EM
6 -0.20005887D+04 3.9572542 0.0019741 535.323 464.677 EM
7 -0.19975672D+04 3.0215800 0.0015103 540.198 459.802 EM
8 -0.19944917D+04 3.0754414 0.0015396 546.291 453.709 EM
9 -0.19917404D+04 2.7513333 0.0013795 549.950 450.050 EM
10 -0.19900610D+04 1.6793625 0.0008432 553.158 446.842 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.58427686D+04 0.0000000 0.0000000 524.099 475.901 EM
2 -0.23475730D+04 3495.1956269 0.5982088 414.224 585.776 EM
3 -0.20824394D+04 265.1335853 0.1129394 280.058 719.942 EM
4 -0.20305778D+04 51.8616190 0.0249043 212.454 787.546 EM
5 -0.20074099D+04 23.1679086 0.0114095 155.831 844.169 EM
6 -0.19877281D+04 19.6817962 0.0098046 126.487 873.513 EM
7 -0.19813443D+04 6.3837529 0.0032116 127.425 872.575 EM
8 -0.19757586D+04 5.5857260 0.0028192 138.217 861.783 EM
9 -0.19726939D+04 3.0646838 0.0015511 151.937 848.063 EM
10 -0.19699817D+04 2.7122197 0.0013749 168.069 831.931 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.41862396D+04 0.0000000 0.0000000 780.374 219.626 EM
2 -0.21793968D+04 2006.8427933 0.4793903 836.335 163.665 EM
3 -0.20211560D+04 158.2407385 0.0726076 864.768 135.232 EM
4 -0.20066678D+04 14.4882799 0.0071683 872.229 127.771 EM
5 -0.19995091D+04 7.1586652 0.0035674 865.846 134.154 EM
6 -0.19935630D+04 5.9460496 0.0029738 855.290 144.710 EM
7 -0.19888847D+04 4.6783343 0.0023467 843.792 156.208 EM
8 -0.19854773D+04 3.4074591 0.0017133 833.934 166.066 EM
9 -0.19829822D+04 2.4950265 0.0012566 824.877 175.123 EM
10 -0.19810158D+04 1.9664664 0.0009917 817.241 182.759 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.75109245D+04 0.0000000 0.0000000 655.391 344.609 EM
2 -0.25324741D+04 4978.4503921 0.6628279 660.659 339.341 EM
3 -0.21591401D+04 373.3340092 0.1474187 669.462 330.538 EM
4 -0.21161775D+04 42.9625647 0.0198980 644.714 355.286 EM
5 -0.21001150D+04 16.0625766 0.0075904 670.484 329.516 EM
6 -0.21055747D+04 -5.4597294 -0.0025997 683.013 316.987 EM
7 -0.20993981D+04 6.1765957 0.0029334 667.791 332.209 EM
8 -0.20918343D+04 7.5638046 0.0036028 680.453 319.547 EM
9 -0.20904354D+04 1.3988965 0.0006687 683.832 316.168 EM
10 -0.20905325D+04 -0.0970940 -0.0000464 667.795 332.205 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.30733568D+04 0.0000000 0.0000000 815.580 184.420 EM
2 -0.23165335D+04 756.8232908 0.2462530 812.196 187.804 EM
3 -0.22174312D+04 99.1022961 0.0427804 782.771 217.229 EM
4 -0.21784836D+04 38.9476128 0.0175643 800.089 199.911 EM
5 -0.21796163D+04 -1.1326859 -0.0005199 800.293 199.707 EM
6 -0.21842863D+04 -4.6700143 -0.0021426 802.431 197.569 EM
7 -0.21862572D+04 -1.9708613 -0.0009023 797.480 202.520 EM
8 -0.21800341D+04 6.2230953 0.0028465 802.719 197.281 EM
9 -0.21863087D+04 -6.2746245 -0.0028782 810.232 189.768 EM
10 -0.21782250D+04 8.0837247 0.0036974 814.361 185.639 EM
FINAL STAGE ITERATIONS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.58427686D+04 0.0000000 0.0000000 524.099 475.901 EM
2 -0.23475730D+04 3495.1956269 0.5982088 414.224 585.776 EM
3 -0.20824394D+04 265.1335853 0.1129394 280.058 719.942 EM
4 -0.20305778D+04 51.8616190 0.0249043 212.454 787.546 EM
5 -0.20074099D+04 23.1679086 0.0114095 155.831 844.169 EM
6 -0.19877281D+04 19.6817962 0.0098046 126.487 873.513 EM
7 -0.19813443D+04 6.3837529 0.0032116 127.425 872.575 EM
8 -0.19757586D+04 5.5857260 0.0028192 138.217 861.783 EM
9 -0.19726939D+04 3.0646838 0.0015511 151.937 848.063 EM
10 -0.19699817D+04 2.7122197 0.0013749 168.069 831.931 EM
11 -0.19667719D+04 3.2097829 0.0016293 191.990 808.010 EM
12 -0.19639169D+04 2.8550333 0.0014516 213.078 786.922 EM
13 -0.19619077D+04 2.0091430 0.0010230 230.005 769.995 EM
14 -0.19601681D+04 1.7396204 0.0008867 244.413 755.587 EM
15 -0.19587308D+04 1.4373405 0.0007333 256.529 743.471 EM
16 -0.19575521D+04 1.1786890 0.0006018 267.231 732.769 EM
17 -0.19564744D+04 1.0776325 0.0005505 277.410 722.590 EM
18 -0.19554596D+04 1.0148745 0.0005187 286.553 713.447 EM
19 -0.19545822D+04 0.8773226 0.0004487 294.087 705.913 EM
20 -0.19538829D+04 0.6993734 0.0003578 300.123 699.877 EM
21 -0.19533238D+04 0.5590852 0.0002861 305.088 694.912 EM
22 -0.19528658D+04 0.4580133 0.0002345 309.257 690.743 EM
23 -0.19524835D+04 0.3823111 0.0001958 312.819 687.181 EM
24 -0.19521566D+04 0.3268461 0.0001674 315.981 684.019 EM
25 -0.19518586D+04 0.2980126 0.0001527 319.071 680.929 EM
26 -0.19515327D+04 0.3258610 0.0001669 322.811 677.189 EM
27 -0.19510476D+04 0.4851776 0.0002486 328.829 671.171 EM
28 -0.19501791D+04 0.8684489 0.0004451 339.510 660.490 EM
29 -0.19487904D+04 1.3887549 0.0007121 355.425 644.575 EM
30 -0.19472812D+04 1.5092052 0.0007744 372.127 627.873 EM
31 -0.19462216D+04 1.0596067 0.0005441 385.272 614.728 EM
32 -0.19456260D+04 0.5955551 0.0003060 394.430 605.570 EM
33 -0.19452648D+04 0.3612399 0.0001857 400.741 599.259 EM
34 -0.19450165D+04 0.2482199 0.0001276 405.242 594.758 EM
35 -0.19448329D+04 0.1836772 0.0000944 408.624 591.376 EM
36 -0.19446931D+04 0.1397243 0.0000718 411.298 588.702 EM
37 -0.19445859D+04 0.1072056 0.0000551 413.498 586.502 EM
38 -0.19442987D+04 0.2872565 0.0001477 428.058 571.942 FS
39 -0.19442349D+04 0.0637296 0.0000328 428.536 571.464 EM
40 -0.19442270D+04 0.0079880 0.0000041 428.930 571.070 EM
41 -0.19442237D+04 0.0032364 0.0000017 429.193 570.807 EM
42 -0.19442219D+04 0.0017876 0.0000009 429.368 570.632 EM
43 -0.19442208D+04 0.0011617 0.0000006 429.488 570.512 EM
44 -0.19442199D+04 0.0008472 0.0000004 429.577 570.423 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.41862396D+04 0.0000000 0.0000000 780.374 219.626 EM
2 -0.21793968D+04 2006.8427933 0.4793903 836.335 163.665 EM
3 -0.20211560D+04 158.2407385 0.0726076 864.768 135.232 EM
4 -0.20066678D+04 14.4882799 0.0071683 872.229 127.771 EM
5 -0.19995091D+04 7.1586652 0.0035674 865.846 134.154 EM
6 -0.19935630D+04 5.9460496 0.0029738 855.290 144.710 EM
7 -0.19888847D+04 4.6783343 0.0023467 843.792 156.208 EM
8 -0.19854773D+04 3.4074591 0.0017133 833.934 166.066 EM
9 -0.19829822D+04 2.4950265 0.0012566 824.877 175.123 EM
10 -0.19810158D+04 1.9664664 0.0009917 817.241 182.759 EM
11 -0.19792733D+04 1.7424276 0.0008796 809.837 190.163 EM
12 -0.19776897D+04 1.5836184 0.0008001 802.354 197.646 EM
13 -0.19762468D+04 1.4429473 0.0007296 794.745 205.255 EM
14 -0.19749328D+04 1.3139423 0.0006649 787.051 212.949 EM
15 -0.19737321D+04 1.2007506 0.0006080 779.271 220.729 EM
16 -0.19726218D+04 1.1102440 0.0005625 771.274 228.726 EM
17 -0.19715737D+04 1.0481392 0.0005313 762.778 237.222 EM
18 -0.19705560D+04 1.0176784 0.0005162 753.393 246.607 EM
19 -0.19695362D+04 1.0197946 0.0005175 742.705 257.295 EM
20 -0.19684848D+04 1.0514425 0.0005339 730.389 269.611 EM
21 -0.19673815D+04 1.1033234 0.0005605 716.324 283.676 EM
22 -0.19662189D+04 1.1625451 0.0005909 700.608 299.392 EM
23 -0.19649982D+04 1.2206766 0.0006208 683.459 316.541 EM
24 -0.19637193D+04 1.2788970 0.0006508 665.090 334.910 EM
25 -0.19623755D+04 1.3438678 0.0006843 645.676 354.324 EM
26 -0.19609564D+04 1.4190243 0.0007231 625.413 374.587 EM
27 -0.19594598D+04 1.4966650 0.0007632 604.667 395.333 EM
28 -0.19579061D+04 1.5536420 0.0007929 584.081 415.919 EM
29 -0.19563492D+04 1.5569555 0.0007952 564.543 435.457 EM
30 -0.19548650D+04 1.4841582 0.0007586 546.945 453.055 EM
31 -0.19535209D+04 1.3441672 0.0006876 531.881 468.119 EM
32 -0.19523487D+04 1.1721695 0.0006000 519.512 480.488 EM
33 -0.19513459D+04 1.0027458 0.0005136 509.653 490.347 EM
34 -0.19504927D+04 0.8532391 0.0004373 501.949 498.051 EM
35 -0.19497658D+04 0.7268574 0.0003727 496.014 503.986 EM
36 -0.19491448D+04 0.6210497 0.0003185 491.501 508.499 EM
37 -0.19478629D+04 1.2818905 0.0006577 469.795 530.205 FS
38 -0.19475970D+04 0.2659321 0.0001365 514.379 485.621 FS
39 -0.19472681D+04 0.3288561 0.0001689 482.364 517.636 FS
40 -0.19457415D+04 1.5266430 0.0007840 494.199 505.801 EM
41 -0.19454254D+04 0.3160462 0.0001624 501.936 498.064 EM
42 -0.19452332D+04 0.1921775 0.0000988 507.817 492.183 EM
43 -0.19450945D+04 0.1387228 0.0000713 512.576 487.424 EM
44 -0.19449881D+04 0.1063858 0.0000547 516.582 483.418 EM
45 -0.19449035D+04 0.0845955 0.0000435 520.053 479.947 EM
46 -0.19448344D+04 0.0690956 0.0000355 523.124 476.876 EM
47 -0.19447768D+04 0.0576677 0.0000297 525.888 474.112 EM
48 -0.19447278D+04 0.0490258 0.0000252 528.410 471.590 EM
49 -0.19446854D+04 0.0423674 0.0000218 530.734 469.266 EM
50 -0.19446482D+04 0.0371613 0.0000191 532.893 467.107 EM
51 -0.19446152D+04 0.0330366 0.0000170 534.912 465.088 EM
52 -0.19445855D+04 0.0297262 0.0000153 536.807 463.193 EM
53 -0.19445584D+04 0.0270320 0.0000139 538.593 461.407 EM
54 -0.19445336D+04 0.0248044 0.0000128 540.279 459.721 EM
55 -0.19445107D+04 0.0229307 0.0000118 541.874 458.126 EM
56 -0.19444894D+04 0.0213245 0.0000110 543.384 456.616 EM
57 -0.19444695D+04 0.0199200 0.0000102 544.814 455.186 EM
58 -0.19444508D+04 0.0186675 0.0000096 546.169 453.831 EM
59 -0.19444333D+04 0.0175293 0.0000090 547.453 452.547 EM
60 -0.19444168D+04 0.0164775 0.0000085 548.669 451.331 EM
61 -0.19444013D+04 0.0154916 0.0000080 549.820 450.180 EM
62 -0.19443867D+04 0.0145570 0.0000075 550.910 449.090 EM
63 -0.19443731D+04 0.0136638 0.0000070 551.941 448.059 EM
64 -0.19443603D+04 0.0128058 0.0000066 552.916 447.084 EM
65 -0.19443483D+04 0.0119795 0.0000062 553.837 446.163 EM
66 -0.19443371D+04 0.0111832 0.0000058 554.708 445.292 EM
67 -0.19443267D+04 0.0104170 0.0000054 555.530 444.470 EM
68 -0.19443170D+04 0.0096813 0.0000050 556.306 443.694 EM
69 -0.19442725D+04 0.0445318 0.0000229 562.162 437.838 QN
70 -0.19442425D+04 0.0299487 0.0000154 562.531 437.469 EM
71 -0.19442377D+04 0.0047758 0.0000025 563.062 436.938 EM
72 -0.19442348D+04 0.0029886 0.0000015 563.562 436.438 EM
73 -0.19442324D+04 0.0023556 0.0000012 563.999 436.001 EM
74 -0.19442304D+04 0.0019985 0.0000010 564.381 435.619 EM
75 -0.19442287D+04 0.0017464 0.0000009 564.716 435.284 EM
76 -0.19442271D+04 0.0015455 0.0000008 565.016 434.984 EM
77 -0.19442257D+04 0.0013746 0.0000007 565.287 434.713 EM
78 -0.19442245D+04 0.0012251 0.0000006 565.534 434.466 EM
79 -0.19442234D+04 0.0010931 0.0000006 565.761 434.239 EM
80 -0.19442224D+04 0.0009755 0.0000005 565.971 434.029 EM
Beginning Time: 04:29:47
Ending Time: 04:29:48
Elapsed Time: 00:00:01
MUTHEN & MUTHEN
3463 Stoner Ave.
Los Angeles, CA 90066
Tel: (310) 391-9971
Fax: (310) 391-8971
Web: www.StatModel.com
Support: Support@StatModel.com
Copyright (c) 1998-2017 Muthen & Muthen
Back to examples