Mplus VERSION 8.8
MUTHEN & MUTHEN
04/19/2022 11:13 PM
INPUT INSTRUCTIONS
TITLE: this is an example of a LCGA for a count
outcome using a zero-inflated Poisson
model
DATA: FILE IS ex8.11.dat;
VARIABLE: NAMES ARE u1-u4 c;
USEV = u1-u4;
COUNT = u1-u4 (i);
CLASSES = c (2);
ANALYSIS: TYPE = MIXTURE;
MODEL:
%OVERALL%
i s | u1@0 u2@1 u3@2 u4@3;
ii si | u1#1@0 u2#1@1 u3#1@2 u4#1@3;
OUTPUT: TECH1 TECH8;
INPUT READING TERMINATED NORMALLY
this is an example of a LCGA for a count
outcome using a zero-inflated Poisson
model
SUMMARY OF ANALYSIS
Number of groups 1
Number of observations 500
Number of dependent variables 4
Number of independent variables 0
Number of continuous latent variables 4
Number of categorical latent variables 1
Observed dependent variables
Count
U1 U2 U3 U4
Continuous latent variables
I S II SI
Categorical latent variables
C
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-06
Relative loglikelihood change 0.100D-06
Derivative 0.100D-05
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-05
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-05
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
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
Input data file(s)
ex8.11.dat
Input data format FREE
COUNT PROPORTION OF ZERO, MINIMUM AND MAXIMUM VALUES
U1 0.654 0 10
U2 0.574 0 9
U3 0.454 0 11
U4 0.386 0 14
RANDOM STARTS RESULTS RANKED FROM THE BEST TO THE WORST LOGLIKELIHOOD VALUES
1 perturbed starting value run(s) did not converge in the initial stage
optimizations.
Final stage loglikelihood values at local maxima, seeds, and initial stage start numbers:
-3107.216 68985 17
-3107.216 285380 1
-3107.216 939021 8
-3107.216 27071 15
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 7
Loglikelihood
H0 Value -3107.216
H0 Scaling Correction Factor 0.9676
for MLR
Information Criteria
Akaike (AIC) 6228.432
Bayesian (BIC) 6257.934
Sample-Size Adjusted BIC 6235.716
(n* = (n + 2) / 24)
Chi-Square Test of Model Fit for the Count Outcomes**
Pearson Chi-Square
Value 2437.702
Degrees of Freedom 9983
P-Value 1.0000
Likelihood Ratio Chi-Square
Value 881.534
Degrees of Freedom 9983
P-Value 1.0000
** Of the 10000 cells in the latent class indicator table, 9
were deleted in the calculation of chi-square due to extreme values.
** Large values were truncated at 9.
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THE ESTIMATED MODEL
Latent
Classes
1 259.78482 0.51957
2 240.21518 0.48043
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON ESTIMATED POSTERIOR PROBABILITIES
Latent
Classes
1 259.78482 0.51957
2 240.21518 0.48043
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP
Class Counts and Proportions
Latent
Classes
1 292 0.58400
2 208 0.41600
CLASSIFICATION QUALITY
Entropy 0.437
Average Latent Class Probabilities for Most Likely Latent Class Membership (Row)
by Latent Class (Column)
1 2
1 0.793 0.207
2 0.136 0.864
Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2
1 0.891 0.109
2 0.252 0.748
Logits for the Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2
1 2.104 0.000
2 -1.089 0.000
MODEL RESULTS
Two-Tailed
Estimate S.E. Est./S.E. P-Value
Latent Class 1
I |
U1 1.000 0.000 999.000 999.000
U2 1.000 0.000 999.000 999.000
U3 1.000 0.000 999.000 999.000
U4 1.000 0.000 999.000 999.000
S |
U1 0.000 0.000 999.000 999.000
U2 1.000 0.000 999.000 999.000
U3 2.000 0.000 999.000 999.000
U4 3.000 0.000 999.000 999.000
II |
U1#1 1.000 0.000 999.000 999.000
U2#1 1.000 0.000 999.000 999.000
U3#1 1.000 0.000 999.000 999.000
U4#1 1.000 0.000 999.000 999.000
SI |
U1#1 0.000 0.000 999.000 999.000
U2#1 1.000 0.000 999.000 999.000
U3#1 2.000 0.000 999.000 999.000
U4#1 3.000 0.000 999.000 999.000
Intercepts
U1#1 0.428 0.090 4.738 0.000
U1 0.000 0.000 999.000 999.000
U2#1 0.428 0.090 4.738 0.000
U2 0.000 0.000 999.000 999.000
U3#1 0.428 0.090 4.738 0.000
U3 0.000 0.000 999.000 999.000
U4#1 0.428 0.090 4.738 0.000
U4 0.000 0.000 999.000 999.000
Means
I 0.523 0.094 5.587 0.000
S -0.025 0.045 -0.561 0.575
II 0.000 0.000 999.000 999.000
SI -0.419 0.053 -7.915 0.000
Latent Class 2
I |
U1 1.000 0.000 999.000 999.000
U2 1.000 0.000 999.000 999.000
U3 1.000 0.000 999.000 999.000
U4 1.000 0.000 999.000 999.000
S |
U1 0.000 0.000 999.000 999.000
U2 1.000 0.000 999.000 999.000
U3 2.000 0.000 999.000 999.000
U4 3.000 0.000 999.000 999.000
II |
U1#1 1.000 0.000 999.000 999.000
U2#1 1.000 0.000 999.000 999.000
U3#1 1.000 0.000 999.000 999.000
U4#1 1.000 0.000 999.000 999.000
SI |
U1#1 0.000 0.000 999.000 999.000
U2#1 1.000 0.000 999.000 999.000
U3#1 2.000 0.000 999.000 999.000
U4#1 3.000 0.000 999.000 999.000
Intercepts
U1#1 0.428 0.090 4.738 0.000
U1 0.000 0.000 999.000 999.000
U2#1 0.428 0.090 4.738 0.000
U2 0.000 0.000 999.000 999.000
U3#1 0.428 0.090 4.738 0.000
U3 0.000 0.000 999.000 999.000
U4#1 0.428 0.090 4.738 0.000
U4 0.000 0.000 999.000 999.000
Means
I 0.940 0.063 14.994 0.000
S 0.222 0.028 7.916 0.000
II 0.000 0.000 999.000 999.000
SI -0.419 0.053 -7.915 0.000
Categorical Latent Variables
Means
C#1 0.078 0.172 0.456 0.649
QUALITY OF NUMERICAL RESULTS
Condition Number for the Information Matrix 0.345E-02
(ratio of smallest to largest eigenvalue)
TECHNICAL 1 OUTPUT
PARAMETER SPECIFICATION FOR LATENT CLASS 1
PARAMETER SPECIFICATION FOR LATENT CLASS 2
PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART
ALPHA(C)
C#1 C#2
________ ________
1 0
PARAMETER SPECIFICATION FOR THE CENSORED/NOMINAL/COUNT MODEL PART
NU(P) FOR LATENT CLASS 1
U1#1 U1 U2#1 U2 U3#1
________ ________ ________ ________ ________
2 0 2 0 2
NU(P) FOR LATENT CLASS 1
U3 U4#1 U4
________ ________ ________
0 2 0
LAMBDA(P) FOR LATENT CLASS 1
I S II SI
________ ________ ________ ________
U1#1 0 0 0 0
U1 0 0 0 0
U2#1 0 0 0 0
U2 0 0 0 0
U3#1 0 0 0 0
U3 0 0 0 0
U4#1 0 0 0 0
U4 0 0 0 0
ALPHA(P) FOR LATENT CLASS 1
I S II SI
________ ________ ________ ________
3 4 0 5
NU(P) FOR LATENT CLASS 2
U1#1 U1 U2#1 U2 U3#1
________ ________ ________ ________ ________
2 0 2 0 2
NU(P) FOR LATENT CLASS 2
U3 U4#1 U4
________ ________ ________
0 2 0
LAMBDA(P) FOR LATENT CLASS 2
I S II SI
________ ________ ________ ________
U1#1 0 0 0 0
U1 0 0 0 0
U2#1 0 0 0 0
U2 0 0 0 0
U3#1 0 0 0 0
U3 0 0 0 0
U4#1 0 0 0 0
U4 0 0 0 0
ALPHA(P) FOR LATENT CLASS 2
I S II SI
________ ________ ________ ________
6 7 0 5
STARTING VALUES FOR LATENT CLASS 1
STARTING VALUES FOR LATENT CLASS 2
STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART
ALPHA(C)
C#1 C#2
________ ________
0.000 0.000
STARTING VALUES FOR THE CENSORED/NOMINAL/COUNT MODEL PART
NU(P) FOR LATENT CLASS 1
U1#1 U1 U2#1 U2 U3#1
________ ________ ________ ________ ________
-0.634 0.000 -0.634 0.000 -0.634
NU(P) FOR LATENT CLASS 1
U3 U4#1 U4
________ ________ ________
0.000 -0.634 0.000
LAMBDA(P) FOR LATENT CLASS 1
I S II SI
________ ________ ________ ________
U1#1 0.000 0.000 1.000 0.000
U1 1.000 0.000 0.000 0.000
U2#1 0.000 0.000 1.000 1.000
U2 1.000 1.000 0.000 0.000
U3#1 0.000 0.000 1.000 2.000
U3 1.000 2.000 0.000 0.000
U4#1 0.000 0.000 1.000 3.000
U4 1.000 3.000 0.000 0.000
ALPHA(P) FOR LATENT CLASS 1
I S II SI
________ ________ ________ ________
0.000 0.000 0.000 0.000
NU(P) FOR LATENT CLASS 2
U1#1 U1 U2#1 U2 U3#1
________ ________ ________ ________ ________
-0.634 0.000 -0.634 0.000 -0.634
NU(P) FOR LATENT CLASS 2
U3 U4#1 U4
________ ________ ________
0.000 -0.634 0.000
LAMBDA(P) FOR LATENT CLASS 2
I S II SI
________ ________ ________ ________
U1#1 0.000 0.000 1.000 0.000
U1 1.000 0.000 0.000 0.000
U2#1 0.000 0.000 1.000 1.000
U2 1.000 1.000 0.000 0.000
U3#1 0.000 0.000 1.000 2.000
U3 1.000 2.000 0.000 0.000
U4#1 0.000 0.000 1.000 3.000
U4 1.000 3.000 0.000 0.000
ALPHA(P) FOR LATENT CLASS 2
I S II SI
________ ________ ________ ________
0.000 0.000 0.000 0.000
TECHNICAL 8 OUTPUT
INITIAL STAGE ITERATIONS
TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.41947330D+04 0.0000000 0.0000000 EM
2 -0.31775113D+04 1017.2217185 0.2424998 EM
3 -0.31775113D+04 0.0000000 0.0000000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.80109539D+04 0.0000000 0.0000000 EM
2 -0.31610129D+04 4849.9410070 0.6054137 EM
3 -0.31493860D+04 11.6269351 0.0036782 EM
4 -0.31427570D+04 6.6289945 0.0021049 EM
5 -0.31370505D+04 5.7065053 0.0018158 EM
6 -0.31317544D+04 5.2960528 0.0016882 EM
7 -0.31269134D+04 4.8410589 0.0015458 EM
8 -0.31226491D+04 4.2642542 0.0013637 EM
9 -0.31190406D+04 3.6084934 0.0011556 EM
10 -0.31160991D+04 2.9415238 0.0009431 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11527172D+05 0.0000000 0.0000000 EM
2 -0.31779633D+04 8349.2083403 0.7243068 EM
3 -0.31720877D+04 5.8756046 0.0018489 EM
4 -0.31659890D+04 6.0987026 0.0019226 EM
5 -0.31597133D+04 6.2756854 0.0019822 EM
6 -0.31531756D+04 6.5376856 0.0020691 EM
7 -0.31465144D+04 6.6611867 0.0021125 EM
8 -0.31400701D+04 6.4443371 0.0020481 EM
9 -0.31341221D+04 5.9479106 0.0018942 EM
10 -0.31288161D+04 5.3060511 0.0016930 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10501238D+05 0.0000000 0.0000000 EM
2 -0.31583297D+04 7342.9082283 0.6992422 EM
3 -0.31499092D+04 8.4204975 0.0026661 EM
4 -0.31462970D+04 3.6121551 0.0011467 EM
5 -0.31431201D+04 3.1769177 0.0010097 EM
6 -0.31401394D+04 2.9807308 0.0009483 EM
7 -0.31373249D+04 2.8144931 0.0008963 EM
8 -0.31346552D+04 2.6696357 0.0008509 EM
9 -0.31321094D+04 2.5458341 0.0008122 EM
10 -0.31296691D+04 2.4403446 0.0007791 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.19419700D+05 0.0000000 0.0000000 EM
2 -0.31784404D+04 ************ 0.8363291 EM
3 -0.31780499D+04 0.3904828 0.0001229 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.72852736D+05 0.0000000 0.0000000 EM
2 -0.26379842D+05 ************ 0.6379018 EM
3 -0.21717159D+05 4662.6830155 0.1767517 EM
4 -0.18206386D+05 3510.7723997 0.1616589 EM
5 -0.49433862D+04 ************ 0.7284806 EM
6 -0.38825014D+04 1060.8848528 0.2146069 EM
7 -0.37532726D+04 129.2287667 0.0332849 EM
8 -0.37234485D+04 29.8240922 0.0079462 EM
9 -0.36916663D+04 31.7822506 0.0085357 EM
10 -0.36634284D+04 28.2378207 0.0076491 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.17779436D+05 0.0000000 0.0000000 EM
2 -0.31857652D+04 ************ 0.8208174 EM
3 -0.31785119D+04 7.2532493 0.0022768 EM
4 -0.31775829D+04 0.9289858 0.0002923 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.43270268D+04 0.0000000 0.0000000 EM
2 -0.38806643D+04 446.3624921 0.1031569 EM
3 -0.37556126D+04 125.0517710 0.0322243 EM
4 -0.37309411D+04 24.6714647 0.0065692 EM
5 -0.37100661D+04 20.8750306 0.0055951 EM
6 -0.36920427D+04 18.0233808 0.0048580 EM
7 -0.36764746D+04 15.5680631 0.0042167 EM
8 -0.36632507D+04 13.2239465 0.0035969 EM
9 -0.36523104D+04 10.9402928 0.0029865 EM
10 -0.36435694D+04 8.7410120 0.0023933 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.65867772D+04 0.0000000 0.0000000 EM
2 -0.31383263D+04 3448.4509234 0.5235415 EM
3 -0.31288238D+04 9.5025099 0.0030279 EM
4 -0.31237597D+04 5.0640663 0.0016185 EM
5 -0.31197699D+04 3.9898591 0.0012773 EM
6 -0.31165904D+04 3.1794774 0.0010191 EM
7 -0.31141148D+04 2.4756099 0.0007943 EM
8 -0.31122318D+04 1.8829677 0.0006047 EM
9 -0.31108270D+04 1.4048642 0.0004514 EM
10 -0.31097952D+04 1.0317467 0.0003317 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.64517996D+04 0.0000000 0.0000000 EM
2 -0.42477185D+04 2204.0810949 0.3416227 EM
3 -0.38883436D+04 359.3749106 0.0846042 EM
4 -0.38687074D+04 19.6361389 0.0050500 EM
5 -0.38686177D+04 0.0897351 0.0000232 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.72412654D+04 0.0000000 0.0000000 EM
2 -0.31775113D+04 4063.7540605 0.5611939 EM
3 -0.31775113D+04 0.0000003 0.0000000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.23965473D+06 0.0000000 0.0000000 EM
2 -0.22213485D+06 ************ 0.0731047 EM
3 -0.21767586D+06 4458.9875229 0.0200733 EM
4 -0.15187450D+06 ************ 0.3022906 EM
5 -0.36317299D+04 ************ 0.9760873 EM
6 -0.36221397D+04 9.5902661 0.0026407 EM
7 -0.36141880D+04 7.9516458 0.0021953 EM
8 -0.36066665D+04 7.5214862 0.0020811 EM
9 -0.35992255D+04 7.4410199 0.0020631 EM
10 -0.35916099D+04 7.6156268 0.0021159 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.22992511D+05 0.0000000 0.0000000 EM
2 -0.31775248D+04 ************ 0.8618017 EM
3 -0.31775128D+04 0.0120834 0.0000038 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.91417355D+04 0.0000000 0.0000000 EM
2 -0.31583898D+04 5983.3457213 0.6545087 EM
3 -0.31549520D+04 3.4377872 0.0010885 EM
4 -0.31507874D+04 4.1645705 0.0013200 EM
5 -0.31459518D+04 4.8356378 0.0015347 EM
6 -0.31418791D+04 4.0726956 0.0012946 EM
7 -0.31385694D+04 3.3097021 0.0010534 EM
8 -0.31356760D+04 2.8933589 0.0009219 EM
9 -0.31330203D+04 2.6557189 0.0008469 EM
10 -0.31305185D+04 2.5017934 0.0007985 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.12147986D+05 0.0000000 0.0000000 EM
2 -0.31871322D+04 8960.8534880 0.7376411 EM
3 -0.31721732D+04 14.9590233 0.0046936 EM
4 -0.31646439D+04 7.5293185 0.0023736 EM
5 -0.31586150D+04 6.0288323 0.0019051 EM
6 -0.31526794D+04 5.9356772 0.0018792 EM
7 -0.31466466D+04 6.0327215 0.0019135 EM
8 -0.31406867D+04 5.9599935 0.0018941 EM
9 -0.31350051D+04 5.6815947 0.0018090 EM
10 -0.31297694D+04 5.2356220 0.0016701 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.15762307D+05 0.0000000 0.0000000 EM
2 -0.31572263D+04 ************ 0.7996977 EM
3 -0.31325555D+04 24.6708513 0.0078141 EM
4 -0.31231990D+04 9.3564815 0.0029869 EM
5 -0.31178513D+04 5.3477101 0.0017123 EM
6 -0.31145566D+04 3.2947345 0.0010567 EM
7 -0.31123857D+04 2.1708744 0.0006970 EM
8 -0.31108854D+04 1.5002911 0.0004820 EM
9 -0.31098225D+04 1.0629336 0.0003417 EM
10 -0.31090632D+04 0.7592272 0.0002441 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.12992539D+05 0.0000000 0.0000000 EM
2 -0.31776798D+04 9814.8588816 0.7554227 EM
3 -0.31776369D+04 0.0429282 0.0000135 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.17818250D+05 0.0000000 0.0000000 EM
2 -0.31515734D+04 ************ 0.8231267 EM
3 -0.31380521D+04 13.5212209 0.0042903 EM
4 -0.31306361D+04 7.4160488 0.0023633 EM
5 -0.31252196D+04 5.4165179 0.0017302 EM
6 -0.31209677D+04 4.2518353 0.0013605 EM
7 -0.31175867D+04 3.3810008 0.0010833 EM
8 -0.31149262D+04 2.6605647 0.0008534 EM
9 -0.31128707D+04 2.0554158 0.0006599 EM
10 -0.31113143D+04 1.5564210 0.0005000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10895705D+05 0.0000000 0.0000000 EM
2 -0.31824323D+04 7713.2730227 0.7079187 EM
3 -0.31797778D+04 2.6545377 0.0008341 EM
4 -0.31786064D+04 1.1713317 0.0003684 EM
5 -0.31780531D+04 0.5533794 0.0001741 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.29426485D+06 0.0000000 0.0000000 EM
2 -0.31749193D+06 ************ -0.0789326 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.44115440D+04 0.0000000 0.0000000 EM
2 -0.38206245D+04 590.9194767 0.1339484 EM
3 -0.37732925D+04 47.3320377 0.0123886 EM
4 -0.37356427D+04 37.6497600 0.0099780 EM
5 -0.37082963D+04 27.3463696 0.0073204 EM
6 -0.36863860D+04 21.9103584 0.0059085 EM
7 -0.36682848D+04 18.1011395 0.0049103 EM
8 -0.36532597D+04 15.0251287 0.0040960 EM
9 -0.36409417D+04 12.3179747 0.0033718 EM
10 -0.36310375D+04 9.9042204 0.0027202 EM
FINAL STAGE ITERATIONS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15
10 -0.31090632D+04 0.7592272 0.0002441 EM
11 -0.31085213D+04 0.5419366 0.0001743 EM
12 -0.31081360D+04 0.3853220 0.0001240 EM
13 -0.31078632D+04 0.2727964 0.0000878 EM
14 -0.31076707D+04 0.1924549 0.0000619 EM
15 -0.31075353D+04 0.1354385 0.0000436 EM
16 -0.31074401D+04 0.0951650 0.0000306 EM
17 -0.31073733D+04 0.0668098 0.0000215 EM
18 -0.31073264D+04 0.0468862 0.0000151 EM
19 -0.31072935D+04 0.0329030 0.0000106 EM
20 -0.31072704D+04 0.0230938 0.0000074 EM
21 -0.31072542D+04 0.0162135 0.0000052 EM
22 -0.31072428D+04 0.0113868 0.0000037 EM
23 -0.31072348D+04 0.0079997 0.0000026 EM
24 -0.31072292D+04 0.0056221 0.0000018 EM
25 -0.31072252D+04 0.0039524 0.0000013 EM
26 -0.31072225D+04 0.0027794 0.0000009 EM
27 -0.31072205D+04 0.0019550 0.0000006 EM
28 -0.31072191D+04 0.0013755 0.0000004 EM
29 -0.31072182D+04 0.0009679 0.0000003 EM
30 -0.31072175D+04 0.0006813 0.0000002 EM
31 -0.31072170D+04 0.0004796 0.0000002 EM
32 -0.31072167D+04 0.0003376 0.0000001 EM
33 -0.31072164D+04 0.0002377 0.0000001 EM
34 -0.31072163D+04 0.0001674 0.0000001 EM
35 -0.31072161D+04 0.0001179 0.0000000 EM
36 -0.31072159D+04 0.0002725 0.0000001 FS
37 -0.31072159D+04 0.0000078 0.0000000 FS
38 -0.31072159D+04 0.0000005 0.0000000 FS
39 -0.31072159D+04 0.0000000 0.0000000 FS
40 -0.31072159D+04 0.0000000 0.0000000 EM
41 -0.31072159D+04 0.0000000 0.0000000 EM
42 -0.31072159D+04 0.0000000 0.0000000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8
10 -0.31097952D+04 1.0317467 0.0003317 EM
11 -0.31090472D+04 0.7480109 0.0002405 EM
12 -0.31085104D+04 0.5367729 0.0001726 EM
13 -0.31081282D+04 0.3822004 0.0001230 EM
14 -0.31078576D+04 0.2706124 0.0000871 EM
15 -0.31076667D+04 0.1908661 0.0000614 EM
16 -0.31075325D+04 0.1342851 0.0000432 EM
17 -0.31074381D+04 0.0943365 0.0000304 EM
18 -0.31073719D+04 0.0662203 0.0000213 EM
19 -0.31073254D+04 0.0464695 0.0000150 EM
20 -0.31072928D+04 0.0326094 0.0000105 EM
21 -0.31072699D+04 0.0228875 0.0000074 EM
22 -0.31072539D+04 0.0160686 0.0000052 EM
23 -0.31072426D+04 0.0112850 0.0000036 EM
24 -0.31072347D+04 0.0079283 0.0000026 EM
25 -0.31072291D+04 0.0055719 0.0000018 EM
26 -0.31072252D+04 0.0039172 0.0000013 EM
27 -0.31072224D+04 0.0027546 0.0000009 EM
28 -0.31072205D+04 0.0019376 0.0000006 EM
29 -0.31072191D+04 0.0013633 0.0000004 EM
30 -0.31072181D+04 0.0009593 0.0000003 EM
31 -0.31072175D+04 0.0006752 0.0000002 EM
32 -0.31072170D+04 0.0004753 0.0000002 EM
33 -0.31072167D+04 0.0003346 0.0000001 EM
34 -0.31072164D+04 0.0002356 0.0000001 EM
35 -0.31072159D+04 0.0005443 0.0000002 FS
36 -0.31072159D+04 0.0000158 0.0000000 FS
37 -0.31072159D+04 0.0000010 0.0000000 FS
38 -0.31072159D+04 0.0000001 0.0000000 FS
39 -0.31072159D+04 0.0000000 0.0000000 EM
40 -0.31072159D+04 0.0000000 0.0000000 EM
41 -0.31072159D+04 0.0000000 0.0000000 EM
42 -0.31072159D+04 0.0000000 0.0000000 EM
43 -0.31072159D+04 0.0000000 0.0000000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17
10 -0.31113143D+04 1.5564210 0.0005000 EM
11 -0.31101576D+04 1.1567345 0.0003718 EM
12 -0.31093116D+04 0.8460419 0.0002720 EM
13 -0.31087006D+04 0.6109087 0.0001965 EM
14 -0.31082638D+04 0.4368420 0.0001405 EM
15 -0.31079536D+04 0.3101744 0.0000998 EM
16 -0.31077345D+04 0.2191650 0.0000705 EM
17 -0.31075801D+04 0.1543652 0.0000497 EM
18 -0.31074716D+04 0.1085112 0.0000349 EM
19 -0.31073954D+04 0.0761945 0.0000245 EM
20 -0.31073419D+04 0.0534751 0.0000172 EM
21 -0.31073044D+04 0.0375253 0.0000121 EM
22 -0.31072781D+04 0.0263357 0.0000085 EM
23 -0.31072596D+04 0.0184873 0.0000059 EM
24 -0.31072466D+04 0.0129820 0.0000042 EM
25 -0.31072375D+04 0.0091192 0.0000029 EM
26 -0.31072311D+04 0.0064081 0.0000021 EM
27 -0.31072266D+04 0.0045044 0.0000014 EM
28 -0.31072234D+04 0.0031672 0.0000010 EM
29 -0.31072212D+04 0.0022276 0.0000007 EM
30 -0.31072196D+04 0.0015672 0.0000005 EM
31 -0.31072185D+04 0.0011027 0.0000004 EM
32 -0.31072177D+04 0.0007761 0.0000002 EM
33 -0.31072172D+04 0.0005463 0.0000002 EM
34 -0.31072168D+04 0.0003846 0.0000001 EM
35 -0.31072159D+04 0.0008878 0.0000003 FS
36 -0.31072159D+04 0.0000260 0.0000000 FS
37 -0.31072159D+04 0.0000017 0.0000000 FS
38 -0.31072159D+04 0.0000001 0.0000000 FS
39 -0.31072159D+04 0.0000000 0.0000000 FS
40 -0.31072159D+04 0.0000000 0.0000000 EM
41 -0.31072159D+04 0.0000000 0.0000000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1
10 -0.31160991D+04 2.9415238 0.0009431 EM
11 -0.31137784D+04 2.3207315 0.0007448 EM
12 -0.31119973D+04 1.7810759 0.0005720 EM
13 -0.31106613D+04 1.3360267 0.0004293 EM
14 -0.31096774D+04 0.9838090 0.0003163 EM
15 -0.31089635D+04 0.7139670 0.0002296 EM
16 -0.31084511D+04 0.5124251 0.0001648 EM
17 -0.31080863D+04 0.3648017 0.0001174 EM
18 -0.31078280D+04 0.2582297 0.0000831 EM
19 -0.31076459D+04 0.1820931 0.0000586 EM
20 -0.31075178D+04 0.1280932 0.0000412 EM
21 -0.31074279D+04 0.0899786 0.0000290 EM
22 -0.31073647D+04 0.0631587 0.0000203 EM
23 -0.31073204D+04 0.0443210 0.0000143 EM
24 -0.31072893D+04 0.0311024 0.0000100 EM
25 -0.31072674D+04 0.0218306 0.0000070 EM
26 -0.31072521D+04 0.0153273 0.0000049 EM
27 -0.31072414D+04 0.0107649 0.0000035 EM
28 -0.31072338D+04 0.0075632 0.0000024 EM
29 -0.31072285D+04 0.0053156 0.0000017 EM
30 -0.31072247D+04 0.0037371 0.0000012 EM
31 -0.31072221D+04 0.0026281 0.0000008 EM
32 -0.31072203D+04 0.0018487 0.0000006 EM
33 -0.31072190D+04 0.0013007 0.0000004 EM
34 -0.31072180D+04 0.0009154 0.0000003 EM
35 -0.31072159D+04 0.0021099 0.0000007 FS
36 -0.31072159D+04 0.0000632 0.0000000 FS
37 -0.31072159D+04 0.0000040 0.0000000 FS
38 -0.31072159D+04 0.0000003 0.0000000 FS
39 -0.31072159D+04 0.0000000 0.0000000 FS
40 -0.31072159D+04 0.0000000 0.0000000 EM
41 -0.31072159D+04 0.0000000 0.0000000 EM
Beginning Time: 23:13:27
Ending Time: 23:13:27
Elapsed Time: 00:00:00
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) 1998-2022 Muthen & Muthen
Back to examples