Mplus VERSION 8.8
MUTHEN & MUTHEN
04/19/2022 10:26 PM
INPUT INSTRUCTIONS
title: this is an example of a Monte Carlo simulation
study for a two-level growth model for a count outcome
using a zero-inflated Poisson model (three-level analysis)
montecarlo:
names = u1-u4 x w;
generate = u1-u4(ci);
count = u1-u4(i);
nobs = 1000;
ncsizes = 3;
csizes = 40 (5) 50 (10) 20 (15);
within = x;
between = w;
nreps = 1;
save = ex9.17.dat;
analysis:
type = twolevel;
integration = 10;
mconv = .01;
model population:
%within%
x@1;
iw sw | u1@0 u2@1 u3@2 u4@3;
iw*.4; sw@0;
iiw siw | u1#1@0 u2#1@1 u3#1@2 u4#1@3;
iiw*1; siw@0;
! inflation slope variance zero for simplicity
siw with iw-iiw@0;
iw with iiw*-.32;
! correlation is -0.5 between i and iiw
sw with iiw@0;
iw on x*.2;
sw on x*.05;
%between%
w@1;
ib sb | u1@0 u2@1 u3@2 u4@3;
iib sib | u1#1@0 u2#1@1 u3#1@2 u4#1@3;
iib-sib@0;
[u1-u4@0];
[u1#1-u4#1*-.5];
[iib@0 sib*-.2];
ib on w*.5;
[ib*.2 sb*.005];
ib*.2 sb@0;
model:
%within%
iw sw | u1@0 u2@1 u3@2 u4@3;
iw*.4; sw@0;
iiw siw | u1#1@0 u2#1@1 u3#1@2 u4#1@3;
iiw*1; siw@0;
! inflation slope variance zero for simplicity
siw with iw-iiw@0;
iw with iiw*-.32;
! correlation is -0.5 between i and iiw
sw with iiw@0;
iw on x*.2;
sw on x*.05;
%between%
ib sb | u1@0 u2@1 u3@2 u4@3;
iib sib | u1#1@0 u2#1@1 u3#1@2 u4#1@3;
iib-sib@0;
[u1-u4@0];
[u1#1-u4#1*-.5] (1);
[iib@0 sib*-.2];
ib on w*.5;
[ib*.2 sb*.005];
ib*.2 sb@0;
output:
tech8 tech9;
*** 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.
*** WARNING in MODEL command
All continuous latent variable covariances involving IIB on the between level
have been fixed to 0 because the variance of IIB is fixed at 0.
*** WARNING in MODEL command
All continuous latent variable covariances involving SW on the within level
have been fixed to 0 because the variance of SW is fixed at 0.
3 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS
this is an example of a Monte Carlo simulation
study for a two-level growth model for a count outcome
using a zero-inflated Poisson model (three-level analysis)
SUMMARY OF ANALYSIS
Number of groups 1
Number of observations 1000
Number of replications
Requested 1
Completed 1
Value of seed 0
Number of dependent variables 4
Number of independent variables 2
Number of continuous latent variables 8
Observed dependent variables
Count
U1 U2 U3 U4
Observed independent variables
X W
Continuous latent variables
IW SW IIW SIW IB SB
IIB SIB
Variables with special functions
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-01
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 10
Dimensions of numerical integration 3
Adaptive quadrature ON
Cholesky ON
SUMMARY OF DATA FOR THE FIRST REPLICATION
Cluster information
Size (s) Number of clusters of Size s
5 40
10 50
15 20
SAMPLE STATISTICS FOR THE FIRST REPLICATION
SAMPLE STATISTICS
Means
X W
________ ________
0.012 -0.129
Covariances
X W
________ ________
X 1.035
W -0.009 0.956
Correlations
X W
________ ________
X 1.000
W -0.009 1.000
MODEL FIT INFORMATION
Number of Free Parameters 11
Loglikelihood
H0 Value
Mean -5512.320
Std Dev 0.000
Number of successful computations 1
Proportions Percentiles
Expected Observed Expected Observed
0.990 0.000 -5512.320 -5512.320
0.980 0.000 -5512.320 -5512.320
0.950 0.000 -5512.320 -5512.320
0.900 0.000 -5512.320 -5512.320
0.800 0.000 -5512.320 -5512.320
0.700 0.000 -5512.320 -5512.320
0.500 0.000 -5512.320 -5512.320
0.300 0.000 -5512.320 -5512.320
0.200 0.000 -5512.320 -5512.320
0.100 0.000 -5512.320 -5512.320
0.050 0.000 -5512.320 -5512.320
0.020 0.000 -5512.320 -5512.320
0.010 0.000 -5512.320 -5512.320
Information Criteria
Akaike (AIC)
Mean 11046.639
Std Dev 0.000
Number of successful computations 1
Proportions Percentiles
Expected Observed Expected Observed
0.990 0.000 11046.639 11046.639
0.980 0.000 11046.639 11046.639
0.950 0.000 11046.639 11046.639
0.900 0.000 11046.639 11046.639
0.800 0.000 11046.639 11046.639
0.700 0.000 11046.639 11046.639
0.500 0.000 11046.639 11046.639
0.300 0.000 11046.639 11046.639
0.200 0.000 11046.639 11046.639
0.100 0.000 11046.639 11046.639
0.050 0.000 11046.639 11046.639
0.020 0.000 11046.639 11046.639
0.010 0.000 11046.639 11046.639
Bayesian (BIC)
Mean 11100.625
Std Dev 0.000
Number of successful computations 1
Proportions Percentiles
Expected Observed Expected Observed
0.990 0.000 11100.625 11100.625
0.980 0.000 11100.625 11100.625
0.950 0.000 11100.625 11100.625
0.900 0.000 11100.625 11100.625
0.800 0.000 11100.625 11100.625
0.700 0.000 11100.625 11100.625
0.500 0.000 11100.625 11100.625
0.300 0.000 11100.625 11100.625
0.200 0.000 11100.625 11100.625
0.100 0.000 11100.625 11100.625
0.050 0.000 11100.625 11100.625
0.020 0.000 11100.625 11100.625
0.010 0.000 11100.625 11100.625
Sample-Size Adjusted BIC (n* = (n + 2) / 24)
Mean 11065.688
Std Dev 0.000
Number of successful computations 1
Proportions Percentiles
Expected Observed Expected Observed
0.990 0.000 11065.688 11065.688
0.980 0.000 11065.688 11065.688
0.950 0.000 11065.688 11065.688
0.900 0.000 11065.688 11065.688
0.800 0.000 11065.688 11065.688
0.700 0.000 11065.688 11065.688
0.500 0.000 11065.688 11065.688
0.300 0.000 11065.688 11065.688
0.200 0.000 11065.688 11065.688
0.100 0.000 11065.688 11065.688
0.050 0.000 11065.688 11065.688
0.020 0.000 11065.688 11065.688
0.010 0.000 11065.688 11065.688
MODEL RESULTS
ESTIMATES S. E. M. S. E. 95% % Sig
Population Average Std. Dev. Average Cover Coeff
Within Level
IW |
U1 1.000 1.0000 0.0000 0.0000 0.0000 1.000 0.000
U2 1.000 1.0000 0.0000 0.0000 0.0000 1.000 0.000
U3 1.000 1.0000 0.0000 0.0000 0.0000 1.000 0.000
U4 1.000 1.0000 0.0000 0.0000 0.0000 1.000 0.000
SW |
U1 0.000 0.0000 0.0000 0.0000 0.0000 1.000 0.000
U2 1.000 1.0000 0.0000 0.0000 0.0000 1.000 0.000
U3 2.000 2.0000 0.0000 0.0000 0.0000 1.000 0.000
U4 3.000 3.0000 0.0000 0.0000 0.0000 1.000 0.000
IIW |
U1#1 1.000 1.0000 0.0000 0.0000 0.0000 1.000 0.000
U2#1 1.000 1.0000 0.0000 0.0000 0.0000 1.000 0.000
U3#1 1.000 1.0000 0.0000 0.0000 0.0000 1.000 0.000
U4#1 1.000 1.0000 0.0000 0.0000 0.0000 1.000 0.000
SIW |
U1#1 0.000 0.0000 0.0000 0.0000 0.0000 1.000 0.000
U2#1 1.000 1.0000 0.0000 0.0000 0.0000 1.000 0.000
U3#1 2.000 2.0000 0.0000 0.0000 0.0000 1.000 0.000
U4#1 3.000 3.0000 0.0000 0.0000 0.0000 1.000 0.000
IW ON
X 0.200 0.1683 0.0000 0.0408 0.0010 1.000 1.000
SW ON
X 0.050 0.0458 0.0000 0.0141 0.0000 1.000 1.000
SIW WITH
IW 0.000 0.0000 0.0000 0.0000 0.0000 1.000 0.000
SW 0.000 0.0000 0.0000 0.0000 0.0000 1.000 0.000
IIW 0.000 0.0000 0.0000 0.0000 0.0000 1.000 0.000
IW WITH
IIW -0.320 -0.2781 0.0000 0.0682 0.0018 1.000 1.000
SW WITH
IIW 0.000 0.0000 0.0000 0.0000 0.0000 1.000 0.000
Variances
IIW 1.000 0.7909 0.0000 0.2757 0.0437 1.000 1.000
SIW 0.000 0.0000 0.0000 0.0000 0.0000 1.000 0.000
Residual Variances
IW 0.400 0.4400 0.0000 0.0413 0.0016 1.000 1.000
SW 0.000 0.0000 0.0000 0.0000 0.0000 1.000 0.000
Between Level
IB |
U1 1.000 1.0000 0.0000 0.0000 0.0000 1.000 0.000
U2 1.000 1.0000 0.0000 0.0000 0.0000 1.000 0.000
U3 1.000 1.0000 0.0000 0.0000 0.0000 1.000 0.000
U4 1.000 1.0000 0.0000 0.0000 0.0000 1.000 0.000
SB |
U1 0.000 0.0000 0.0000 0.0000 0.0000 1.000 0.000
U2 1.000 1.0000 0.0000 0.0000 0.0000 1.000 0.000
U3 2.000 2.0000 0.0000 0.0000 0.0000 1.000 0.000
U4 3.000 3.0000 0.0000 0.0000 0.0000 1.000 0.000
IIB |
U1#1 1.000 1.0000 0.0000 0.0000 0.0000 1.000 0.000
U2#1 1.000 1.0000 0.0000 0.0000 0.0000 1.000 0.000
U3#1 1.000 1.0000 0.0000 0.0000 0.0000 1.000 0.000
U4#1 1.000 1.0000 0.0000 0.0000 0.0000 1.000 0.000
SIB |
U1#1 0.000 0.0000 0.0000 0.0000 0.0000 1.000 0.000
U2#1 1.000 1.0000 0.0000 0.0000 0.0000 1.000 0.000
U3#1 2.000 2.0000 0.0000 0.0000 0.0000 1.000 0.000
U4#1 3.000 3.0000 0.0000 0.0000 0.0000 1.000 0.000
IB ON
W 0.500 0.4512 0.0000 0.0463 0.0024 1.000 1.000
Means
SB 0.005 0.0160 0.0000 0.0149 0.0001 1.000 0.000
IIB 0.000 0.0000 0.0000 0.0000 0.0000 1.000 0.000
SIB -0.200 -0.2084 0.0000 0.0505 0.0001 1.000 1.000
Intercepts
IB 0.200 0.1946 0.0000 0.0626 0.0000 1.000 1.000
U1#1 -0.500 -0.5257 0.0000 0.1095 0.0007 1.000 1.000
U1 0.000 0.0000 0.0000 0.0000 0.0000 1.000 0.000
U2#1 -0.500 -0.5257 0.0000 0.1095 0.0007 1.000 1.000
U2 0.000 0.0000 0.0000 0.0000 0.0000 1.000 0.000
U3#1 -0.500 -0.5257 0.0000 0.1095 0.0007 1.000 1.000
U3 0.000 0.0000 0.0000 0.0000 0.0000 1.000 0.000
U4#1 -0.500 -0.5257 0.0000 0.1095 0.0007 1.000 1.000
U4 0.000 0.0000 0.0000 0.0000 0.0000 1.000 0.000
Variances
SB 0.000 0.0000 0.0000 0.0000 0.0000 1.000 0.000
IIB 0.000 0.0000 0.0000 0.0000 0.0000 1.000 0.000
SIB 0.000 0.0000 0.0000 0.0000 0.0000 1.000 0.000
Residual Variances
IB 0.200 0.1841 0.0000 0.0445 0.0003 1.000 1.000
QUALITY OF NUMERICAL RESULTS
Average Condition Number for the Information Matrix 0.174E-02
(ratio of smallest to largest eigenvalue)
TECHNICAL 1 OUTPUT
PARAMETER SPECIFICATION FOR WITHIN
NU
U1#1 U1 U2#1 U2 U3#1
________ ________ ________ ________ ________
0 0 0 0 0
NU
U3 U4#1 U4 X
________ ________ ________ ________
0 0 0 0
LAMBDA
IW SW IIW SIW X
________ ________ ________ ________ ________
U1#1 0 0 0 0 0
U1 0 0 0 0 0
U2#1 0 0 0 0 0
U2 0 0 0 0 0
U3#1 0 0 0 0 0
U3 0 0 0 0 0
U4#1 0 0 0 0 0
U4 0 0 0 0 0
X 0 0 0 0 0
THETA
U1#1 U1 U2#1 U2 U3#1
________ ________ ________ ________ ________
U1#1 0
U1 0 0
U2#1 0 0 0
U2 0 0 0 0
U3#1 0 0 0 0 0
U3 0 0 0 0 0
U4#1 0 0 0 0 0
U4 0 0 0 0 0
X 0 0 0 0 0
THETA
U3 U4#1 U4 X
________ ________ ________ ________
U3 0
U4#1 0 0
U4 0 0 0
X 0 0 0 0
ALPHA
IW SW IIW SIW X
________ ________ ________ ________ ________
0 0 0 0 0
BETA
IW SW IIW SIW X
________ ________ ________ ________ ________
IW 0 0 0 0 1
SW 0 0 0 0 2
IIW 0 0 0 0 0
SIW 0 0 0 0 0
X 0 0 0 0 0
PSI
IW SW IIW SIW X
________ ________ ________ ________ ________
IW 3
SW 0 0
IIW 4 0 5
SIW 0 0 0 0
X 0 0 0 0 0
PARAMETER SPECIFICATION FOR BETWEEN
NU
U1#1 U1 U2#1 U2 U3#1
________ ________ ________ ________ ________
6 0 6 0 6
NU
U3 U4#1 U4 W
________ ________ ________ ________
0 6 0 0
LAMBDA
IB SB IIB SIB W
________ ________ ________ ________ ________
U1#1 0 0 0 0 0
U1 0 0 0 0 0
U2#1 0 0 0 0 0
U2 0 0 0 0 0
U3#1 0 0 0 0 0
U3 0 0 0 0 0
U4#1 0 0 0 0 0
U4 0 0 0 0 0
W 0 0 0 0 0
THETA
U1#1 U1 U2#1 U2 U3#1
________ ________ ________ ________ ________
U1#1 0
U1 0 0
U2#1 0 0 0
U2 0 0 0 0
U3#1 0 0 0 0 0
U3 0 0 0 0 0
U4#1 0 0 0 0 0
U4 0 0 0 0 0
W 0 0 0 0 0
THETA
U3 U4#1 U4 W
________ ________ ________ ________
U3 0
U4#1 0 0
U4 0 0 0
W 0 0 0 0
ALPHA
IB SB IIB SIB W
________ ________ ________ ________ ________
7 8 0 9 0
BETA
IB SB IIB SIB W
________ ________ ________ ________ ________
IB 0 0 0 0 10
SB 0 0 0 0 0
IIB 0 0 0 0 0
SIB 0 0 0 0 0
W 0 0 0 0 0
PSI
IB SB IIB SIB W
________ ________ ________ ________ ________
IB 11
SB 0 0
IIB 0 0 0
SIB 0 0 0 0
W 0 0 0 0 0
STARTING VALUES FOR WITHIN
NU
U1#1 U1 U2#1 U2 U3#1
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U3 U4#1 U4 X
________ ________ ________ ________
0.000 0.000 0.000 0.000
LAMBDA
IW SW IIW SIW X
________ ________ ________ ________ ________
U1#1 0.000 0.000 1.000 0.000 0.000
U1 1.000 0.000 0.000 0.000 0.000
U2#1 0.000 0.000 1.000 1.000 0.000
U2 1.000 1.000 0.000 0.000 0.000
U3#1 0.000 0.000 1.000 2.000 0.000
U3 1.000 2.000 0.000 0.000 0.000
U4#1 0.000 0.000 1.000 3.000 0.000
U4 1.000 3.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 1.000
THETA
U1#1 U1 U2#1 U2 U3#1
________ ________ ________ ________ ________
U1#1 0.000
U1 0.000 0.000
U2#1 0.000 0.000 0.000
U2 0.000 0.000 0.000 0.000
U3#1 0.000 0.000 0.000 0.000 0.000
U3 0.000 0.000 0.000 0.000 0.000
U4#1 0.000 0.000 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
THETA
U3 U4#1 U4 X
________ ________ ________ ________
U3 0.000
U4#1 0.000 0.000
U4 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000
ALPHA
IW SW IIW SIW X
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
BETA
IW SW IIW SIW X
________ ________ ________ ________ ________
IW 0.000 0.000 0.000 0.000 0.200
SW 0.000 0.000 0.000 0.000 0.050
IIW 0.000 0.000 0.000 0.000 0.000
SIW 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
PSI
IW SW IIW SIW X
________ ________ ________ ________ ________
IW 0.400
SW 0.000 0.000
IIW -0.320 0.000 1.000
SIW 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.500
STARTING VALUES FOR BETWEEN
NU
U1#1 U1 U2#1 U2 U3#1
________ ________ ________ ________ ________
-0.500 0.000 -0.500 0.000 -0.500
NU
U3 U4#1 U4 W
________ ________ ________ ________
0.000 -0.500 0.000 0.000
LAMBDA
IB SB IIB SIB W
________ ________ ________ ________ ________
U1#1 0.000 0.000 1.000 0.000 0.000
U1 1.000 0.000 0.000 0.000 0.000
U2#1 0.000 0.000 1.000 1.000 0.000
U2 1.000 1.000 0.000 0.000 0.000
U3#1 0.000 0.000 1.000 2.000 0.000
U3 1.000 2.000 0.000 0.000 0.000
U4#1 0.000 0.000 1.000 3.000 0.000
U4 1.000 3.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 1.000
THETA
U1#1 U1 U2#1 U2 U3#1
________ ________ ________ ________ ________
U1#1 0.000
U1 0.000 0.000
U2#1 0.000 0.000 0.000
U2 0.000 0.000 0.000 0.000
U3#1 0.000 0.000 0.000 0.000 0.000
U3 0.000 0.000 0.000 0.000 0.000
U4#1 0.000 0.000 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
THETA
U3 U4#1 U4 W
________ ________ ________ ________
U3 0.000
U4#1 0.000 0.000
U4 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000
ALPHA
IB SB IIB SIB W
________ ________ ________ ________ ________
0.200 0.005 0.000 -0.200 0.000
BETA
IB SB IIB SIB W
________ ________ ________ ________ ________
IB 0.000 0.000 0.000 0.000 0.500
SB 0.000 0.000 0.000 0.000 0.000
IIB 0.000 0.000 0.000 0.000 0.000
SIB 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
PSI
IB SB IIB SIB W
________ ________ ________ ________ ________
IB 0.200
SB 0.000 0.000
IIB 0.000 0.000 0.000
SIB 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.500
POPULATION VALUES FOR WITHIN
NU
U1#1 U1 U2#1 U2 U3#1
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U3 U4#1 U4 X
________ ________ ________ ________
0.000 0.000 0.000 0.000
LAMBDA
IW SW IIW SIW X
________ ________ ________ ________ ________
U1#1 0.000 0.000 1.000 0.000 0.000
U1 1.000 0.000 0.000 0.000 0.000
U2#1 0.000 0.000 1.000 1.000 0.000
U2 1.000 1.000 0.000 0.000 0.000
U3#1 0.000 0.000 1.000 2.000 0.000
U3 1.000 2.000 0.000 0.000 0.000
U4#1 0.000 0.000 1.000 3.000 0.000
U4 1.000 3.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 1.000
THETA
U1#1 U1 U2#1 U2 U3#1
________ ________ ________ ________ ________
U1#1 0.000
U1 0.000 0.000
U2#1 0.000 0.000 0.000
U2 0.000 0.000 0.000 0.000
U3#1 0.000 0.000 0.000 0.000 0.000
U3 0.000 0.000 0.000 0.000 0.000
U4#1 0.000 0.000 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
THETA
U3 U4#1 U4 X
________ ________ ________ ________
U3 0.000
U4#1 0.000 0.000
U4 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000
ALPHA
IW SW IIW SIW X
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
BETA
IW SW IIW SIW X
________ ________ ________ ________ ________
IW 0.000 0.000 0.000 0.000 0.200
SW 0.000 0.000 0.000 0.000 0.050
IIW 0.000 0.000 0.000 0.000 0.000
SIW 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
PSI
IW SW IIW SIW X
________ ________ ________ ________ ________
IW 0.400
SW 0.000 0.000
IIW -0.320 0.000 1.000
SIW 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 1.000
POPULATION VALUES FOR BETWEEN
NU
U1#1 U1 U2#1 U2 U3#1
________ ________ ________ ________ ________
-0.500 0.000 -0.500 0.000 -0.500
NU
U3 U4#1 U4 W
________ ________ ________ ________
0.000 -0.500 0.000 0.000
LAMBDA
IB SB IIB SIB W
________ ________ ________ ________ ________
U1#1 0.000 0.000 1.000 0.000 0.000
U1 1.000 0.000 0.000 0.000 0.000
U2#1 0.000 0.000 1.000 1.000 0.000
U2 1.000 1.000 0.000 0.000 0.000
U3#1 0.000 0.000 1.000 2.000 0.000
U3 1.000 2.000 0.000 0.000 0.000
U4#1 0.000 0.000 1.000 3.000 0.000
U4 1.000 3.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 1.000
THETA
U1#1 U1 U2#1 U2 U3#1
________ ________ ________ ________ ________
U1#1 0.000
U1 0.000 0.000
U2#1 0.000 0.000 0.000
U2 0.000 0.000 0.000 0.000
U3#1 0.000 0.000 0.000 0.000 0.000
U3 0.000 0.000 0.000 0.000 0.000
U4#1 0.000 0.000 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
THETA
U3 U4#1 U4 W
________ ________ ________ ________
U3 0.000
U4#1 0.000 0.000
U4 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000
ALPHA
IB SB IIB SIB W
________ ________ ________ ________ ________
0.200 0.005 0.000 -0.200 0.000
BETA
IB SB IIB SIB W
________ ________ ________ ________ ________
IB 0.000 0.000 0.000 0.000 0.500
SB 0.000 0.000 0.000 0.000 0.000
IIB 0.000 0.000 0.000 0.000 0.000
SIB 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
PSI
IB SB IIB SIB W
________ ________ ________ ________ ________
IB 0.200
SB 0.000 0.000
IIB 0.000 0.000 0.000
SIB 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 1.000
TECHNICAL 8 OUTPUT
TECHNICAL 8 OUTPUT FOR REPLICATION 1
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.55178783D+04 0.0000000 0.0000000 EM
2 -0.55144995D+04 3.3787785 0.0006123 FS
3 -0.55140938D+04 0.4057705 0.0000736 FS
4 -0.55127223D+04 1.3714619 0.0002487 FS
5 -0.55126338D+04 0.0884734 0.0000160 FS
6 -0.55124040D+04 0.2298068 0.0000417 FS
7 -0.55123184D+04 0.0856427 0.0000155 EM
8 -0.55123149D+04 0.0035144 0.0000006 FS
9 -0.55122867D+04 0.0281315 0.0000051 FS
10 -0.55123196D+04 -0.0329135 -0.0000060 EM
TECHNICAL 9 OUTPUT
Error messages for each replication (if any)
SAVEDATA INFORMATION
Order of variables
U1
U2
U3
U4
X
W
CLUSTER
Save file
ex9.17.dat
Save file format Free
Save file record length 10000
Beginning Time: 22:26:42
Ending Time: 22:26:51
Elapsed Time: 00:00:09
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