Mplus VERSION 8.8
MUTHEN & MUTHEN
04/19/2022 11:13 PM
INPUT INSTRUCTIONS
TITLE: this is an example of a LCGA for a three-
category outcome
DATA: FILE IS ex8.10.dat;
VARIABLE: NAMES ARE u1-u4 c;
USEV = u1-u4;
CLASSES = c(2);
CATEGORICAL = u1-u4;
ANALYSIS: TYPE = MIXTURE;
MODEL:
%OVERALL%
i s | u1@0 u2@1 u3@2 u4@3;
! [u1$1-u4$1*-.5] (1);
! [u1$2-u4$2* .5] (2);
! %c#1%
! [i*1 s*0];
! %c#2%
! [i@0 s*0];
OUTPUT: TECH1 TECH8;
INPUT READING TERMINATED NORMALLY
this is an example of a LCGA for a three-
category outcome
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 2
Number of categorical latent variables 1
Observed dependent variables
Binary and ordered categorical (ordinal)
U1 U2 U3 U4
Continuous latent variables
I S
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
Link LOGIT
Input data file(s)
ex8.10.dat
Input data format FREE
UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES
U1
Category 1 0.602 301.000
Category 2 0.114 57.000
Category 3 0.284 142.000
U2
Category 1 0.482 241.000
Category 2 0.114 57.000
Category 3 0.404 202.000
U3
Category 1 0.430 215.000
Category 2 0.070 35.000
Category 3 0.500 250.000
U4
Category 1 0.410 205.000
Category 2 0.058 29.000
Category 3 0.532 266.000
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:
-1706.048 285380 1
-1706.048 253358 2
-1706.048 462953 7
-1706.048 637345 19
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 6
Loglikelihood
H0 Value -1706.048
H0 Scaling Correction Factor 0.9907
for MLR
Information Criteria
Akaike (AIC) 3424.096
Bayesian (BIC) 3449.384
Sample-Size Adjusted BIC 3430.339
(n* = (n + 2) / 24)
Chi-Square Test of Model Fit for the Binary and Ordered Categorical
(Ordinal) Outcomes
Pearson Chi-Square
Value 69.894
Degrees of Freedom 74
P-Value 0.6137
Likelihood Ratio Chi-Square
Value 74.075
Degrees of Freedom 74
P-Value 0.4757
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THE ESTIMATED MODEL
Latent
Classes
1 240.72033 0.48144
2 259.27967 0.51856
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON ESTIMATED POSTERIOR PROBABILITIES
Latent
Classes
1 240.72033 0.48144
2 259.27967 0.51856
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP
Class Counts and Proportions
Latent
Classes
1 244 0.48800
2 256 0.51200
CLASSIFICATION QUALITY
Entropy 0.705
Average Latent Class Probabilities for Most Likely Latent Class Membership (Row)
by Latent Class (Column)
1 2
1 0.913 0.087
2 0.070 0.930
Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2
1 0.925 0.075
2 0.082 0.918
Logits for the Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2
1 2.516 0.000
2 -2.415 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
Means
I 0.717 0.179 4.000 0.000
S 1.070 0.114 9.383 0.000
Thresholds
U1$1 0.746 0.118 6.322 0.000
U1$2 1.276 0.118 10.779 0.000
U2$1 0.746 0.118 6.322 0.000
U2$2 1.276 0.118 10.779 0.000
U3$1 0.746 0.118 6.322 0.000
U3$2 1.276 0.118 10.779 0.000
U4$1 0.746 0.118 6.322 0.000
U4$2 1.276 0.118 10.779 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
Means
I 0.000 0.000 999.000 999.000
S -0.117 0.077 -1.523 0.128
Thresholds
U1$1 0.746 0.118 6.322 0.000
U1$2 1.276 0.118 10.779 0.000
U2$1 0.746 0.118 6.322 0.000
U2$2 1.276 0.118 10.779 0.000
U3$1 0.746 0.118 6.322 0.000
U3$2 1.276 0.118 10.779 0.000
U4$1 0.746 0.118 6.322 0.000
U4$2 1.276 0.118 10.779 0.000
Categorical Latent Variables
Means
C#1 -0.074 0.137 -0.540 0.589
QUALITY OF NUMERICAL RESULTS
Condition Number for the Information Matrix 0.118E-01
(ratio of smallest to largest eigenvalue)
RESULTS IN PROBABILITY SCALE
Two-Tailed
Estimate S.E. Est./S.E. P-Value
Latent Class 1
U1
Category 1 0.507 0.031 16.532 0.000
Category 2 0.129 0.009 13.894 0.000
Category 3 0.364 0.028 12.861 0.000
U2
Category 1 0.261 0.023 11.507 0.000
Category 2 0.114 0.009 12.457 0.000
Category 3 0.625 0.027 22.921 0.000
U3
Category 1 0.108 0.019 5.708 0.000
Category 2 0.063 0.010 6.437 0.000
Category 3 0.829 0.028 29.994 0.000
U4
Category 1 0.040 0.011 3.485 0.000
Category 2 0.026 0.007 3.654 0.000
Category 3 0.934 0.018 50.874 0.000
Latent Class 2
U1
Category 1 0.678 0.026 26.343 0.000
Category 2 0.103 0.009 11.385 0.000
Category 3 0.218 0.020 10.803 0.000
U2
Category 1 0.703 0.019 36.510 0.000
Category 2 0.098 0.008 12.565 0.000
Category 3 0.199 0.015 12.909 0.000
U3
Category 1 0.727 0.024 29.914 0.000
Category 2 0.092 0.008 11.206 0.000
Category 3 0.181 0.019 9.481 0.000
U4
Category 1 0.750 0.034 21.877 0.000
Category 2 0.086 0.010 8.395 0.000
Category 3 0.164 0.026 6.330 0.000
LATENT CLASS INDICATOR ODDS RATIOS FOR THE LATENT CLASSES
95% C.I.
Estimate S.E. Lower 2.5% Upper 2.5%
Latent Class 1 Compared to Latent Class 2
U1
Category > 1 2.049 0.367 1.442 2.911
Category > 2 2.049 0.367 1.442 2.911
U2
Category > 1 6.715 0.816 5.292 8.520
Category > 2 6.715 0.816 5.292 8.520
U3
Category > 1 22.007 3.658 15.888 30.481
Category > 2 22.007 3.658 15.888 30.481
U4
Category > 1 72.126 19.180 42.828 121.465
Category > 2 72.126 19.180 42.828 121.465
TECHNICAL 1 OUTPUT
PARAMETER SPECIFICATION FOR LATENT CLASS 1
PARAMETER SPECIFICATION FOR LATENT CLASS 2
PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART
TAU(U) FOR LATENT CLASS 1
U1$1 U1$2 U2$1 U2$2 U3$1
________ ________ ________ ________ ________
1 2 1 2 1
TAU(U) FOR LATENT CLASS 1
U3$2 U4$1 U4$2
________ ________ ________
2 1 2
TAU(U) FOR LATENT CLASS 2
U1$1 U1$2 U2$1 U2$2 U3$1
________ ________ ________ ________ ________
1 2 1 2 1
TAU(U) FOR LATENT CLASS 2
U3$2 U4$1 U4$2
________ ________ ________
2 1 2
PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART
ALPHA(C)
C#1 C#2
________ ________
6 0
PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR GROWTH MODEL PART
LAMBDA(F) FOR LATENT CLASS 1
I S
________ ________
U1 0 0
U2 0 0
U3 0 0
U4 0 0
ALPHA(F) FOR LATENT CLASS 1
I S
________ ________
3 4
LAMBDA(F) FOR LATENT CLASS 2
I S
________ ________
U1 0 0
U2 0 0
U3 0 0
U4 0 0
ALPHA(F) FOR LATENT CLASS 2
I S
________ ________
0 5
STARTING VALUES FOR LATENT CLASS 1
STARTING VALUES FOR LATENT CLASS 2
STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART
TAU(U) FOR LATENT CLASS 1
U1$1 U1$2 U2$1 U2$2 U3$1
________ ________ ________ ________ ________
-0.076 0.296 -0.076 0.296 -0.076
TAU(U) FOR LATENT CLASS 1
U3$2 U4$1 U4$2
________ ________ ________
0.296 -0.076 0.296
TAU(U) FOR LATENT CLASS 2
U1$1 U1$2 U2$1 U2$2 U3$1
________ ________ ________ ________ ________
-0.076 0.296 -0.076 0.296 -0.076
TAU(U) FOR LATENT CLASS 2
U3$2 U4$1 U4$2
________ ________ ________
0.296 -0.076 0.296
STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART
ALPHA(C)
C#1 C#2
________ ________
0.000 0.000
STARTING VALUES FOR LATENT CLASS INDICATOR GROWTH MODEL PART
LAMBDA(F) FOR CLASS LATENT CLASS 1
I S
________ ________
U1 1.000 0.000
U2 1.000 1.000
U3 1.000 2.000
U4 1.000 3.000
ALPHA(F) FOR LATENT CLASS 1
I S
________ ________
0.000 0.000
LAMBDA(F) FOR CLASS LATENT CLASS 2
I S
________ ________
U1 1.000 0.000
U2 1.000 1.000
U3 1.000 2.000
U4 1.000 3.000
ALPHA(F) FOR LATENT CLASS 2
I S
________ ________
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 -0.18606604D+04 0.0000000 0.0000000 EM
2 -0.18309810D+04 29.6793556 0.0159510 EM
3 -0.18309759D+04 0.0051130 0.0000028 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.26664050D+04 0.0000000 0.0000000 EM
2 -0.19127747D+04 753.6302620 0.2826391 EM
3 -0.17243963D+04 188.3784414 0.0984844 EM
4 -0.17095281D+04 14.8681579 0.0086222 EM
5 -0.17069464D+04 2.5817506 0.0015102 EM
6 -0.17065074D+04 0.4389675 0.0002572 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.77177122D+04 0.0000000 0.0000000 EM
2 -0.18262588D+04 5891.4534656 0.7633679 EM
3 -0.17638927D+04 62.3660350 0.0341496 EM
4 -0.17216828D+04 42.2099417 0.0239300 EM
5 -0.17086978D+04 12.9850201 0.0075421 EM
6 -0.17067915D+04 1.9062648 0.0011156 EM
7 -0.17064767D+04 0.3147921 0.0001844 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.30692158D+04 0.0000000 0.0000000 EM
2 -0.17167225D+04 1352.4933046 0.4406641 EM
3 -0.17106726D+04 6.0498734 0.0035241 EM
4 -0.17091163D+04 1.5562789 0.0009097 EM
5 -0.17081597D+04 0.9566477 0.0005597 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.22238902D+04 0.0000000 0.0000000 EM
2 -0.17165055D+04 507.3846560 0.2281518 EM
3 -0.17113332D+04 5.1723196 0.0030133 EM
4 -0.17097241D+04 1.6090992 0.0009403 EM
5 -0.17086275D+04 1.0965625 0.0006414 EM
6 -0.17078457D+04 0.7817991 0.0004576 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.26452699D+04 0.0000000 0.0000000 EM
2 -0.18891915D+04 756.0784114 0.2858228 EM
3 -0.17565852D+04 132.6062947 0.0701921 EM
4 -0.17307795D+04 25.8056589 0.0146908 EM
5 -0.17211157D+04 9.6638009 0.0055835 EM
6 -0.17170203D+04 4.0954097 0.0023795 EM
7 -0.17141678D+04 2.8525122 0.0016613 EM
8 -0.17119714D+04 2.1964100 0.0012813 EM
9 -0.17103016D+04 1.6698077 0.0009754 EM
10 -0.17090604D+04 1.2411717 0.0007257 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.99114563D+04 0.0000000 0.0000000 EM
2 -0.17973727D+04 8114.0835596 0.8186570 EM
3 -0.17740273D+04 23.3454510 0.0129887 EM
4 -0.17545082D+04 19.5190555 0.0110027 EM
5 -0.17440560D+04 10.4522219 0.0059574 EM
6 -0.17369935D+04 7.0625204 0.0040495 EM
7 -0.17307269D+04 6.2665736 0.0036077 EM
8 -0.17253348D+04 5.3921269 0.0031155 EM
9 -0.17208669D+04 4.4678456 0.0025896 EM
10 -0.17172506D+04 3.6163946 0.0021015 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.36400198D+04 0.0000000 0.0000000 EM
2 -0.17131333D+04 1926.8865145 0.5293616 EM
3 -0.17093316D+04 3.8017075 0.0022192 EM
4 -0.17082407D+04 1.0908340 0.0006382 EM
5 -0.17075501D+04 0.6906301 0.0004043 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.37686672D+04 0.0000000 0.0000000 EM
2 -0.17123853D+04 2056.2818822 0.5456258 EM
3 -0.17096174D+04 2.7678882 0.0016164 EM
4 -0.17085025D+04 1.1149176 0.0006521 EM
5 -0.17077544D+04 0.7480930 0.0004379 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.32766772D+04 0.0000000 0.0000000 EM
2 -0.17304559D+04 1546.2213019 0.4718870 EM
3 -0.17223833D+04 8.0725938 0.0046650 EM
4 -0.17183715D+04 4.0117425 0.0023292 EM
5 -0.17151835D+04 3.1880169 0.0018553 EM
6 -0.17126802D+04 2.5032813 0.0014595 EM
7 -0.17107754D+04 1.9048405 0.0011122 EM
8 -0.17093683D+04 1.4071149 0.0008225 EM
9 -0.17083539D+04 1.0143526 0.0005934 EM
10 -0.17076364D+04 0.7175503 0.0004200 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.41599611D+04 0.0000000 0.0000000 EM
2 -0.17603706D+04 2399.5905075 0.5768300 EM
3 -0.17539589D+04 6.4116910 0.0036422 EM
4 -0.17478562D+04 6.1027862 0.0034794 EM
5 -0.17417572D+04 6.0989287 0.0034894 EM
6 -0.17358606D+04 5.8966589 0.0033855 EM
7 -0.17303416D+04 5.5189463 0.0031794 EM
8 -0.17253471D+04 4.9944961 0.0028864 EM
9 -0.17209864D+04 4.3607604 0.0025275 EM
10 -0.17173203D+04 3.6660777 0.0021302 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.37030397D+04 0.0000000 0.0000000 EM
2 -0.17165622D+04 1986.4774922 0.5364451 EM
3 -0.17100957D+04 6.4665036 0.0037671 EM
4 -0.17087046D+04 1.3911320 0.0008135 EM
5 -0.17078816D+04 0.8230157 0.0004817 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.70414208D+04 0.0000000 0.0000000 EM
2 -0.18285256D+04 5212.8951713 0.7403187 EM
3 -0.18221563D+04 6.3693272 0.0034833 EM
4 -0.18044416D+04 17.7146467 0.0097218 EM
5 -0.17702741D+04 34.1675531 0.0189352 EM
6 -0.17358301D+04 34.4440369 0.0194569 EM
7 -0.17185068D+04 17.3233021 0.0099798 EM
8 -0.17126120D+04 5.8947589 0.0034302 EM
9 -0.17103104D+04 2.3015764 0.0013439 EM
10 -0.17089791D+04 1.3313019 0.0007784 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.37319049D+04 0.0000000 0.0000000 EM
2 -0.17450635D+04 1986.8414486 0.5323934 EM
3 -0.17368373D+04 8.2261383 0.0047139 EM
4 -0.17312232D+04 5.6140911 0.0032324 EM
5 -0.17261312D+04 5.0920003 0.0029413 EM
6 -0.17216600D+04 4.4712125 0.0025903 EM
7 -0.17178773D+04 3.7826903 0.0021971 EM
8 -0.17147979D+04 3.0794250 0.0017926 EM
9 -0.17123832D+04 2.4147459 0.0014082 EM
10 -0.17105533D+04 1.8298680 0.0010686 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.79221117D+04 0.0000000 0.0000000 EM
2 -0.17225545D+04 6199.5571956 0.7825637 EM
3 -0.17144840D+04 8.0704440 0.0046852 EM
4 -0.17119847D+04 2.4993465 0.0014578 EM
5 -0.17102852D+04 1.6994592 0.0009927 EM
6 -0.17090452D+04 1.2400026 0.0007250 EM
7 -0.17081461D+04 0.8990940 0.0005261 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.31302569D+04 0.0000000 0.0000000 EM
2 -0.17252777D+04 1404.9791900 0.4488383 EM
3 -0.17179103D+04 7.3674465 0.0042703 EM
4 -0.17146334D+04 3.2768317 0.0019075 EM
5 -0.17122336D+04 2.3998279 0.0013996 EM
6 -0.17104386D+04 1.7949787 0.0010483 EM
7 -0.17091229D+04 1.3157009 0.0007692 EM
8 -0.17081792D+04 0.9437444 0.0005522 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.44643914D+04 0.0000000 0.0000000 EM
2 -0.17756185D+04 2688.7729591 0.6022709 EM
3 -0.17581831D+04 17.4353429 0.0098193 EM
4 -0.17483269D+04 9.8562179 0.0056059 EM
5 -0.17413756D+04 6.9513189 0.0039760 EM
6 -0.17347204D+04 6.6551783 0.0038218 EM
7 -0.17287379D+04 5.9825170 0.0034487 EM
8 -0.17236709D+04 5.0669937 0.0029310 EM
9 -0.17195117D+04 4.1592024 0.0024130 EM
10 -0.17161673D+04 3.3444245 0.0019450 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.43521459D+04 0.0000000 0.0000000 EM
2 -0.17240750D+04 2628.0708826 0.6038563 EM
3 -0.17173391D+04 6.7358708 0.0039069 EM
4 -0.17143116D+04 3.0274988 0.0017629 EM
5 -0.17120063D+04 2.3053468 0.0013448 EM
6 -0.17102731D+04 1.7331843 0.0010124 EM
7 -0.17090037D+04 1.2693376 0.0007422 EM
8 -0.17080947D+04 0.9089964 0.0005319 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.24765555D+04 0.0000000 0.0000000 EM
2 -0.19411367D+04 535.4187987 0.2161949 EM
3 -0.17957747D+04 145.3620205 0.0748850 EM
4 -0.17637918D+04 31.9829120 0.0178101 EM
5 -0.17538559D+04 9.9359338 0.0056333 EM
6 -0.17485528D+04 5.3030237 0.0030236 EM
7 -0.17424375D+04 6.1153386 0.0034974 EM
8 -0.17356858D+04 6.7517377 0.0038749 EM
9 -0.17295709D+04 6.1148743 0.0035230 EM
10 -0.17243655D+04 5.2054284 0.0030097 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.41850351D+04 0.0000000 0.0000000 EM
2 -0.17085560D+04 2476.4790686 0.5917463 EM
3 -0.17061316D+04 2.4243920 0.0014190 EM
4 -0.17060539D+04 0.0777068 0.0000455 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.54574827D+04 0.0000000 0.0000000 EM
2 -0.17598187D+04 3697.6640063 0.6775402 EM
3 -0.17510435D+04 8.7751526 0.0049864 EM
4 -0.17445177D+04 6.5258731 0.0037268 EM
5 -0.17384360D+04 6.0816467 0.0034861 EM
6 -0.17327187D+04 5.7173112 0.0032888 EM
7 -0.17274753D+04 5.2433720 0.0030261 EM
8 -0.17228244D+04 4.6509560 0.0026923 EM
9 -0.17188481D+04 3.9762996 0.0023080 EM
10 -0.17155767D+04 3.2714153 0.0019033 EM
FINAL STAGE ITERATIONS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19
4 -0.17060539D+04 0.0777068 0.0000455 EM
5 -0.17060486D+04 0.0053614 0.0000031 EM
6 -0.17060481D+04 0.0004423 0.0000003 EM
7 -0.17060481D+04 0.0000469 0.0000000 EM
8 -0.17060481D+04 0.0000106 0.0000000 EM
9 -0.17060480D+04 0.0000053 0.0000000 EM
10 -0.17060480D+04 0.0000034 0.0000000 EM
11 -0.17060480D+04 0.0000023 0.0000000 EM
12 -0.17060480D+04 0.0000016 0.0000000 EM
13 -0.17060480D+04 0.0000011 0.0000000 EM
14 -0.17060480D+04 0.0000007 0.0000000 EM
15 -0.17060480D+04 0.0000005 0.0000000 EM
16 -0.17060480D+04 0.0000003 0.0000000 EM
17 -0.17060480D+04 0.0000002 0.0000000 EM
18 -0.17060480D+04 0.0000002 0.0000000 EM
19 -0.17060480D+04 0.0000001 0.0000000 EM
20 -0.17060480D+04 0.0000001 0.0000000 EM
21 -0.17060480D+04 0.0000000 0.0000000 EM
22 -0.17060480D+04 0.0000000 0.0000000 EM
23 -0.17060480D+04 0.0000000 0.0000000 EM
24 -0.17060480D+04 0.0000000 0.0000000 EM
25 -0.17060480D+04 0.0000000 0.0000000 EM
26 -0.17060480D+04 0.0000000 0.0000000 EM
27 -0.17060480D+04 0.0000000 0.0000000 EM
28 -0.17060480D+04 0.0000000 0.0000000 EM
29 -0.17060480D+04 0.0000000 0.0000000 EM
30 -0.17060480D+04 0.0000000 0.0000000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2
7 -0.17064767D+04 0.3147921 0.0001844 EM
8 -0.17063354D+04 0.1413123 0.0000828 EM
9 -0.17062433D+04 0.0921142 0.0000540 EM
10 -0.17061807D+04 0.0625467 0.0000367 EM
11 -0.17061382D+04 0.0425709 0.0000250 EM
12 -0.17061092D+04 0.0289500 0.0000170 EM
13 -0.17060895D+04 0.0196694 0.0000115 EM
14 -0.17060762D+04 0.0133546 0.0000078 EM
15 -0.17060671D+04 0.0090625 0.0000053 EM
16 -0.17060610D+04 0.0061475 0.0000036 EM
17 -0.17060568D+04 0.0041690 0.0000024 EM
18 -0.17060540D+04 0.0028266 0.0000017 EM
19 -0.17060521D+04 0.0019161 0.0000011 EM
20 -0.17060508D+04 0.0012988 0.0000008 EM
21 -0.17060499D+04 0.0008803 0.0000005 EM
22 -0.17060493D+04 0.0005966 0.0000003 EM
23 -0.17060489D+04 0.0004043 0.0000002 EM
24 -0.17060486D+04 0.0002739 0.0000002 EM
25 -0.17060484D+04 0.0001856 0.0000001 EM
26 -0.17060483D+04 0.0001258 0.0000001 EM
27 -0.17060482D+04 0.0000852 0.0000000 EM
28 -0.17060482D+04 0.0000577 0.0000000 EM
29 -0.17060481D+04 0.0000391 0.0000000 EM
30 -0.17060481D+04 0.0000265 0.0000000 EM
31 -0.17060481D+04 0.0000180 0.0000000 EM
32 -0.17060481D+04 0.0000122 0.0000000 EM
33 -0.17060481D+04 0.0000082 0.0000000 EM
34 -0.17060480D+04 0.0000056 0.0000000 EM
35 -0.17060480D+04 0.0000038 0.0000000 EM
36 -0.17060480D+04 0.0000026 0.0000000 EM
37 -0.17060480D+04 0.0000017 0.0000000 EM
38 -0.17060480D+04 0.0000012 0.0000000 EM
39 -0.17060480D+04 0.0000025 0.0000000 FS
40 -0.17060480D+04 0.0000000 0.0000000 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1
6 -0.17065074D+04 0.4389675 0.0002572 EM
7 -0.17063462D+04 0.1611579 0.0000944 EM
8 -0.17062491D+04 0.0971915 0.0000570 EM
9 -0.17061842D+04 0.0648884 0.0000380 EM
10 -0.17061403D+04 0.0439082 0.0000257 EM
11 -0.17061105D+04 0.0297509 0.0000174 EM
12 -0.17060903D+04 0.0201563 0.0000118 EM
13 -0.17060767D+04 0.0136535 0.0000080 EM
14 -0.17060674D+04 0.0092476 0.0000054 EM
15 -0.17060612D+04 0.0062632 0.0000037 EM
16 -0.17060569D+04 0.0042419 0.0000025 EM
17 -0.17060541D+04 0.0028730 0.0000017 EM
18 -0.17060521D+04 0.0019459 0.0000011 EM
19 -0.17060508D+04 0.0013180 0.0000008 EM
20 -0.17060499D+04 0.0008927 0.0000005 EM
21 -0.17060493D+04 0.0006047 0.0000004 EM
22 -0.17060489D+04 0.0004096 0.0000002 EM
23 -0.17060486D+04 0.0002775 0.0000002 EM
24 -0.17060484D+04 0.0001880 0.0000001 EM
25 -0.17060483D+04 0.0001273 0.0000001 EM
26 -0.17060482D+04 0.0000863 0.0000001 EM
27 -0.17060482D+04 0.0000584 0.0000000 EM
28 -0.17060481D+04 0.0000396 0.0000000 EM
29 -0.17060481D+04 0.0000268 0.0000000 EM
30 -0.17060481D+04 0.0000182 0.0000000 EM
31 -0.17060481D+04 0.0000123 0.0000000 EM
32 -0.17060481D+04 0.0000083 0.0000000 EM
33 -0.17060480D+04 0.0000057 0.0000000 EM
34 -0.17060480D+04 0.0000038 0.0000000 EM
35 -0.17060480D+04 0.0000026 0.0000000 EM
36 -0.17060480D+04 0.0000018 0.0000000 EM
37 -0.17060480D+04 0.0000012 0.0000000 EM
38 -0.17060480D+04 0.0000008 0.0000000 EM
39 -0.17060480D+04 0.0000017 0.0000000 FS
40 -0.17060480D+04 0.0000000 0.0000000 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7
5 -0.17075501D+04 0.6906301 0.0004043 EM
6 -0.17070755D+04 0.4745622 0.0002779 EM
7 -0.17067486D+04 0.3269447 0.0001915 EM
8 -0.17065245D+04 0.2240938 0.0001313 EM
9 -0.17063715D+04 0.1529421 0.0000896 EM
10 -0.17062675D+04 0.1040784 0.0000610 EM
11 -0.17061968D+04 0.0706924 0.0000414 EM
12 -0.17061488D+04 0.0479580 0.0000281 EM
13 -0.17061163D+04 0.0325107 0.0000191 EM
14 -0.17060943D+04 0.0220290 0.0000129 EM
15 -0.17060794D+04 0.0149228 0.0000087 EM
16 -0.17060693D+04 0.0101076 0.0000059 EM
17 -0.17060624D+04 0.0068457 0.0000040 EM
18 -0.17060578D+04 0.0046364 0.0000027 EM
19 -0.17060546D+04 0.0031402 0.0000018 EM
20 -0.17060525D+04 0.0021268 0.0000012 EM
21 -0.17060511D+04 0.0014405 0.0000008 EM
22 -0.17060501D+04 0.0009757 0.0000006 EM
23 -0.17060494D+04 0.0006609 0.0000004 EM
24 -0.17060490D+04 0.0004477 0.0000003 EM
25 -0.17060487D+04 0.0003033 0.0000002 EM
26 -0.17060485D+04 0.0002054 0.0000001 EM
27 -0.17060483D+04 0.0001392 0.0000001 EM
28 -0.17060482D+04 0.0000943 0.0000001 EM
29 -0.17060482D+04 0.0000639 0.0000000 EM
30 -0.17060481D+04 0.0000433 0.0000000 EM
31 -0.17060481D+04 0.0000293 0.0000000 EM
32 -0.17060481D+04 0.0000199 0.0000000 EM
33 -0.17060481D+04 0.0000135 0.0000000 EM
34 -0.17060481D+04 0.0000091 0.0000000 EM
35 -0.17060480D+04 0.0000062 0.0000000 EM
36 -0.17060480D+04 0.0000130 0.0000000 FS
37 -0.17060480D+04 0.0000000 0.0000000 FS
Beginning Time: 23:13:26
Ending Time: 23:13:27
Elapsed Time: 00:00:01
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