Mplus VERSION 8.8
MUTHEN & MUTHEN
04/19/2022 11:13 PM
INPUT INSTRUCTIONS
TITLE: this is an example of a SEM with a categorical latent variable
regressed on a continuous latent variable
DATA: FILE IS ex7.19.dat;
VARIABLE: NAMES ARE u1-u8;
CATEGORICAL = u1-u8;
CLASSES = c (2);
ANALYSIS: TYPE = MIXTURE;
ALGORITHM = INTEGRATION;
MODEL:
%OVERALL%
f BY u1-u4;
c ON f;
%c#1%
[u5$1-u8$1];
%c#2%
[u5$1-u8$1];
OUTPUT: TECH1 TECH8;
INPUT READING TERMINATED NORMALLY
this is an example of a SEM with a categorical latent variable
regressed on a continuous latent variable
SUMMARY OF ANALYSIS
Number of groups 1
Number of observations 1000
Number of dependent variables 8
Number of independent variables 0
Number of continuous latent variables 1
Number of categorical latent variables 1
Observed dependent variables
Binary and ordered categorical (ordinal)
U1 U2 U3 U4 U5 U6
U7 U8
Continuous latent variables
F
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 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 ON
Input data file(s)
ex7.19.dat
Input data format FREE
UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES
U1
Category 1 0.502 502.000
Category 2 0.498 498.000
U2
Category 1 0.531 531.000
Category 2 0.469 469.000
U3
Category 1 0.485 485.000
Category 2 0.515 515.000
U4
Category 1 0.494 494.000
Category 2 0.506 506.000
U5
Category 1 0.491 491.000
Category 2 0.509 509.000
U6
Category 1 0.495 495.000
Category 2 0.505 505.000
U7
Category 1 0.509 509.000
Category 2 0.491 491.000
U8
Category 1 0.515 515.000
Category 2 0.485 485.000
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:
-5332.536 903420 5
-5332.545 unperturbed 0
-5332.546 533738 11
-5332.552 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 18
Loglikelihood
H0 Value -5332.536
H0 Scaling Correction Factor 1.0173
for MLR
Information Criteria
Akaike (AIC) 10701.073
Bayesian (BIC) 10789.412
Sample-Size Adjusted BIC 10732.243
(n* = (n + 2) / 24)
Chi-Square Test of Model Fit for the Binary and Ordered Categorical
(Ordinal) Outcomes
Pearson Chi-Square
Value 229.959
Degrees of Freedom 238
P-Value 0.6339
Likelihood Ratio Chi-Square
Value 242.290
Degrees of Freedom 238
P-Value 0.4106
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THE ESTIMATED MODEL
Latent
Classes
1 467.55723 0.46756
2 532.44277 0.53244
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON ESTIMATED POSTERIOR PROBABILITIES
Latent
Classes
1 467.49611 0.46750
2 532.50389 0.53250
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP
Class Counts and Proportions
Latent
Classes
1 459 0.45900
2 541 0.54100
CLASSIFICATION QUALITY
Entropy 0.516
Average Latent Class Probabilities for Most Likely Latent Class Membership (Row)
by Latent Class (Column)
1 2
1 0.850 0.150
2 0.143 0.857
Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2
1 0.834 0.166
2 0.130 0.870
Logits for the Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2
1 1.616 0.000
2 -1.905 0.000
MODEL RESULTS
Two-Tailed
Estimate S.E. Est./S.E. P-Value
Latent Class 1
F BY
U1 1.000 0.000 999.000 999.000
U2 0.845 0.198 4.264 0.000
U3 0.846 0.196 4.312 0.000
U4 1.081 0.248 4.350 0.000
Thresholds
U1$1 0.010 0.077 0.127 0.899
U2$1 0.145 0.074 1.959 0.050
U3$1 -0.070 0.074 -0.946 0.344
U4$1 -0.030 0.079 -0.376 0.707
U5$1 -1.124 0.180 -6.247 0.000
U6$1 -1.197 0.196 -6.099 0.000
U7$1 -0.922 0.150 -6.156 0.000
U8$1 -1.047 0.181 -5.787 0.000
Variances
F 1.050 0.330 3.184 0.001
Latent Class 2
F BY
U1 1.000 0.000 999.000 999.000
U2 0.845 0.198 4.264 0.000
U3 0.846 0.196 4.312 0.000
U4 1.081 0.248 4.350 0.000
Thresholds
U1$1 0.010 0.077 0.127 0.899
U2$1 0.145 0.074 1.959 0.050
U3$1 -0.070 0.074 -0.946 0.344
U4$1 -0.030 0.079 -0.376 0.707
U5$1 0.879 0.146 6.002 0.000
U6$1 0.974 0.153 6.352 0.000
U7$1 0.877 0.149 5.897 0.000
U8$1 1.041 0.153 6.800 0.000
Variances
F 1.050 0.330 3.184 0.001
Categorical Latent Variables
C#1 ON
F 1.126 0.330 3.415 0.001
Intercepts
C#1 -0.165 0.219 -0.755 0.450
QUALITY OF NUMERICAL RESULTS
Condition Number for the Information Matrix 0.188E-02
(ratio of smallest to largest eigenvalue)
RESULTS IN PROBABILITY SCALE
Estimate
Latent Class 1
U1
Category 1 0.502
Category 2 0.498
U2
Category 1 0.531
Category 2 0.469
U3
Category 1 0.485
Category 2 0.515
U4
Category 1 0.494
Category 2 0.506
U5
Category 1 0.245
Category 2 0.755
U6
Category 1 0.232
Category 2 0.768
U7
Category 1 0.285
Category 2 0.715
U8
Category 1 0.260
Category 2 0.740
Latent Class 2
U1
Category 1 0.502
Category 2 0.498
U2
Category 1 0.531
Category 2 0.469
U3
Category 1 0.485
Category 2 0.515
U4
Category 1 0.494
Category 2 0.506
U5
Category 1 0.707
Category 2 0.293
U6
Category 1 0.726
Category 2 0.274
U7
Category 1 0.706
Category 2 0.294
U8
Category 1 0.739
Category 2 0.261
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 1.000 0.000 1.000 1.000
U2
Category > 1 1.000 0.000 1.000 1.000
U3
Category > 1 1.000 0.000 1.000 1.000
U4
Category > 1 1.000 0.000 1.000 1.000
U5
Category > 1 7.409 1.640 4.800 11.435
U6
Category > 1 8.769 2.056 5.539 13.884
U7
Category > 1 6.041 1.248 4.030 9.057
U8
Category > 1 8.064 1.813 5.190 12.528
LOGISTIC REGRESSION ODDS RATIO RESULTS
95% C.I.
Estimate S.E. Lower 2.5% Upper 2.5%
Categorical Latent Variables
C#1 ON
F 3.084 1.017 1.616 5.887
ALTERNATIVE PARAMETERIZATIONS FOR THE CATEGORICAL LATENT VARIABLE REGRESSION
Two-Tailed
Estimate S.E. Est./S.E. P-Value
Parameterization using Reference Class 1
C#2 ON
F -1.126 0.330 -3.415 0.001
Intercepts
C#2 0.165 0.219 0.755 0.450
ODDS RATIO FOR THE ALTERNATIVE PARAMETERIZATIONS FOR THE CATEGORICAL LATENT VARIABLE REGRESSION
95% C.I.
Estimate S.E. Lower 2.5% Upper 2.5%
Parameterization using Reference Class 1
C#2 ON
F 0.324 0.107 0.170 0.619
TECHNICAL 1 OUTPUT
PARAMETER SPECIFICATION FOR LATENT CLASS 1
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 U7 U8
________ ________ ________
0 0 0
LAMBDA
F
________
U1 0
U2 1
U3 2
U4 3
U5 0
U6 0
U7 0
U8 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
U7 0 0 0 0 0
U8 0 0 0 0 0
THETA
U6 U7 U8
________ ________ ________
U6 0
U7 0 0
U8 0 0 0
ALPHA
F
________
0
BETA
F
________
F 0
PSI
F
________
F 4
PARAMETER SPECIFICATION FOR LATENT CLASS 2
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 U7 U8
________ ________ ________
0 0 0
LAMBDA
F
________
U1 0
U2 1
U3 2
U4 3
U5 0
U6 0
U7 0
U8 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
U7 0 0 0 0 0
U8 0 0 0 0 0
THETA
U6 U7 U8
________ ________ ________
U6 0
U7 0 0
U8 0 0 0
ALPHA
F
________
0
BETA
F
________
F 0
PSI
F
________
F 4
PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART
TAU(U) FOR LATENT CLASS 1
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
5 6 7 8 9
TAU(U) FOR LATENT CLASS 1
U6$1 U7$1 U8$1
________ ________ ________
10 11 12
TAU(U) FOR LATENT CLASS 2
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
5 6 7 8 13
TAU(U) FOR LATENT CLASS 2
U6$1 U7$1 U8$1
________ ________ ________
14 15 16
PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART
ALPHA(C)
C#1 C#2
________ ________
17 0
GAMMA(C)
F
________
C#1 18
C#2 0
STARTING VALUES FOR LATENT CLASS 1
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U6 U7 U8
________ ________ ________
0.000 0.000 0.000
LAMBDA
F
________
U1 1.000
U2 1.000
U3 1.000
U4 1.000
U5 0.000
U6 0.000
U7 0.000
U8 0.000
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
U7 0.000 0.000 0.000 0.000 0.000
U8 0.000 0.000 0.000 0.000 0.000
THETA
U6 U7 U8
________ ________ ________
U6 1.000
U7 0.000 1.000
U8 0.000 0.000 1.000
ALPHA
F
________
0.000
BETA
F
________
F 0.000
PSI
F
________
F 0.050
STARTING VALUES FOR LATENT CLASS 2
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U6 U7 U8
________ ________ ________
0.000 0.000 0.000
LAMBDA
F
________
U1 1.000
U2 1.000
U3 1.000
U4 1.000
U5 0.000
U6 0.000
U7 0.000
U8 0.000
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
U7 0.000 0.000 0.000 0.000 0.000
U8 0.000 0.000 0.000 0.000 0.000
THETA
U6 U7 U8
________ ________ ________
U6 1.000
U7 0.000 1.000
U8 0.000 0.000 1.000
ALPHA
F
________
0.000
BETA
F
________
F 0.000
PSI
F
________
F 0.050
STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART
TAU(U) FOR LATENT CLASS 1
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0.008 0.124 -0.060 -0.024 -1.036
TAU(U) FOR LATENT CLASS 1
U6$1 U7$1 U8$1
________ ________ ________
-1.020 -0.964 -0.940
TAU(U) FOR LATENT CLASS 2
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0.008 0.124 -0.060 -0.024 0.964
TAU(U) FOR LATENT CLASS 2
U6$1 U7$1 U8$1
________ ________ ________
0.980 1.036 1.060
STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART
ALPHA(C)
C#1 C#2
________ ________
0.000 0.000
GAMMA(C)
F
________
C#1 0.000
C#2 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 -0.54181258D+04 0.0000000 0.0000000 EM
2 -0.54081443D+04 9.9814053 0.0018422 EM
3 -0.53950067D+04 13.1376275 0.0024292 EM
4 -0.53806714D+04 14.3353213 0.0026571 EM
5 -0.53686206D+04 12.0507688 0.0022396 EM
6 -0.53607803D+04 7.8402995 0.0014604 EM
7 -0.53565289D+04 4.2514472 0.0007931 EM
8 -0.53543518D+04 2.1770673 0.0004064 EM
9 -0.53531573D+04 1.1945463 0.0002231 EM
10 -0.53524106D+04 0.7466586 0.0001395 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.76304590D+04 0.0000000 0.0000000 EM
2 -0.54423275D+04 2188.1314455 0.2867628 EM
3 -0.54353685D+04 6.9590159 0.0012787 EM
4 -0.54326641D+04 2.7044660 0.0004976 EM
5 -0.54312243D+04 1.4397336 0.0002650 EM
6 -0.54302116D+04 1.0126902 0.0001865 EM
7 -0.54292455D+04 0.9661536 0.0001779 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.86055663D+04 0.0000000 0.0000000 EM
2 -0.56006613D+04 3004.9050496 0.3491816 EM
3 -0.55036429D+04 97.0183650 0.0173227 EM
4 -0.54493510D+04 54.2918854 0.0098647 EM
5 -0.54084384D+04 40.9126074 0.0075078 EM
6 -0.53854184D+04 23.0200651 0.0042563 EM
7 -0.53734417D+04 11.9766294 0.0022239 EM
8 -0.53662755D+04 7.1662177 0.0013336 EM
9 -0.53615224D+04 4.7530728 0.0008857 EM
10 -0.53582082D+04 3.3142487 0.0006182 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.72352706D+04 0.0000000 0.0000000 EM
2 -0.54901389D+04 1745.1316939 0.2411978 EM
3 -0.54607132D+04 29.4257020 0.0053597 EM
4 -0.54458365D+04 14.8766582 0.0027243 EM
5 -0.54362191D+04 9.6174489 0.0017660 EM
6 -0.54166233D+04 19.5957691 0.0036047 FS
7 -0.53729744D+04 43.6489674 0.0080583 EM
8 -0.53618967D+04 11.0776390 0.0020617 EM
9 -0.53567118D+04 5.1849328 0.0009670 EM
10 -0.53541482D+04 2.5635555 0.0004786 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.67976229D+04 0.0000000 0.0000000 EM
2 -0.54661655D+04 1331.4573931 0.1958710 EM
3 -0.54315047D+04 34.6607775 0.0063410 EM
4 -0.54144131D+04 17.0915955 0.0031468 EM
5 -0.54014758D+04 12.9372778 0.0023894 EM
6 -0.53906316D+04 10.8442654 0.0020076 EM
7 -0.53811024D+04 9.5291595 0.0017677 EM
8 -0.53726394D+04 8.4629887 0.0015727 EM
9 -0.53656187D+04 7.0207740 0.0013068 EM
10 -0.53604422D+04 5.1764896 0.0009648 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.77983320D+04 0.0000000 0.0000000 EM
2 -0.55463154D+04 2252.0165994 0.2887818 EM
3 -0.54360717D+04 110.2436725 0.0198769 EM
4 -0.53905113D+04 45.5604257 0.0083811 EM
5 -0.53711691D+04 19.3421531 0.0035882 EM
6 -0.53636646D+04 7.5045498 0.0013972 EM
7 -0.53599370D+04 3.7275348 0.0006950 EM
8 -0.53573891D+04 2.5479367 0.0004754 EM
9 -0.53553875D+04 2.0015627 0.0003736 EM
10 -0.53537609D+04 1.6265864 0.0003037 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.89475469D+04 0.0000000 0.0000000 EM
2 -0.55754548D+04 3372.0920865 0.3768734 EM
3 -0.55157323D+04 59.7224648 0.0107117 EM
4 -0.54751830D+04 40.5492779 0.0073516 EM
5 -0.54433164D+04 31.8666433 0.0058202 EM
6 -0.54217056D+04 21.6107856 0.0039702 EM
7 -0.54046396D+04 17.0659870 0.0031477 EM
8 -0.53887866D+04 15.8529837 0.0029332 EM
9 -0.53753142D+04 13.4724892 0.0025001 EM
10 -0.53658270D+04 9.4871700 0.0017650 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10332129D+05 0.0000000 0.0000000 EM
2 -0.55791345D+04 4752.9946202 0.4600208 EM
3 -0.55228051D+04 56.3294624 0.0100965 EM
4 -0.54877882D+04 35.0169170 0.0063404 EM
5 -0.54659500D+04 21.8381380 0.0039794 EM
6 -0.54569175D+04 9.0324813 0.0016525 EM
7 -0.54532514D+04 3.6661577 0.0006718 EM
8 -0.54504249D+04 2.8264458 0.0005183 EM
9 -0.54472301D+04 3.1948540 0.0005862 EM
10 -0.54435865D+04 3.6435499 0.0006689 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.88905478D+04 0.0000000 0.0000000 EM
2 -0.55899418D+04 3300.6059937 0.3712489 EM
3 -0.54516102D+04 138.3316020 0.0247465 EM
4 -0.54336069D+04 18.0032972 0.0033024 EM
5 -0.54184267D+04 15.1802305 0.0027938 EM
6 -0.54045914D+04 13.8352802 0.0025534 EM
7 -0.53948076D+04 9.7838102 0.0018103 EM
8 -0.53886028D+04 6.2048401 0.0011502 EM
9 -0.53840551D+04 4.5476504 0.0008439 EM
10 -0.53797268D+04 4.3283514 0.0008039 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10296802D+05 0.0000000 0.0000000 EM
2 -0.55483399D+04 4748.4621860 0.4611589 EM
3 -0.54928144D+04 55.5254955 0.0100076 EM
4 -0.54492833D+04 43.5310728 0.0079251 EM
5 -0.54175256D+04 31.7577255 0.0058279 EM
6 -0.53967371D+04 20.7885172 0.0038373 EM
7 -0.53823900D+04 14.3470531 0.0026585 EM
8 -0.53728828D+04 9.5071808 0.0017663 EM
9 -0.53669919D+04 5.8909152 0.0010964 EM
10 -0.53632643D+04 3.7276595 0.0006946 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11861843D+05 0.0000000 0.0000000 EM
2 -0.54686838D+04 6393.1594246 0.5389685 EM
3 -0.54311354D+04 37.5484883 0.0068661 EM
4 -0.54174294D+04 13.7059925 0.0025236 EM
5 -0.54085008D+04 8.9285265 0.0016481 EM
6 -0.54003476D+04 8.1532738 0.0015075 EM
7 -0.53913911D+04 8.9564816 0.0016585 EM
8 -0.53813306D+04 10.0604817 0.0018660 EM
9 -0.53712087D+04 10.1218553 0.0018809 EM
10 -0.53627805D+04 8.4282929 0.0015692 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.67566301D+04 0.0000000 0.0000000 EM
2 -0.57963097D+04 960.3204001 0.1421301 EM
3 -0.55032917D+04 293.0179921 0.0505525 EM
4 -0.54709391D+04 32.3526885 0.0058788 EM
5 -0.54342563D+04 36.6827898 0.0067050 EM
6 -0.53921638D+04 42.0924325 0.0077458 EM
7 -0.53650809D+04 27.0829105 0.0050226 EM
8 -0.53554886D+04 9.5923669 0.0017879 EM
9 -0.53531141D+04 2.3744181 0.0004434 EM
10 -0.53524076D+04 0.7065424 0.0001320 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.72363286D+04 0.0000000 0.0000000 EM
2 -0.55211725D+04 1715.1561365 0.2370202 EM
3 -0.54804101D+04 40.7623643 0.0073829 EM
4 -0.54527420D+04 27.6681273 0.0050486 EM
5 -0.54398168D+04 12.9251962 0.0023704 EM
6 -0.54349607D+04 4.8561302 0.0008927 EM
7 -0.54326659D+04 2.2947209 0.0004222 EM
8 -0.54307960D+04 1.8699320 0.0003442 EM
9 -0.54284702D+04 2.3258115 0.0004283 EM
10 -0.54249215D+04 3.5487254 0.0006537 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.98182278D+04 0.0000000 0.0000000 EM
2 -0.54665603D+04 4351.6675003 0.4432233 EM
3 -0.54464867D+04 20.0736587 0.0036721 EM
4 -0.54348408D+04 11.6458790 0.0021382 EM
5 -0.54212386D+04 13.6022190 0.0025028 EM
6 -0.54052737D+04 15.9648389 0.0029449 EM
7 -0.53889536D+04 16.3201281 0.0030193 EM
8 -0.53753737D+04 13.5798540 0.0025199 EM
9 -0.53661724D+04 9.2013418 0.0017118 EM
10 -0.53607427D+04 5.4297269 0.0010118 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11890441D+05 0.0000000 0.0000000 EM
2 -0.55307575D+04 6359.6836415 0.5348568 EM
3 -0.54936444D+04 37.1130860 0.0067103 EM
4 -0.54707205D+04 22.9239219 0.0041728 EM
5 -0.54594202D+04 11.3003255 0.0020656 EM
6 -0.54522334D+04 7.1867607 0.0013164 EM
7 -0.54441602D+04 8.0732409 0.0014807 EM
8 -0.54336725D+04 10.4876975 0.0019264 EM
9 -0.54212900D+04 12.3825014 0.0022788 EM
10 -0.54089631D+04 12.3268740 0.0022738 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.94585834D+04 0.0000000 0.0000000 EM
2 -0.55542324D+04 3904.3510231 0.4127839 EM
3 -0.54746619D+04 79.5705103 0.0143261 EM
4 -0.54245437D+04 50.1181548 0.0091546 EM
5 -0.53934253D+04 31.1184183 0.0057366 EM
6 -0.53753567D+04 18.0686353 0.0033501 EM
7 -0.53650167D+04 10.3400145 0.0019236 EM
8 -0.53594426D+04 5.5740887 0.0010390 EM
9 -0.53564879D+04 2.9546848 0.0005513 EM
10 -0.53548092D+04 1.6787256 0.0003134 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.74430446D+04 0.0000000 0.0000000 EM
2 -0.56144827D+04 1828.5619237 0.2456739 EM
3 -0.54210253D+04 193.4573620 0.0344568 EM
4 -0.53835915D+04 37.4338104 0.0069053 EM
5 -0.53701133D+04 13.4782319 0.0025036 EM
6 -0.53627999D+04 7.3134206 0.0013619 EM
7 -0.53585826D+04 4.2172766 0.0007864 EM
8 -0.53560819D+04 2.5007344 0.0004667 EM
9 -0.53545614D+04 1.5204696 0.0002839 EM
10 -0.53536022D+04 0.9591954 0.0001791 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11856194D+05 0.0000000 0.0000000 EM
2 -0.55529589D+04 6303.2352307 0.5316407 EM
3 -0.54755722D+04 77.3866468 0.0139361 EM
4 -0.54647685D+04 10.8037010 0.0019731 EM
5 -0.54577319D+04 7.0366329 0.0012876 EM
6 -0.54505192D+04 7.2127143 0.0013216 EM
7 -0.54415587D+04 8.9605351 0.0016440 EM
8 -0.54294864D+04 12.0723069 0.0022185 EM
9 -0.54135432D+04 15.9431667 0.0029364 EM
10 -0.53949062D+04 18.6369637 0.0034427 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11917414D+05 0.0000000 0.0000000 EM
2 -0.55720797D+04 6345.3345829 0.5324422 EM
3 -0.54249117D+04 147.1680431 0.0264117 EM
4 -0.54079116D+04 17.0001254 0.0031337 EM
5 -0.53943731D+04 13.5385198 0.0025035 EM
6 -0.53850923D+04 9.2807458 0.0017204 EM
7 -0.53787808D+04 6.3114635 0.0011720 EM
8 -0.53736443D+04 5.1365312 0.0009550 EM
9 -0.53687643D+04 4.8799891 0.0009081 EM
10 -0.53640523D+04 4.7120444 0.0008777 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11357687D+05 0.0000000 0.0000000 EM
2 -0.54477360D+04 5909.9509766 0.5203481 EM
3 -0.54235804D+04 24.1556793 0.0044341 EM
4 -0.54110717D+04 12.5086655 0.0023063 EM
5 -0.54030607D+04 8.0109834 0.0014805 EM
6 -0.53976866D+04 5.3741063 0.0009946 EM
7 -0.53932703D+04 4.4162815 0.0008182 EM
8 -0.53887255D+04 4.5447965 0.0008427 EM
9 -0.53835121D+04 5.2133830 0.0009675 EM
10 -0.53775286D+04 5.9835528 0.0011115 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.94018770D+04 0.0000000 0.0000000 EM
2 -0.54916321D+04 3910.2448997 0.4159005 EM
3 -0.54400739D+04 51.5582663 0.0093885 EM
4 -0.54079555D+04 32.1183778 0.0059040 EM
5 -0.53857760D+04 22.1795446 0.0041013 EM
6 -0.53710170D+04 14.7589422 0.0027404 EM
7 -0.53625188D+04 8.4981805 0.0015822 EM
8 -0.53581445D+04 4.3743139 0.0008157 EM
9 -0.53559002D+04 2.2443149 0.0004189 EM
10 -0.53546275D+04 1.2726953 0.0002376 EM
FINAL STAGE ITERATIONS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.67566301D+04 0.0000000 0.0000000 EM
2 -0.57963097D+04 960.3204001 0.1421301 EM
3 -0.55032917D+04 293.0179921 0.0505525 EM
4 -0.54709391D+04 32.3526885 0.0058788 EM
5 -0.54342563D+04 36.6827898 0.0067050 EM
6 -0.53921638D+04 42.0924325 0.0077458 EM
7 -0.53650809D+04 27.0829105 0.0050226 EM
8 -0.53554886D+04 9.5923669 0.0017879 EM
9 -0.53531141D+04 2.3744181 0.0004434 EM
10 -0.53524076D+04 0.7065424 0.0001320 EM
11 -0.53520191D+04 0.3884751 0.0000726 EM
12 -0.53517166D+04 0.3025355 0.0000565 EM
13 -0.53514590D+04 0.2575802 0.0000481 EM
14 -0.53512345D+04 0.2245343 0.0000420 EM
15 -0.53510363D+04 0.1981902 0.0000370 EM
16 -0.53508593D+04 0.1769918 0.0000331 EM
17 -0.53506992D+04 0.1600546 0.0000299 EM
18 -0.53505526D+04 0.1466669 0.0000274 EM
19 -0.53504164D+04 0.1362014 0.0000255 EM
20 -0.53502883D+04 0.1281054 0.0000239 EM
21 -0.53501664D+04 0.1219031 0.0000228 EM
22 -0.53500492D+04 0.1171956 0.0000219 EM
23 -0.53499355D+04 0.1136567 0.0000212 EM
24 -0.53498245D+04 0.1110243 0.0000208 EM
25 -0.53497154D+04 0.1090916 0.0000204 EM
26 -0.53496077D+04 0.1076972 0.0000201 EM
27 -0.53495010D+04 0.1067163 0.0000199 EM
28 -0.53493949D+04 0.1060531 0.0000198 EM
29 -0.53492893D+04 0.1056342 0.0000197 EM
30 -0.53491839D+04 0.1054038 0.0000197 EM
31 -0.53490786D+04 0.1053189 0.0000197 EM
32 -0.53489732D+04 0.1053470 0.0000197 EM
33 -0.53488678D+04 0.1054631 0.0000197 EM
34 -0.53487621D+04 0.1056478 0.0000198 EM
35 -0.53486562D+04 0.1058861 0.0000198 EM
36 -0.53485501D+04 0.1061664 0.0000198 EM
37 -0.53484436D+04 0.1064796 0.0000199 EM
38 -0.53483368D+04 0.1068185 0.0000200 EM
39 -0.53482296D+04 0.1071772 0.0000200 EM
40 -0.53481220D+04 0.1075510 0.0000201 EM
41 -0.53480141D+04 0.1079364 0.0000202 EM
42 -0.53479058D+04 0.1083300 0.0000203 EM
43 -0.53477970D+04 0.1087293 0.0000203 EM
44 -0.53476879D+04 0.1091323 0.0000204 EM
45 -0.53475784D+04 0.1095371 0.0000205 EM
46 -0.53474684D+04 0.1099420 0.0000206 EM
47 -0.53473581D+04 0.1103459 0.0000206 EM
48 -0.53472473D+04 0.1107475 0.0000207 EM
49 -0.53471362D+04 0.1111457 0.0000208 EM
50 -0.53470246D+04 0.1115398 0.0000209 EM
51 -0.53469127D+04 0.1119287 0.0000209 EM
52 -0.53468004D+04 0.1123122 0.0000210 EM
53 -0.53466877D+04 0.1126891 0.0000211 EM
54 -0.53465747D+04 0.1130589 0.0000211 EM
55 -0.53464612D+04 0.1134211 0.0000212 EM
56 -0.53463475D+04 0.1137751 0.0000213 EM
57 -0.53462333D+04 0.1141205 0.0000213 EM
58 -0.53461189D+04 0.1144567 0.0000214 EM
59 -0.53460041D+04 0.1147833 0.0000215 EM
60 -0.53458890D+04 0.1150999 0.0000215 EM
61 -0.53457736D+04 0.1154059 0.0000216 EM
62 -0.53439130D+04 1.8606346 0.0003481 QN
63 -0.53431058D+04 0.8071385 0.0001510 EM
64 -0.53427908D+04 0.3149994 0.0000590 EM
65 -0.53426170D+04 0.1738693 0.0000325 EM
66 -0.53424822D+04 0.1347197 0.0000252 EM
67 -0.53423584D+04 0.1237953 0.0000232 EM
68 -0.53422379D+04 0.1204900 0.0000226 EM
69 -0.53421187D+04 0.1192489 0.0000223 EM
70 -0.53420001D+04 0.1185891 0.0000222 EM
71 -0.53418820D+04 0.1181087 0.0000221 EM
72 -0.53417643D+04 0.1176920 0.0000220 EM
73 -0.53416470D+04 0.1173008 0.0000220 EM
74 -0.53415301D+04 0.1169195 0.0000219 EM
75 -0.53414135D+04 0.1165394 0.0000218 EM
76 -0.53412974D+04 0.1161523 0.0000217 EM
77 -0.53398596D+04 1.4377634 0.0002692 QN
78 -0.53392574D+04 0.6022722 0.0001128 EM
79 -0.53389435D+04 0.3138247 0.0000588 EM
80 -0.53387251D+04 0.2184630 0.0000409 EM
81 -0.53385490D+04 0.1760458 0.0000330 EM
82 -0.53383967D+04 0.1523612 0.0000285 EM
83 -0.53382597D+04 0.1369595 0.0000257 EM
84 -0.53381336D+04 0.1260628 0.0000236 EM
85 -0.53380157D+04 0.1179802 0.0000221 EM
86 -0.53379039D+04 0.1117962 0.0000209 EM
87 -0.53377969D+04 0.1069482 0.0000200 EM
88 -0.53376939D+04 0.1030632 0.0000193 EM
89 -0.53375940D+04 0.0998833 0.0000187 EM
90 -0.53374967D+04 0.0972252 0.0000182 EM
91 -0.53358761D+04 1.6206484 0.0003036 QN
92 -0.53353044D+04 0.5717334 0.0001071 EM
93 -0.53350780D+04 0.2263780 0.0000424 EM
94 -0.53349479D+04 0.1300947 0.0000244 EM
95 -0.53348536D+04 0.0943263 0.0000177 EM
96 -0.53347754D+04 0.0782009 0.0000147 EM
97 -0.53347059D+04 0.0694678 0.0000130 EM
98 -0.53346420D+04 0.0639317 0.0000120 EM
99 -0.53345820D+04 0.0599613 0.0000112 EM
100 -0.53345251D+04 0.0568556 0.0000107 EM
101 -0.53344709D+04 0.0542807 0.0000102 EM
102 -0.53344188D+04 0.0520626 0.0000098 EM
103 -0.53343687D+04 0.0501027 0.0000094 EM
104 -0.53343204D+04 0.0483395 0.0000091 EM
105 -0.53342736D+04 0.0467324 0.0000088 EM
106 -0.53325696D+04 1.7040519 0.0003195 QN
107 -0.53325528D+04 0.0168175 0.0000032 EM
108 -0.53325485D+04 0.0042962 0.0000008 EM
109 -0.53325471D+04 0.0013809 0.0000003 EM
110 -0.53325465D+04 0.0006143 0.0000001 EM
TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.54181258D+04 0.0000000 0.0000000 EM
2 -0.54081443D+04 9.9814053 0.0018422 EM
3 -0.53950067D+04 13.1376275 0.0024292 EM
4 -0.53806714D+04 14.3353213 0.0026571 EM
5 -0.53686206D+04 12.0507688 0.0022396 EM
6 -0.53607803D+04 7.8402995 0.0014604 EM
7 -0.53565289D+04 4.2514472 0.0007931 EM
8 -0.53543518D+04 2.1770673 0.0004064 EM
9 -0.53531573D+04 1.1945463 0.0002231 EM
10 -0.53524106D+04 0.7466586 0.0001395 EM
11 -0.53518864D+04 0.5242312 0.0000979 EM
12 -0.53514886D+04 0.3977902 0.0000743 EM
13 -0.53511714D+04 0.3171785 0.0000593 EM
14 -0.53509095D+04 0.2618988 0.0000489 EM
15 -0.53506871D+04 0.2223846 0.0000416 EM
16 -0.53504937D+04 0.1934585 0.0000362 EM
17 -0.53503217D+04 0.1719723 0.0000321 EM
18 -0.53501658D+04 0.1558599 0.0000291 EM
19 -0.53500221D+04 0.1437003 0.0000269 EM
20 -0.53498876D+04 0.1344857 0.0000251 EM
21 -0.53497602D+04 0.1274869 0.0000238 EM
22 -0.53496380D+04 0.1221684 0.0000228 EM
23 -0.53495199D+04 0.1181324 0.0000221 EM
24 -0.53494048D+04 0.1150808 0.0000215 EM
25 -0.53492920D+04 0.1127886 0.0000211 EM
26 -0.53491809D+04 0.1110848 0.0000208 EM
27 -0.53490711D+04 0.1098385 0.0000205 EM
28 -0.53489621D+04 0.1089495 0.0000204 EM
29 -0.53488538D+04 0.1083403 0.0000203 EM
30 -0.53487458D+04 0.1079506 0.0000202 EM
31 -0.53486381D+04 0.1077337 0.0000201 EM
32 -0.53485304D+04 0.1076530 0.0000201 EM
33 -0.53484228D+04 0.1076796 0.0000201 EM
34 -0.53483150D+04 0.1077908 0.0000202 EM
35 -0.53482070D+04 0.1079686 0.0000202 EM
36 -0.53480988D+04 0.1081987 0.0000202 EM
37 -0.53479903D+04 0.1084697 0.0000203 EM
38 -0.53478816D+04 0.1087723 0.0000203 EM
39 -0.53477725D+04 0.1090993 0.0000204 EM
40 -0.53476630D+04 0.1094446 0.0000205 EM
41 -0.53475532D+04 0.1098033 0.0000205 EM
42 -0.53474430D+04 0.1101716 0.0000206 EM
43 -0.53473325D+04 0.1105460 0.0000207 EM
44 -0.53472216D+04 0.1109240 0.0000207 EM
45 -0.53471103D+04 0.1113033 0.0000208 EM
46 -0.53469986D+04 0.1116818 0.0000209 EM
47 -0.53468865D+04 0.1120586 0.0000210 EM
48 -0.53467741D+04 0.1124317 0.0000210 EM
49 -0.53466613D+04 0.1128000 0.0000211 EM
50 -0.53465481D+04 0.1131627 0.0000212 EM
51 -0.53464346D+04 0.1135188 0.0000212 EM
52 -0.53463207D+04 0.1138676 0.0000213 EM
53 -0.53462065D+04 0.1142083 0.0000214 EM
54 -0.53460920D+04 0.1145403 0.0000214 EM
55 -0.53459771D+04 0.1148631 0.0000215 EM
56 -0.53458620D+04 0.1151760 0.0000215 EM
57 -0.53457465D+04 0.1154787 0.0000216 EM
58 -0.53456307D+04 0.1157706 0.0000217 EM
59 -0.53455147D+04 0.1160512 0.0000217 EM
60 -0.53453983D+04 0.1163203 0.0000218 EM
61 -0.53452818D+04 0.1165773 0.0000218 EM
62 -0.53437675D+04 1.5142985 0.0002833 QN
63 -0.53430245D+04 0.7429702 0.0001390 EM
64 -0.53427288D+04 0.2956683 0.0000553 EM
65 -0.53425605D+04 0.1683142 0.0000315 EM
66 -0.53424274D+04 0.1330932 0.0000249 EM
67 -0.53423042D+04 0.1232497 0.0000231 EM
68 -0.53421839D+04 0.1202412 0.0000225 EM
69 -0.53420648D+04 0.1190835 0.0000223 EM
70 -0.53419464D+04 0.1184475 0.0000222 EM
71 -0.53418284D+04 0.1179728 0.0000221 EM
72 -0.53417109D+04 0.1175551 0.0000220 EM
73 -0.53415937D+04 0.1171601 0.0000219 EM
74 -0.53414769D+04 0.1167731 0.0000219 EM
75 -0.53413606D+04 0.1163834 0.0000218 EM
76 -0.53412446D+04 0.1159919 0.0000217 EM
77 -0.53398818D+04 1.3627409 0.0002551 QN
78 -0.53393094D+04 0.5724473 0.0001072 EM
79 -0.53390049D+04 0.3045168 0.0000570 EM
80 -0.53387897D+04 0.2151329 0.0000403 EM
81 -0.53386150D+04 0.1747017 0.0000327 EM
82 -0.53384632D+04 0.1518105 0.0000284 EM
83 -0.53383264D+04 0.1368033 0.0000256 EM
84 -0.53382003D+04 0.1261408 0.0000236 EM
85 -0.53380821D+04 0.1182134 0.0000221 EM
86 -0.53379699D+04 0.1121392 0.0000210 EM
87 -0.53378625D+04 0.1073718 0.0000201 EM
88 -0.53377590D+04 0.1035477 0.0000194 EM
89 -0.53376586D+04 0.1004147 0.0000188 EM
90 -0.53375608D+04 0.0977927 0.0000183 EM
91 -0.53330458D+04 4.5149943 0.0008459 QN
92 -0.53329694D+04 0.0763848 0.0000143 EM
93 -0.53329359D+04 0.0335400 0.0000063 EM
94 -0.53329152D+04 0.0206558 0.0000039 EM
95 -0.53329001D+04 0.0151154 0.0000028 EM
96 -0.53328876D+04 0.0124889 0.0000023 EM
97 -0.53328765D+04 0.0111054 0.0000021 EM
98 -0.53328662D+04 0.0102835 0.0000019 EM
99 -0.53328565D+04 0.0097295 0.0000018 EM
100 -0.53328472D+04 0.0093109 0.0000017 EM
101 -0.53328382D+04 0.0089658 0.0000017 EM
102 -0.53328295D+04 0.0086639 0.0000016 EM
103 -0.53328212D+04 0.0083896 0.0000016 EM
104 -0.53328130D+04 0.0081344 0.0000015 EM
105 -0.53328051D+04 0.0078937 0.0000015 EM
106 -0.53325672D+04 0.2379451 0.0000446 QN
107 -0.53325527D+04 0.0144884 0.0000027 EM
108 -0.53325478D+04 0.0049253 0.0000009 EM
109 -0.53325457D+04 0.0020451 0.0000004 EM
110 -0.53325447D+04 0.0009934 0.0000002 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.74430446D+04 0.0000000 0.0000000 EM
2 -0.56144827D+04 1828.5619237 0.2456739 EM
3 -0.54210253D+04 193.4573620 0.0344568 EM
4 -0.53835915D+04 37.4338104 0.0069053 EM
5 -0.53701133D+04 13.4782319 0.0025036 EM
6 -0.53627999D+04 7.3134206 0.0013619 EM
7 -0.53585826D+04 4.2172766 0.0007864 EM
8 -0.53560819D+04 2.5007344 0.0004667 EM
9 -0.53545614D+04 1.5204696 0.0002839 EM
10 -0.53536022D+04 0.9591954 0.0001791 EM
11 -0.53529647D+04 0.6375511 0.0001191 EM
12 -0.53525139D+04 0.4507389 0.0000842 EM
13 -0.53521750D+04 0.3389658 0.0000633 EM
14 -0.53519057D+04 0.2692295 0.0000503 EM
15 -0.53516821D+04 0.2236490 0.0000418 EM
16 -0.53514896D+04 0.1925143 0.0000360 EM
17 -0.53513191D+04 0.1704372 0.0000318 EM
18 -0.53511648D+04 0.1543172 0.0000288 EM
19 -0.53510225D+04 0.1422869 0.0000266 EM
20 -0.53508894D+04 0.1331668 0.0000249 EM
21 -0.53507632D+04 0.1261771 0.0000236 EM
22 -0.53506424D+04 0.1207817 0.0000226 EM
23 -0.53505258D+04 0.1166001 0.0000218 EM
24 -0.53504124D+04 0.1133548 0.0000212 EM
25 -0.53503016D+04 0.1108400 0.0000207 EM
26 -0.53501927D+04 0.1089000 0.0000204 EM
27 -0.53500853D+04 0.1074157 0.0000201 EM
28 -0.53499790D+04 0.1062952 0.0000199 EM
29 -0.53498735D+04 0.1054666 0.0000197 EM
30 -0.53497686D+04 0.1048734 0.0000196 EM
31 -0.53496642D+04 0.1044709 0.0000195 EM
32 -0.53495600D+04 0.1042235 0.0000195 EM
33 -0.53494559D+04 0.1041025 0.0000195 EM
34 -0.53493518D+04 0.1040850 0.0000195 EM
35 -0.53492476D+04 0.1041521 0.0000195 EM
36 -0.53491433D+04 0.1042887 0.0000195 EM
37 -0.53490388D+04 0.1044824 0.0000195 EM
38 -0.53489341D+04 0.1047228 0.0000196 EM
39 -0.53488291D+04 0.1050016 0.0000196 EM
40 -0.53487238D+04 0.1053117 0.0000197 EM
41 -0.53486182D+04 0.1056472 0.0000198 EM
42 -0.53485122D+04 0.1060034 0.0000198 EM
43 -0.53484058D+04 0.1063761 0.0000199 EM
44 -0.53482990D+04 0.1067618 0.0000200 EM
45 -0.53481919D+04 0.1071576 0.0000200 EM
46 -0.53480843D+04 0.1075610 0.0000201 EM
47 -0.53479763D+04 0.1079697 0.0000202 EM
48 -0.53478679D+04 0.1083821 0.0000203 EM
49 -0.53477592D+04 0.1087960 0.0000203 EM
50 -0.53476499D+04 0.1092111 0.0000204 EM
51 -0.53475403D+04 0.1096251 0.0000205 EM
52 -0.53474303D+04 0.1100374 0.0000206 EM
53 -0.53473198D+04 0.1104469 0.0000207 EM
54 -0.53472090D+04 0.1108527 0.0000207 EM
55 -0.53470977D+04 0.1112540 0.0000208 EM
56 -0.53469861D+04 0.1116502 0.0000209 EM
57 -0.53468740D+04 0.1120405 0.0000210 EM
58 -0.53467616D+04 0.1124243 0.0000210 EM
59 -0.53466488D+04 0.1128011 0.0000211 EM
60 -0.53465356D+04 0.1131703 0.0000212 EM
61 -0.53464221D+04 0.1135314 0.0000212 EM
62 -0.53463082D+04 0.1138840 0.0000213 EM
63 -0.53461940D+04 0.1142275 0.0000214 EM
64 -0.53460794D+04 0.1145616 0.0000214 EM
65 -0.53459645D+04 0.1148857 0.0000215 EM
66 -0.53445081D+04 1.4564968 0.0002724 QN
67 -0.53437752D+04 0.7328083 0.0001371 EM
68 -0.53434815D+04 0.2937510 0.0000550 EM
69 -0.53433131D+04 0.1684011 0.0000315 EM
70 -0.53431794D+04 0.1336662 0.0000250 EM
71 -0.53430554D+04 0.1239958 0.0000232 EM
72 -0.53429343D+04 0.1211066 0.0000227 EM
73 -0.53428143D+04 0.1200624 0.0000225 EM
74 -0.53426947D+04 0.1195414 0.0000224 EM
75 -0.53425755D+04 0.1191833 0.0000223 EM
76 -0.53424567D+04 0.1188839 0.0000223 EM
77 -0.53423380D+04 0.1186084 0.0000222 EM
78 -0.53422197D+04 0.1183423 0.0000222 EM
79 -0.53421016D+04 0.1180776 0.0000221 EM
80 -0.53419838D+04 0.1178091 0.0000221 EM
81 -0.53406033D+04 1.3804931 0.0002584 QN
82 -0.53400110D+04 0.5922958 0.0001109 EM
83 -0.53396955D+04 0.3154759 0.0000591 EM
84 -0.53394724D+04 0.2231273 0.0000418 EM
85 -0.53392907D+04 0.1816802 0.0000340 EM
86 -0.53391324D+04 0.1583893 0.0000297 EM
87 -0.53389892D+04 0.1431910 0.0000268 EM
88 -0.53388567D+04 0.1324229 0.0000248 EM
89 -0.53387323D+04 0.1244346 0.0000233 EM
90 -0.53386140D+04 0.1183280 0.0000222 EM
91 -0.53385004D+04 0.1135488 0.0000213 EM
92 -0.53383907D+04 0.1097271 0.0000206 EM
93 -0.53382841D+04 0.1066106 0.0000200 EM
94 -0.53381801D+04 0.1040138 0.0000195 EM
95 -0.53334020D+04 4.7781245 0.0008951 QN
96 -0.53333260D+04 0.0759961 0.0000142 EM
97 -0.53332875D+04 0.0384958 0.0000072 EM
98 -0.53332598D+04 0.0276914 0.0000052 EM
99 -0.53332369D+04 0.0229113 0.0000043 EM
100 -0.53332163D+04 0.0205572 0.0000039 EM
101 -0.53331971D+04 0.0192344 0.0000036 EM
102 -0.53331787D+04 0.0183687 0.0000034 EM
103 -0.53331610D+04 0.0177146 0.0000033 EM
104 -0.53331438D+04 0.0171646 0.0000032 EM
105 -0.53331271D+04 0.0166702 0.0000031 EM
106 -0.53331109D+04 0.0162089 0.0000030 EM
107 -0.53330952D+04 0.0157700 0.0000030 EM
108 -0.53330798D+04 0.0153480 0.0000029 EM
109 -0.53326258D+04 0.4539834 0.0000851 QN
110 -0.53325808D+04 0.0450685 0.0000085 EM
111 -0.53325661D+04 0.0146219 0.0000027 EM
112 -0.53325603D+04 0.0058726 0.0000011 EM
113 -0.53325574D+04 0.0028846 0.0000005 EM
114 -0.53325556D+04 0.0017507 0.0000003 EM
115 -0.53325544D+04 0.0012632 0.0000002 EM
116 -0.53325534D+04 0.0010207 0.0000002 EM
117 -0.53325525D+04 0.0008796 0.0000002 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.77983320D+04 0.0000000 0.0000000 EM
2 -0.55463154D+04 2252.0165994 0.2887818 EM
3 -0.54360717D+04 110.2436725 0.0198769 EM
4 -0.53905113D+04 45.5604257 0.0083811 EM
5 -0.53711691D+04 19.3421531 0.0035882 EM
6 -0.53636646D+04 7.5045498 0.0013972 EM
7 -0.53599370D+04 3.7275348 0.0006950 EM
8 -0.53573891D+04 2.5479367 0.0004754 EM
9 -0.53553875D+04 2.0015627 0.0003736 EM
10 -0.53537609D+04 1.6265864 0.0003037 EM
11 -0.53524343D+04 1.3266661 0.0002478 EM
12 -0.53513531D+04 1.0811642 0.0002020 EM
13 -0.53504697D+04 0.8834221 0.0001651 EM
14 -0.53497420D+04 0.7277106 0.0001360 EM
15 -0.53491348D+04 0.6072088 0.0001135 EM
16 -0.53486200D+04 0.5147225 0.0000962 EM
17 -0.53481764D+04 0.4436529 0.0000829 EM
18 -0.53477879D+04 0.3885432 0.0000726 EM
19 -0.53474427D+04 0.3451943 0.0000645 EM
20 -0.53471321D+04 0.3105242 0.0000581 EM
21 -0.53468498D+04 0.2823320 0.0000528 EM
22 -0.53465907D+04 0.2590635 0.0000485 EM
23 -0.53463511D+04 0.2396179 0.0000448 EM
24 -0.53461279D+04 0.2232050 0.0000417 EM
25 -0.53459187D+04 0.2092456 0.0000391 EM
26 -0.53457214D+04 0.1973042 0.0000369 EM
27 -0.53455343D+04 0.1870446 0.0000350 EM
28 -0.53453561D+04 0.1782011 0.0000333 EM
29 -0.53451856D+04 0.1705594 0.0000319 EM
30 -0.53450216D+04 0.1639431 0.0000307 EM
31 -0.53448634D+04 0.1582057 0.0000296 EM
32 -0.53447102D+04 0.1532238 0.0000287 EM
33 -0.53445613D+04 0.1488926 0.0000279 EM
34 -0.53444162D+04 0.1451230 0.0000272 EM
35 -0.53442743D+04 0.1418383 0.0000265 EM
36 -0.53441354D+04 0.1389726 0.0000260 EM
37 -0.53439989D+04 0.1364690 0.0000255 EM
38 -0.53438646D+04 0.1342781 0.0000251 EM
39 -0.53437323D+04 0.1323574 0.0000248 EM
40 -0.53436016D+04 0.1306698 0.0000245 EM
41 -0.53434724D+04 0.1291829 0.0000242 EM
42 -0.53433445D+04 0.1278688 0.0000239 EM
43 -0.53432178D+04 0.1267029 0.0000237 EM
44 -0.53430922D+04 0.1256640 0.0000235 EM
45 -0.53429674D+04 0.1247334 0.0000233 EM
46 -0.53428435D+04 0.1238948 0.0000232 EM
47 -0.53427204D+04 0.1231341 0.0000230 EM
48 -0.53425980D+04 0.1224389 0.0000229 EM
49 -0.53424762D+04 0.1217983 0.0000228 EM
50 -0.53423550D+04 0.1212028 0.0000227 EM
51 -0.53422343D+04 0.1206439 0.0000226 EM
52 -0.53421142D+04 0.1201151 0.0000225 EM
53 -0.53419946D+04 0.1196092 0.0000224 EM
54 -0.53418755D+04 0.1191211 0.0000223 EM
55 -0.53417568D+04 0.1186457 0.0000222 EM
56 -0.53416387D+04 0.1181790 0.0000221 EM
57 -0.53415209D+04 0.1177172 0.0000220 EM
58 -0.53414037D+04 0.1172541 0.0000220 EM
59 -0.53412869D+04 0.1167928 0.0000219 EM
60 -0.53411706D+04 0.1163279 0.0000218 EM
61 -0.53393529D+04 1.8176966 0.0003403 QN
62 -0.53386299D+04 0.7230017 0.0001354 EM
63 -0.53383587D+04 0.2711950 0.0000508 EM
64 -0.53382132D+04 0.1454436 0.0000272 EM
65 -0.53381022D+04 0.1110247 0.0000208 EM
66 -0.53380011D+04 0.1010925 0.0000189 EM
67 -0.53379035D+04 0.0975978 0.0000183 EM
68 -0.53378077D+04 0.0958147 0.0000179 EM
69 -0.53377132D+04 0.0945127 0.0000177 EM
70 -0.53376198D+04 0.0933643 0.0000175 EM
71 -0.53375275D+04 0.0922761 0.0000173 EM
72 -0.53374363D+04 0.0912168 0.0000171 EM
73 -0.53373462D+04 0.0901735 0.0000169 EM
74 -0.53372570D+04 0.0891392 0.0000167 EM
75 -0.53371689D+04 0.0881095 0.0000165 EM
76 -0.53359876D+04 1.1812860 0.0002213 QN
77 -0.53355761D+04 0.4115067 0.0000771 EM
78 -0.53353644D+04 0.2117328 0.0000397 EM
79 -0.53352197D+04 0.1446754 0.0000271 EM
80 -0.53351065D+04 0.1131622 0.0000212 EM
81 -0.53350117D+04 0.0948005 0.0000178 EM
82 -0.53349291D+04 0.0826269 0.0000155 EM
83 -0.53348551D+04 0.0739688 0.0000139 EM
84 -0.53347876D+04 0.0675498 0.0000127 EM
85 -0.53347249D+04 0.0626484 0.0000117 EM
86 -0.53346661D+04 0.0588119 0.0000110 EM
87 -0.53346104D+04 0.0557388 0.0000104 EM
88 -0.53345572D+04 0.0532211 0.0000100 EM
89 -0.53345061D+04 0.0511122 0.0000096 EM
90 -0.53344568D+04 0.0493069 0.0000092 EM
91 -0.53336258D+04 0.8309674 0.0001558 QN
92 -0.53334265D+04 0.1993235 0.0000374 EM
93 -0.53333404D+04 0.0860934 0.0000161 EM
94 -0.53332858D+04 0.0545881 0.0000102 EM
95 -0.53332441D+04 0.0416372 0.0000078 EM
96 -0.53332093D+04 0.0348236 0.0000065 EM
97 -0.53328473D+04 0.3619741 0.0000679 FS
98 -0.53325464D+04 0.3009314 0.0000564 FS
99 -0.53325371D+04 0.0093262 0.0000017 FS
100 -0.53325363D+04 0.0007588 0.0000001 FS
Beginning Time: 23:13:00
Ending Time: 23:13:07
Elapsed Time: 00:00:07
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