Mplus VERSION 8.8
MUTHEN & MUTHEN
04/19/2022 11:12 PM
INPUT INSTRUCTIONS
TITLE: this is an example of LCA with partial conditional independence
DATA: FILE IS ex7.16.dat;
VARIABLE: NAMES ARE u1-u4;
CATEGORICAL = u1-u4;
CLASSES = c(2);
ANALYSIS: TYPE = MIXTURE;
PARAMETERIZATION = RESCOVARIANCES;
MODEL:
%OVERALL%
%c#1%
[u1$1-u4$1*-1];
u2 WITH u3;
OUTPUT: TECH1 TECH8;
INPUT READING TERMINATED NORMALLY
this is an example of LCA with partial conditional independence
SUMMARY OF ANALYSIS
Number of groups 1
Number of observations 1000
Number of dependent variables 4
Number of independent variables 0
Number of continuous latent variables 0
Number of categorical latent variables 1
Observed dependent variables
Binary and ordered categorical (ordinal)
U1 U2 U3 U4
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-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 0
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 ON
Input data file(s)
ex7.16.dat
Input data format FREE
UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES
U1
Category 1 0.493 493.000
Category 2 0.507 507.000
U2
Category 1 0.436 436.000
Category 2 0.564 564.000
U3
Category 1 0.447 447.000
Category 2 0.553 553.000
U4
Category 1 0.489 489.000
Category 2 0.511 511.000
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:
-2598.111 573096 20
-2598.132 107446 12
-2598.226 939021 8
-2598.274 76974 16
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 10
Loglikelihood
H0 Value -2598.111
H0 Scaling Correction Factor 1.0570
for MLR
Information Criteria
Akaike (AIC) 5216.222
Bayesian (BIC) 5265.299
Sample-Size Adjusted BIC 5233.539
(n* = (n + 2) / 24)
Chi-Square Test of Model Fit for the Binary and Ordered Categorical
(Ordinal) Outcomes
Pearson Chi-Square
Value 11.044
Degrees of Freedom 5
P-Value 0.0505
Likelihood Ratio Chi-Square
Value 10.857
Degrees of Freedom 5
P-Value 0.0543
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THE ESTIMATED MODEL
Latent
Classes
1 464.30517 0.46431
2 535.69483 0.53569
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON ESTIMATED POSTERIOR PROBABILITIES
Latent
Classes
1 464.30517 0.46431
2 535.69483 0.53569
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP
Class Counts and Proportions
Latent
Classes
1 471 0.47100
2 529 0.52900
CLASSIFICATION QUALITY
Entropy 0.579
Average Latent Class Probabilities for Most Likely Latent Class Membership (Row)
by Latent Class (Column)
1 2
1 0.868 0.132
2 0.105 0.895
Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2
1 0.880 0.120
2 0.116 0.884
Logits for the Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2
1 1.995 0.000
2 -2.029 0.000
MODEL RESULTS
Two-Tailed
Estimate S.E. Est./S.E. P-Value
Latent Class 1
U2 WITH
U3 0.000 3.132 0.000 1.000
Thresholds
U1$1 -1.056 0.157 -6.740 0.000
U2$1 -1.853 6.374 -0.291 0.771
U3$1 -1.952 6.453 -0.303 0.762
U4$1 -1.002 0.133 -7.563 0.000
Latent Class 2
Thresholds
U1$1 0.836 0.210 3.976 0.000
U2$1 0.833 0.151 5.521 0.000
U3$1 0.977 0.144 6.801 0.000
U4$1 0.759 0.204 3.713 0.000
Categorical Latent Variables
Means
C#1 -0.143 0.238 -0.602 0.547
QUALITY OF NUMERICAL RESULTS
Condition Number for the Information Matrix 0.572E-04
(ratio of smallest to largest eigenvalue)
TECHNICAL 1 OUTPUT
PARAMETER SPECIFICATION FOR LATENT CLASS 1
NU
U1 U2 U3 U4
________ ________ ________ ________
0 0 0 0
THETA
U1 U2 U3 U4
________ ________ ________ ________
U1 0
U2 0 0
U3 0 1 0
U4 0 0 0 0
PARAMETER SPECIFICATION FOR LATENT CLASS 2
NU
U1 U2 U3 U4
________ ________ ________ ________
0 0 0 0
THETA
U1 U2 U3 U4
________ ________ ________ ________
U1 0
U2 0 0
U3 0 0 0
U4 0 0 0 0
PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART
TAU(U) FOR LATENT CLASS 1
U1$1 U2$1 U3$1 U4$1
________ ________ ________ ________
2 3 4 5
TAU(U) FOR LATENT CLASS 2
U1$1 U2$1 U3$1 U4$1
________ ________ ________ ________
6 7 8 9
PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART
ALPHA(C)
C#1 C#2
________ ________
10 0
STARTING VALUES FOR LATENT CLASS 1
NU
U1 U2 U3 U4
________ ________ ________ ________
0.000 0.000 0.000 0.000
THETA
U1 U2 U3 U4
________ ________ ________ ________
U1 1.000
U2 0.000 1.000
U3 0.000 0.000 1.000
U4 0.000 0.000 0.000 1.000
STARTING VALUES FOR LATENT CLASS 2
NU
U1 U2 U3 U4
________ ________ ________ ________
0.000 0.000 0.000 0.000
THETA
U1 U2 U3 U4
________ ________ ________ ________
U1 1.000
U2 0.000 1.000
U3 0.000 0.000 1.000
U4 0.000 0.000 0.000 1.000
STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART
TAU(U) FOR LATENT CLASS 1
U1$1 U2$1 U3$1 U4$1
________ ________ ________ ________
-1.000 -1.000 -1.000 -1.000
TAU(U) FOR LATENT CLASS 2
U1$1 U2$1 U3$1 U4$1
________ ________ ________ ________
0.972 0.743 0.787 0.956
STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART
ALPHA(C)
C#1 C#2
________ ________
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 -0.26230773D+04 0.0000000 0.0000000 EM
2 -0.26010420D+04 22.0353230 0.0084006 EM
3 -0.25994529D+04 1.5891194 0.0006110 EM
4 -0.25990493D+04 0.4036483 0.0001553 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.29680287D+04 0.0000000 0.0000000 EM
2 -0.26194982D+04 348.5305074 0.1174283 EM
3 -0.26074528D+04 12.0454560 0.0045984 EM
4 -0.26046550D+04 2.7977579 0.0010730 EM
5 -0.26029370D+04 1.7180200 0.0006596 EM
6 -0.26016532D+04 1.2838419 0.0004932 EM
7 -0.26006808D+04 0.9723155 0.0003737 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.36506162D+04 0.0000000 0.0000000 EM
2 -0.26274913D+04 1023.1248355 0.2802609 EM
3 -0.26085607D+04 18.9306142 0.0072048 EM
4 -0.26024576D+04 6.1031146 0.0023396 EM
5 -0.26000953D+04 2.3623603 0.0009077 EM
6 -0.25991699D+04 0.9253372 0.0003559 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.34736942D+04 0.0000000 0.0000000 EM
2 -0.27284311D+04 745.2630750 0.2145448 EM
3 -0.27006187D+04 27.8123902 0.0101935 EM
4 -0.26820950D+04 18.5237266 0.0068591 EM
5 -0.26626287D+04 19.4663073 0.0072579 EM
6 -0.26434536D+04 19.1751178 0.0072016 EM
7 -0.26265424D+04 16.9111722 0.0063974 EM
8 -0.26152595D+04 11.2829207 0.0042957 EM
9 -0.26091506D+04 6.1089423 0.0023359 EM
10 -0.26061037D+04 3.0468421 0.0011678 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.41040866D+04 0.0000000 0.0000000 EM
2 -0.26958799D+04 1408.2067195 0.3431231 EM
3 -0.26493174D+04 46.5624287 0.0172717 EM
4 -0.26230974D+04 26.2200056 0.0098969 EM
5 -0.26122367D+04 10.8607457 0.0041404 EM
6 -0.26082358D+04 4.0008224 0.0015316 EM
7 -0.26063834D+04 1.8524218 0.0007102 EM
8 -0.26052240D+04 1.1594552 0.0004449 EM
9 -0.26043687D+04 0.8552656 0.0003283 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.47365592D+04 0.0000000 0.0000000 EM
2 -0.26466470D+04 2089.9122045 0.4412300 EM
3 -0.26228953D+04 23.7516659 0.0089742 EM
4 -0.26130253D+04 9.8699997 0.0037630 EM
5 -0.26092978D+04 3.7274855 0.0014265 EM
6 -0.26074952D+04 1.8026154 0.0006908 EM
7 -0.26063175D+04 1.1777335 0.0004517 EM
8 -0.26053535D+04 0.9639585 0.0003699 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.65320545D+04 0.0000000 0.0000000 EM
2 -0.27231330D+04 3808.9215413 0.5831123 EM
3 -0.26362106D+04 86.9223893 0.0319200 EM
4 -0.26128780D+04 23.3325723 0.0088508 EM
5 -0.26059489D+04 6.9290890 0.0026519 EM
6 -0.26031845D+04 2.7644023 0.0010608 EM
7 -0.26019909D+04 1.1936279 0.0004585 EM
8 -0.26009887D+04 1.0022067 0.0003852 EM
9 -0.26001700D+04 0.8186834 0.0003148 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.51222617D+04 0.0000000 0.0000000 EM
2 -0.26437507D+04 2478.5110388 0.4838704 EM
3 -0.26311749D+04 12.5757698 0.0047568 EM
4 -0.26239067D+04 7.2682300 0.0027624 EM
5 -0.26177692D+04 6.1374301 0.0023390 EM
6 -0.26131212D+04 4.6479967 0.0017756 EM
7 -0.26101827D+04 2.9385722 0.0011245 EM
8 -0.26085940D+04 1.5886628 0.0006086 EM
9 -0.26077693D+04 0.8246811 0.0003161 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.51915468D+04 0.0000000 0.0000000 EM
2 -0.26603322D+04 2531.2146495 0.4875646 EM
3 -0.26348532D+04 25.4789105 0.0095773 EM
4 -0.26252771D+04 9.5761712 0.0036344 EM
5 -0.26184003D+04 6.8767491 0.0026194 EM
6 -0.26122977D+04 6.1026605 0.0023307 EM
7 -0.26080172D+04 4.2804958 0.0016386 FS
8 -0.25994547D+04 8.5624914 0.0032831 EM
9 -0.25986532D+04 0.8014935 0.0003083 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.72867912D+04 0.0000000 0.0000000 EM
2 -0.26823665D+04 4604.4247033 0.6318865 EM
3 -0.26589222D+04 23.4442389 0.0087401 EM
4 -0.26508074D+04 8.1148163 0.0030519 EM
5 -0.26456773D+04 5.1300910 0.0019353 EM
6 -0.26425357D+04 3.1416280 0.0011875 EM
7 -0.26407409D+04 1.7948317 0.0006792 EM
8 -0.26398863D+04 0.8545685 0.0003236 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.51039153D+04 0.0000000 0.0000000 EM
2 -0.26482381D+04 2455.6771877 0.4811360 EM
3 -0.26310951D+04 17.1430163 0.0064734 EM
4 -0.26250414D+04 6.0536594 0.0023008 EM
5 -0.26225005D+04 2.5409170 0.0009680 EM
6 -0.26208180D+04 1.6824672 0.0006416 EM
7 -0.26198569D+04 0.9611302 0.0003667 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.35748875D+04 0.0000000 0.0000000 EM
2 -0.26952319D+04 879.6555645 0.2460652 EM
3 -0.26565851D+04 38.6468471 0.0143390 EM
4 -0.26460489D+04 10.5361764 0.0039661 EM
5 -0.26432297D+04 2.8192122 0.0010654 EM
6 -0.26412251D+04 2.0045936 0.0007584 EM
7 -0.26395199D+04 1.7051924 0.0006456 EM
8 -0.26379226D+04 1.5972462 0.0006051 EM
9 -0.26366435D+04 1.2791304 0.0004849 EM
10 -0.26348427D+04 1.8008263 0.0006830 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.29755250D+04 0.0000000 0.0000000 EM
2 -0.26257670D+04 349.7579915 0.1175450 EM
3 -0.26110854D+04 14.6815930 0.0055914 EM
4 -0.26068219D+04 4.2634755 0.0016328 EM
5 -0.26044869D+04 2.3350308 0.0008957 EM
6 -0.26029481D+04 1.5387377 0.0005908 EM
7 -0.25991251D+04 3.8230278 0.0014687 FS
8 -0.25982447D+04 0.8804451 0.0003387 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.43647965D+04 0.0000000 0.0000000 EM
2 -0.26582707D+04 1706.5257736 0.3909749 EM
3 -0.26436433D+04 14.6274177 0.0055026 EM
4 -0.26351950D+04 8.4482927 0.0031957 EM
5 -0.26287397D+04 6.4553411 0.0024497 EM
6 -0.26236329D+04 5.1067123 0.0019426 EM
7 -0.26193854D+04 4.2475590 0.0016190 EM
8 -0.26156899D+04 3.6955297 0.0014108 EM
9 -0.26125912D+04 3.0986872 0.0011847 EM
10 -0.26102706D+04 2.3205615 0.0008882 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.58272717D+04 0.0000000 0.0000000 EM
2 -0.26255336D+04 3201.7381056 0.5494403 EM
3 -0.26144072D+04 11.1264091 0.0042378 EM
4 -0.26117939D+04 2.6132639 0.0009996 EM
5 -0.26102409D+04 1.5530486 0.0005946 EM
6 -0.26091460D+04 1.0948891 0.0004195 EM
7 -0.26082959D+04 0.8500443 0.0003258 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.37335395D+04 0.0000000 0.0000000 EM
2 -0.26596341D+04 1073.9054400 0.2876374 EM
3 -0.26307762D+04 28.8578832 0.0108503 EM
4 -0.26186272D+04 12.1489651 0.0046180 EM
5 -0.26122555D+04 6.3717263 0.0024332 EM
6 -0.26087181D+04 3.5374407 0.0013542 EM
7 -0.26064948D+04 2.2232614 0.0008522 EM
8 -0.26050473D+04 1.4474757 0.0005553 EM
9 -0.26040678D+04 0.9795278 0.0003760 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.32456765D+04 0.0000000 0.0000000 EM
2 -0.26921599D+04 553.5165804 0.1705397 EM
3 -0.26442665D+04 47.8933674 0.0177899 EM
4 -0.26222605D+04 22.0060315 0.0083222 EM
5 -0.26122606D+04 9.9999313 0.0038135 EM
6 -0.26070945D+04 5.1661133 0.0019776 EM
7 -0.26039397D+04 3.1547508 0.0012101 EM
8 -0.25989041D+04 5.0356157 0.0019338 FS
9 -0.25984137D+04 0.4904124 0.0001887 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.54147973D+04 0.0000000 0.0000000 EM
2 -0.27062541D+04 2708.5432078 0.5002114 EM
3 -0.26479566D+04 58.2974321 0.0215417 EM
4 -0.26257411D+04 22.2155536 0.0083897 EM
5 -0.26194022D+04 6.3389187 0.0024141 EM
6 -0.26161291D+04 3.2730542 0.0012495 EM
7 -0.26137384D+04 2.3907214 0.0009138 EM
8 -0.26121083D+04 1.6301367 0.0006237 EM
9 -0.26111192D+04 0.9890691 0.0003786 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.59098218D+04 0.0000000 0.0000000 EM
2 -0.27014824D+04 3208.3393731 0.5428826 EM
3 -0.26523336D+04 49.1487681 0.0181933 EM
4 -0.26388564D+04 13.4772446 0.0050813 EM
5 -0.26358163D+04 3.0401063 0.0011521 EM
6 -0.26339498D+04 1.8665340 0.0007081 EM
7 -0.26333467D+04 0.6030968 0.0002290 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.61832791D+04 0.0000000 0.0000000 EM
2 -0.26949104D+04 3488.3687430 0.5641616 EM
3 -0.26392183D+04 55.6921008 0.0206657 EM
4 -0.26221762D+04 17.0420857 0.0064572 EM
5 -0.26158245D+04 6.3517435 0.0024223 EM
6 -0.26131678D+04 2.6566830 0.0010156 EM
7 -0.26119476D+04 1.2202358 0.0004670 EM
8 -0.26113624D+04 0.5851378 0.0002240 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.49384839D+04 0.0000000 0.0000000 EM
2 -0.26203901D+04 2318.0938408 0.4693938 EM
3 -0.26125457D+04 7.8443964 0.0029936 EM
4 -0.26072718D+04 5.2738846 0.0020187 EM
5 -0.26050856D+04 2.1861689 0.0008385 EM
6 -0.25995832D+04 5.5024355 0.0021122 FS
7 -0.25981714D+04 1.4117876 0.0005431 EM
8 -0.25981223D+04 0.0491433 0.0000189 EM
FINAL STAGE ITERATIONS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.49384839D+04 0.0000000 0.0000000 EM
2 -0.26203901D+04 2318.0938408 0.4693938 EM
3 -0.26125457D+04 7.8443964 0.0029936 EM
4 -0.26072718D+04 5.2738846 0.0020187 EM
5 -0.26050856D+04 2.1861689 0.0008385 EM
6 -0.25995832D+04 5.5024355 0.0021122 FS
7 -0.25981714D+04 1.4117876 0.0005431 EM
8 -0.25981223D+04 0.0491433 0.0000189 EM
9 -0.25981117D+04 0.0105960 0.0000041 EM
10 -0.25981108D+04 0.0008525 0.0000003 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.29755250D+04 0.0000000 0.0000000 EM
2 -0.26257670D+04 349.7579915 0.1175450 EM
3 -0.26110854D+04 14.6815930 0.0055914 EM
4 -0.26068219D+04 4.2634755 0.0016328 EM
5 -0.26044869D+04 2.3350308 0.0008957 EM
6 -0.26029481D+04 1.5387377 0.0005908 EM
7 -0.25991251D+04 3.8230278 0.0014687 FS
8 -0.25982447D+04 0.8804451 0.0003387 EM
9 -0.25981570D+04 0.0876810 0.0000337 EM
10 -0.25981321D+04 0.0248629 0.0000096 EM
11 -0.25981321D+04 0.0000022 0.0000000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.32456765D+04 0.0000000 0.0000000 EM
2 -0.26921599D+04 553.5165804 0.1705397 EM
3 -0.26442665D+04 47.8933674 0.0177899 EM
4 -0.26222605D+04 22.0060315 0.0083222 EM
5 -0.26122606D+04 9.9999313 0.0038135 EM
6 -0.26070945D+04 5.1661133 0.0019776 EM
7 -0.26039397D+04 3.1547508 0.0012101 EM
8 -0.25989041D+04 5.0356157 0.0019338 FS
9 -0.25984137D+04 0.4904124 0.0001887 EM
10 -0.25983477D+04 0.0659865 0.0000254 EM
11 -0.25983223D+04 0.0253656 0.0000098 EM
12 -0.25983000D+04 0.0223374 0.0000086 EM
13 -0.25982883D+04 0.0117184 0.0000045 EM
14 -0.25982865D+04 0.0017785 0.0000007 EM
15 -0.25982760D+04 0.0104975 0.0000040 EM
16 -0.25982745D+04 0.0014567 0.0000006 EM
17 -0.25982743D+04 0.0002082 0.0000001 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.51915468D+04 0.0000000 0.0000000 EM
2 -0.26603322D+04 2531.2146495 0.4875646 EM
3 -0.26348532D+04 25.4789105 0.0095773 EM
4 -0.26252771D+04 9.5761712 0.0036344 EM
5 -0.26184003D+04 6.8767491 0.0026194 EM
6 -0.26122977D+04 6.1026605 0.0023307 EM
7 -0.26080172D+04 4.2804958 0.0016386 FS
8 -0.25994547D+04 8.5624914 0.0032831 EM
9 -0.25986532D+04 0.8014935 0.0003083 EM
10 -0.25985011D+04 0.1521239 0.0000585 EM
11 -0.25984219D+04 0.0791345 0.0000305 EM
12 -0.25983758D+04 0.0461552 0.0000178 EM
13 -0.25983411D+04 0.0346944 0.0000134 EM
14 -0.25983038D+04 0.0372940 0.0000144 EM
15 -0.25982786D+04 0.0251698 0.0000097 EM
16 -0.25982739D+04 0.0047405 0.0000018 EM
17 -0.25982466D+04 0.0273149 0.0000105 EM
18 -0.25982295D+04 0.0170116 0.0000065 EM
19 -0.25982263D+04 0.0032289 0.0000012 EM
20 -0.25982259D+04 0.0003735 0.0000001 EM
21 -0.25982259D+04 0.0000432 0.0000000 EM
Beginning Time: 23:12:58
Ending Time: 23:12:59
Elapsed Time: 00:00:01
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