Mplus VERSION 8.8
MUTHEN & MUTHEN
04/19/2022 11:13 PM
INPUT INSTRUCTIONS
TITLE: this is an example of mixture modeling
with continuous variables that correlate
within class
DATA: FILE IS ex7.22.dat;
VARIABLE: NAMES ARE y1-y4 c;
USEVARIABLES ARE y1-y4;
CLASSES = c (3);
ANALYSIS: TYPE = MIXTURE;
MODEL:
%OVERALL%
y1 WITH y2-y4;
y2 WITH y3 y4;
y3 WITH y4;
%c#2%
[y1-y4*-1];
%c#3%
[y1-y4*1];
OUTPUT: TECH1 TECH8;
INPUT READING TERMINATED NORMALLY
this is an example of mixture modeling
with continuous variables that correlate
within class
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 0
Number of categorical latent variables 1
Observed dependent variables
Continuous
Y1 Y2 Y3 Y4
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)
ex7.22.dat
Input data format FREE
UNIVARIATE SAMPLE STATISTICS
UNIVARIATE HIGHER-ORDER MOMENT DESCRIPTIVE STATISTICS
Variable/ Mean/ Skewness/ Minimum/ % with Percentiles
Sample Size Variance Kurtosis Maximum Min/Max 20%/60% 40%/80% Median
Y1 -0.089 0.027 -4.194 0.20% -1.927 -0.716 -0.083
500.000 3.643 -0.856 4.212 0.20% 0.563 1.708
Y2 -0.118 0.025 -4.535 0.20% -2.012 -0.758 -0.157
500.000 3.691 -0.848 4.965 0.20% 0.557 1.745
Y3 -0.120 0.069 -4.665 0.20% -1.959 -0.869 -0.238
500.000 3.660 -1.001 3.880 0.20% 0.453 1.758
Y4 -0.123 0.048 -4.591 0.20% -1.863 -0.773 -0.101
500.000 3.504 -0.784 4.462 0.20% 0.473 1.640
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:
-3054.963 unperturbed 0
-3054.963 533738 11
-3068.721 93468 3
-3068.721 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 24
Loglikelihood
H0 Value -3054.963
H0 Scaling Correction Factor 0.9972
for MLR
Information Criteria
Akaike (AIC) 6157.926
Bayesian (BIC) 6259.077
Sample-Size Adjusted BIC 6182.899
(n* = (n + 2) / 24)
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THE ESTIMATED MODEL
Latent
Classes
1 171.08791 0.34218
2 162.30845 0.32462
3 166.60365 0.33321
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON ESTIMATED POSTERIOR PROBABILITIES
Latent
Classes
1 171.08791 0.34218
2 162.30845 0.32462
3 166.60365 0.33321
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP
Class Counts and Proportions
Latent
Classes
1 169 0.33800
2 164 0.32800
3 167 0.33400
CLASSIFICATION QUALITY
Entropy 0.812
Average Latent Class Probabilities for Most Likely Latent Class Membership (Row)
by Latent Class (Column)
1 2 3
1 0.931 0.069 0.000
2 0.084 0.869 0.047
3 0.000 0.049 0.951
Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2 3
1 0.920 0.080 0.000
2 0.072 0.878 0.050
3 0.000 0.047 0.953
Logits for the Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2 3
1 12.602 10.165 0.000
2 0.356 2.858 0.000
3 -13.339 -3.017 0.000
MODEL RESULTS
Two-Tailed
Estimate S.E. Est./S.E. P-Value
Latent Class 1
Y1 WITH
Y2 0.442 0.072 6.140 0.000
Y3 0.397 0.062 6.385 0.000
Y4 0.476 0.068 6.948 0.000
Y2 WITH
Y3 0.159 0.055 2.902 0.004
Y4 0.264 0.078 3.396 0.001
Y3 WITH
Y4 0.065 0.054 1.199 0.230
Means
Y1 -2.065 0.109 -19.013 0.000
Y2 -2.126 0.101 -21.042 0.000
Y3 -2.059 0.093 -22.059 0.000
Y4 -1.987 0.098 -20.364 0.000
Variances
Y1 0.951 0.087 10.950 0.000
Y2 0.951 0.089 10.679 0.000
Y3 0.847 0.070 12.142 0.000
Y4 1.095 0.101 10.787 0.000
Latent Class 2
Y1 WITH
Y2 0.442 0.072 6.140 0.000
Y3 0.397 0.062 6.385 0.000
Y4 0.476 0.068 6.948 0.000
Y2 WITH
Y3 0.159 0.055 2.902 0.004
Y4 0.264 0.078 3.396 0.001
Y3 WITH
Y4 0.065 0.054 1.199 0.230
Means
Y1 -0.076 0.110 -0.692 0.489
Y2 -0.074 0.111 -0.661 0.509
Y3 -0.268 0.124 -2.168 0.030
Y4 -0.124 0.133 -0.930 0.352
Variances
Y1 0.951 0.087 10.950 0.000
Y2 0.951 0.089 10.679 0.000
Y3 0.847 0.070 12.142 0.000
Y4 1.095 0.101 10.787 0.000
Latent Class 3
Y1 WITH
Y2 0.442 0.072 6.140 0.000
Y3 0.397 0.062 6.385 0.000
Y4 0.476 0.068 6.948 0.000
Y2 WITH
Y3 0.159 0.055 2.902 0.004
Y4 0.264 0.078 3.396 0.001
Y3 WITH
Y4 0.065 0.054 1.199 0.230
Means
Y1 1.928 0.090 21.353 0.000
Y2 1.902 0.098 19.323 0.000
Y3 2.015 0.077 26.299 0.000
Y4 1.791 0.096 18.754 0.000
Variances
Y1 0.951 0.087 10.950 0.000
Y2 0.951 0.089 10.679 0.000
Y3 0.847 0.070 12.142 0.000
Y4 1.095 0.101 10.787 0.000
Categorical Latent Variables
Means
C#1 0.027 0.135 0.197 0.844
C#2 -0.026 0.136 -0.192 0.848
QUALITY OF NUMERICAL RESULTS
Condition Number for the Information Matrix 0.687E-02
(ratio of smallest to largest eigenvalue)
TECHNICAL 1 OUTPUT
PARAMETER SPECIFICATION FOR LATENT CLASS 1
NU
Y1 Y2 Y3 Y4
________ ________ ________ ________
1 2 3 4
THETA
Y1 Y2 Y3 Y4
________ ________ ________ ________
Y1 5
Y2 6 7
Y3 8 9 10
Y4 11 12 13 14
PARAMETER SPECIFICATION FOR LATENT CLASS 2
NU
Y1 Y2 Y3 Y4
________ ________ ________ ________
15 16 17 18
THETA
Y1 Y2 Y3 Y4
________ ________ ________ ________
Y1 5
Y2 6 7
Y3 8 9 10
Y4 11 12 13 14
PARAMETER SPECIFICATION FOR LATENT CLASS 3
NU
Y1 Y2 Y3 Y4
________ ________ ________ ________
19 20 21 22
THETA
Y1 Y2 Y3 Y4
________ ________ ________ ________
Y1 5
Y2 6 7
Y3 8 9 10
Y4 11 12 13 14
PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART
ALPHA(C)
C#1 C#2 C#3
________ ________ ________
23 24 0
STARTING VALUES FOR LATENT CLASS 1
NU
Y1 Y2 Y3 Y4
________ ________ ________ ________
-1.998 -2.039 -2.033 -1.995
THETA
Y1 Y2 Y3 Y4
________ ________ ________ ________
Y1 1.822
Y2 0.000 1.846
Y3 0.000 0.000 1.830
Y4 0.000 0.000 0.000 1.752
STARTING VALUES FOR LATENT CLASS 2
NU
Y1 Y2 Y3 Y4
________ ________ ________ ________
-1.000 -1.000 -1.000 -1.000
THETA
Y1 Y2 Y3 Y4
________ ________ ________ ________
Y1 1.822
Y2 0.000 1.846
Y3 0.000 0.000 1.830
Y4 0.000 0.000 0.000 1.752
STARTING VALUES FOR LATENT CLASS 3
NU
Y1 Y2 Y3 Y4
________ ________ ________ ________
1.000 1.000 1.000 1.000
THETA
Y1 Y2 Y3 Y4
________ ________ ________ ________
Y1 1.822
Y2 0.000 1.846
Y3 0.000 0.000 1.830
Y4 0.000 0.000 0.000 1.752
STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART
ALPHA(C)
C#1 C#2 C#3
________ ________ ________
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 -0.35248164D+04 0.0000000 0.0000000 EM
2 -0.30801865D+04 444.6298217 0.1261427 EM
3 -0.30744298D+04 5.7567345 0.0018690 EM
4 -0.30715159D+04 2.9138695 0.0009478 EM
5 -0.30696577D+04 1.8582294 0.0006050 EM
6 -0.30682659D+04 1.3918007 0.0004534 EM
7 -0.30670337D+04 1.2322622 0.0004016 EM
8 -0.30658079D+04 1.2257203 0.0003996 EM
9 -0.30645303D+04 1.2775936 0.0004167 EM
10 -0.30631970D+04 1.3333115 0.0004351 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10349798D+05 0.0000000 0.0000000 EM
2 -0.31104978D+04 7239.3006622 0.6994630 EM
3 -0.30952842D+04 15.2135212 0.0048910 EM
4 -0.30871121D+04 8.1721285 0.0026402 EM
5 -0.30808775D+04 6.2345924 0.0020196 EM
6 -0.30765193D+04 4.3582544 0.0014146 EM
7 -0.30740079D+04 2.5113941 0.0008163 EM
8 -0.30727724D+04 1.2355011 0.0004019 EM
9 -0.30721946D+04 0.5777734 0.0001880 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.72242094D+04 0.0000000 0.0000000 EM
2 -0.31147600D+04 4109.4494105 0.5688442 EM
3 -0.31123792D+04 2.3808227 0.0007644 EM
4 -0.31118788D+04 0.5003721 0.0001608 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.85751594D+04 0.0000000 0.0000000 EM
2 -0.31079472D+04 5467.2122143 0.6375639 EM
3 -0.30926512D+04 15.2959878 0.0049216 EM
4 -0.30859897D+04 6.6614822 0.0021540 EM
5 -0.30815815D+04 4.4082466 0.0014285 EM
6 -0.30781926D+04 3.3888513 0.0010997 EM
7 -0.30754669D+04 2.7257173 0.0008855 EM
8 -0.30733198D+04 2.1471300 0.0006981 EM
9 -0.30717460D+04 1.5738127 0.0005121 EM
10 -0.30706911D+04 1.0548702 0.0003434 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.81866494D+04 0.0000000 0.0000000 EM
2 -0.31214502D+04 5065.1991402 0.6187146 EM
3 -0.31153545D+04 6.0957653 0.0019529 EM
4 -0.31133738D+04 1.9806444 0.0006358 EM
5 -0.31123768D+04 0.9970515 0.0003202 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10932805D+05 0.0000000 0.0000000 EM
2 -0.31306584D+04 7802.1467374 0.7136455 EM
3 -0.31174739D+04 13.1844829 0.0042114 EM
4 -0.31132057D+04 4.2681942 0.0013691 EM
5 -0.31112082D+04 1.9975015 0.0006416 EM
6 -0.31100757D+04 1.1325274 0.0003640 EM
7 -0.31093466D+04 0.7290474 0.0002344 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.92268518D+04 0.0000000 0.0000000 EM
2 -0.31214986D+04 6105.3531766 0.6616941 EM
3 -0.31155056D+04 5.9930933 0.0019199 EM
4 -0.31134492D+04 2.0563946 0.0006601 EM
5 -0.31122697D+04 1.1794216 0.0003788 EM
6 -0.31114101D+04 0.8596317 0.0002762 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10047830D+05 0.0000000 0.0000000 EM
2 -0.31005642D+04 6947.2658753 0.6914195 EM
3 -0.30872129D+04 13.3512949 0.0043061 EM
4 -0.30810661D+04 6.1468522 0.0019911 EM
5 -0.30775110D+04 3.5550404 0.0011538 EM
6 -0.30755937D+04 1.9173733 0.0006230 EM
7 -0.30746712D+04 0.9224623 0.0002999 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.85549723D+04 0.0000000 0.0000000 EM
2 -0.31310943D+04 5423.8779696 0.6340030 EM
3 -0.31189189D+04 12.1754175 0.0038886 EM
4 -0.31151180D+04 3.8008901 0.0012187 EM
5 -0.31132176D+04 1.9003618 0.0006100 EM
6 -0.31119338D+04 1.2838532 0.0004124 EM
7 -0.31108241D+04 1.1097044 0.0003566 EM
8 -0.31096542D+04 1.1699022 0.0003761 EM
9 -0.31082323D+04 1.4219258 0.0004573 EM
10 -0.31063413D+04 1.8909235 0.0006084 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.68963888D+04 0.0000000 0.0000000 EM
2 -0.31224813D+04 3773.9075293 0.5472295 EM
3 -0.31148361D+04 7.6451967 0.0024484 EM
4 -0.31127725D+04 2.0635895 0.0006625 EM
5 -0.31118956D+04 0.8769102 0.0002817 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.66177275D+04 0.0000000 0.0000000 EM
2 -0.31237016D+04 3494.0259711 0.5279797 EM
3 -0.31119320D+04 11.7696052 0.0037678 EM
4 -0.31067014D+04 5.2305182 0.0016808 EM
5 -0.31023380D+04 4.3634552 0.0014045 EM
6 -0.30975995D+04 4.7384870 0.0015274 EM
7 -0.30922360D+04 5.3635044 0.0017315 EM
8 -0.30867045D+04 5.5314718 0.0017888 EM
9 -0.30819493D+04 4.7552439 0.0015406 EM
10 -0.30786521D+04 3.2971835 0.0010698 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.12009789D+05 0.0000000 0.0000000 EM
2 -0.31226665D+04 8887.1229803 0.7399899 EM
3 -0.30973521D+04 25.3144213 0.0081067 EM
4 -0.30867953D+04 10.5567666 0.0034083 EM
5 -0.30805564D+04 6.2389260 0.0020212 EM
6 -0.30766773D+04 3.8791302 0.0012592 EM
7 -0.30742700D+04 2.4072761 0.0007824 EM
8 -0.30727396D+04 1.5304072 0.0004978 EM
9 -0.30717184D+04 1.0211956 0.0003323 EM
10 -0.30709815D+04 0.7368844 0.0002399 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.59194952D+04 0.0000000 0.0000000 EM
2 -0.31221802D+04 2797.3150136 0.4725597 EM
3 -0.31149121D+04 7.2680405 0.0023279 EM
4 -0.31132366D+04 1.6754885 0.0005379 EM
5 -0.31126038D+04 0.6327826 0.0002033 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.70386219D+04 0.0000000 0.0000000 EM
2 -0.31120217D+04 3926.6002837 0.5578649 EM
3 -0.31120180D+04 0.0036898 0.0000012 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.84121134D+04 0.0000000 0.0000000 EM
2 -0.31071099D+04 5305.0034286 0.6306386 EM
3 -0.30914988D+04 15.6110935 0.0050243 EM
4 -0.30849223D+04 6.5764969 0.0021273 EM
5 -0.30809175D+04 4.0048308 0.0012982 EM
6 -0.30782893D+04 2.6281942 0.0008531 EM
7 -0.30764852D+04 1.8041308 0.0005861 EM
8 -0.30751814D+04 1.3037802 0.0004238 EM
9 -0.30742210D+04 0.9603590 0.0003123 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.84960663D+04 0.0000000 0.0000000 EM
2 -0.31021353D+04 5393.9309482 0.6348739 EM
3 -0.30887446D+04 13.3907566 0.0043166 EM
4 -0.30831660D+04 5.5785973 0.0018061 EM
5 -0.30791728D+04 3.9931744 0.0012952 EM
6 -0.30759687D+04 3.2041371 0.0010406 EM
7 -0.30735398D+04 2.4288579 0.0007896 EM
8 -0.30718724D+04 1.6674164 0.0005425 EM
9 -0.30708088D+04 1.0635699 0.0003462 EM
10 -0.30701487D+04 0.6601007 0.0002150 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.83522485D+04 0.0000000 0.0000000 EM
2 -0.31077845D+04 5244.4639843 0.6279104 EM
3 -0.30911373D+04 16.6472024 0.0053566 EM
4 -0.30845729D+04 6.5644189 0.0021236 EM
5 -0.30803946D+04 4.1782837 0.0013546 EM
6 -0.30773480D+04 3.0465660 0.0009890 EM
7 -0.30750847D+04 2.2633030 0.0007355 EM
8 -0.30734359D+04 1.6488034 0.0005362 EM
9 -0.30722751D+04 1.1608412 0.0003777 EM
10 -0.30714862D+04 0.7888445 0.0002568 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.12633474D+05 0.0000000 0.0000000 EM
2 -0.30929026D+04 9540.5712372 0.7551819 EM
3 -0.30806941D+04 12.2085483 0.0039473 EM
4 -0.30767033D+04 3.9907386 0.0012954 EM
5 -0.30747288D+04 1.9745205 0.0006418 EM
6 -0.30735857D+04 1.1431392 0.0003718 EM
7 -0.30728531D+04 0.7326180 0.0002384 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.56350022D+04 0.0000000 0.0000000 EM
2 -0.30882146D+04 2546.7875261 0.4519586 EM
3 -0.30827330D+04 5.4816781 0.0017750 EM
4 -0.30809283D+04 1.8046361 0.0005854 EM
5 -0.30797126D+04 1.2157190 0.0003946 EM
6 -0.30786679D+04 1.0446654 0.0003392 EM
7 -0.30777051D+04 0.9628840 0.0003128 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.87542553D+04 0.0000000 0.0000000 EM
2 -0.31176771D+04 5636.5782117 0.6438672 EM
3 -0.31059328D+04 11.7443168 0.0037670 EM
4 -0.31011527D+04 4.7800374 0.0015390 EM
5 -0.30973639D+04 3.7888312 0.0012217 EM
6 -0.30935353D+04 3.8286263 0.0012361 EM
7 -0.30895771D+04 3.9581681 0.0012795 EM
8 -0.30857776D+04 3.7994994 0.0012298 EM
9 -0.30824902D+04 3.2874205 0.0010653 EM
10 -0.30798812D+04 2.6089646 0.0008464 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.81594803D+04 0.0000000 0.0000000 EM
2 -0.31181874D+04 5041.2928863 0.6178449 EM
3 -0.31133444D+04 4.8429830 0.0015531 EM
4 -0.31122851D+04 1.0593088 0.0003402 EM
5 -0.31119076D+04 0.3774709 0.0001213 EM
FINAL STAGE ITERATIONS
TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET
10 -0.30631970D+04 1.3333115 0.0004351 EM
11 -0.30618375D+04 1.3594771 0.0004438 EM
12 -0.30605029D+04 1.3346217 0.0004359 EM
13 -0.30592549D+04 1.2480723 0.0004078 EM
14 -0.30581529D+04 1.1019652 0.0003602 EM
15 -0.30572401D+04 0.9127963 0.0002985 EM
16 -0.30565322D+04 0.7078730 0.0002315 EM
17 -0.30560161D+04 0.5161455 0.0001689 EM
18 -0.30556583D+04 0.3577664 0.0001171 EM
19 -0.30554189D+04 0.2393745 0.0000783 EM
20 -0.30552619D+04 0.1570352 0.0000514 EM
21 -0.30551596D+04 0.1022828 0.0000335 EM
22 -0.30550929D+04 0.0666732 0.0000218 EM
23 -0.30550493D+04 0.0436611 0.0000143 EM
24 -0.30550205D+04 0.0287534 0.0000094 EM
25 -0.30550015D+04 0.0190410 0.0000062 EM
26 -0.30549888D+04 0.0126646 0.0000041 EM
27 -0.30549804D+04 0.0084551 0.0000028 EM
28 -0.30549747D+04 0.0056609 0.0000019 EM
29 -0.30549709D+04 0.0037983 0.0000012 EM
30 -0.30549684D+04 0.0025531 0.0000008 EM
31 -0.30549666D+04 0.0017182 0.0000006 EM
32 -0.30549655D+04 0.0011576 0.0000004 EM
33 -0.30549647D+04 0.0007804 0.0000003 EM
34 -0.30549642D+04 0.0005264 0.0000002 EM
35 -0.30549632D+04 0.0009615 0.0000003 FS
36 -0.30549631D+04 0.0001109 0.0000000 FS
37 -0.30549631D+04 0.0000176 0.0000000 FS
38 -0.30549631D+04 0.0000032 0.0000000 FS
39 -0.30549631D+04 0.0000006 0.0000000 FS
40 -0.30549631D+04 0.0000001 0.0000000 FS
41 -0.30549631D+04 0.0000000 0.0000000 FS
42 -0.30549631D+04 0.0000000 0.0000000 EM
43 -0.30549631D+04 0.0000000 0.0000000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15
10 -0.30701487D+04 0.6601007 0.0002150 EM
11 -0.30697370D+04 0.4117299 0.0001341 EM
12 -0.30694755D+04 0.2614576 0.0000852 EM
13 -0.30693058D+04 0.1697228 0.0000553 EM
14 -0.30691927D+04 0.1130772 0.0000368 EM
15 -0.30691149D+04 0.0778083 0.0000254 EM
16 -0.30690592D+04 0.0556721 0.0000181 EM
17 -0.30690176D+04 0.0416207 0.0000136 EM
18 -0.30689851D+04 0.0325238 0.0000106 EM
19 -0.30689586D+04 0.0264629 0.0000086 EM
20 -0.30689364D+04 0.0222665 0.0000073 EM
21 -0.30689171D+04 0.0192240 0.0000063 EM
22 -0.30689002D+04 0.0169094 0.0000055 EM
23 -0.30688852D+04 0.0150655 0.0000049 EM
24 -0.30688716D+04 0.0135393 0.0000044 EM
25 -0.30688594D+04 0.0122368 0.0000040 EM
26 -0.30688483D+04 0.0111011 0.0000036 EM
27 -0.30688382D+04 0.0100959 0.0000033 EM
28 -0.30688290D+04 0.0091974 0.0000030 EM
29 -0.30688206D+04 0.0083893 0.0000027 EM
30 -0.30688129D+04 0.0076598 0.0000025 EM
31 -0.30688059D+04 0.0069997 0.0000023 EM
32 -0.30687995D+04 0.0064015 0.0000021 EM
33 -0.30687937D+04 0.0058590 0.0000019 EM
34 -0.30687883D+04 0.0053666 0.0000017 EM
35 -0.30687834D+04 0.0049195 0.0000016 EM
36 -0.30687436D+04 0.0397970 0.0000130 FS
37 -0.30687362D+04 0.0074244 0.0000024 FS
38 -0.30687319D+04 0.0042798 0.0000014 EM
39 -0.30687297D+04 0.0021835 0.0000007 EM
40 -0.30687283D+04 0.0014146 0.0000005 EM
41 -0.30687273D+04 0.0009700 0.0000003 EM
42 -0.30687266D+04 0.0007039 0.0000002 EM
43 -0.30687261D+04 0.0005387 0.0000002 EM
44 -0.30687257D+04 0.0004326 0.0000001 EM
45 -0.30687253D+04 0.0003617 0.0000001 EM
46 -0.30687250D+04 0.0003120 0.0000001 EM
47 -0.30687247D+04 0.0002757 0.0000001 EM
48 -0.30687245D+04 0.0002479 0.0000001 EM
49 -0.30687242D+04 0.0002257 0.0000001 EM
50 -0.30687240D+04 0.0002073 0.0000001 EM
51 -0.30687238D+04 0.0001916 0.0000001 EM
52 -0.30687237D+04 0.0001779 0.0000001 EM
53 -0.30687235D+04 0.0001657 0.0000001 EM
54 -0.30687233D+04 0.0001547 0.0000001 EM
55 -0.30687232D+04 0.0001446 0.0000000 EM
56 -0.30687231D+04 0.0001354 0.0000000 EM
57 -0.30687229D+04 0.0001268 0.0000000 EM
58 -0.30687228D+04 0.0001190 0.0000000 EM
59 -0.30687227D+04 0.0001116 0.0000000 EM
60 -0.30687226D+04 0.0001048 0.0000000 EM
61 -0.30687225D+04 0.0000985 0.0000000 EM
62 -0.30687224D+04 0.0000925 0.0000000 EM
63 -0.30687223D+04 0.0000870 0.0000000 EM
64 -0.30687222D+04 0.0000818 0.0000000 EM
65 -0.30687222D+04 0.0000770 0.0000000 EM
66 -0.30687221D+04 0.0000725 0.0000000 EM
67 -0.30687220D+04 0.0000682 0.0000000 EM
68 -0.30687220D+04 0.0000643 0.0000000 EM
69 -0.30687219D+04 0.0000605 0.0000000 EM
70 -0.30687218D+04 0.0000570 0.0000000 EM
71 -0.30687218D+04 0.0000538 0.0000000 EM
72 -0.30687217D+04 0.0000507 0.0000000 EM
73 -0.30687217D+04 0.0000478 0.0000000 EM
74 -0.30687216D+04 0.0000451 0.0000000 EM
75 -0.30687216D+04 0.0000425 0.0000000 EM
76 -0.30687216D+04 0.0000401 0.0000000 EM
77 -0.30687215D+04 0.0000379 0.0000000 EM
78 -0.30687209D+04 0.0006626 0.0000002 QN
79 -0.30687209D+04 0.0000000 0.0000000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3
10 -0.30706911D+04 1.0548702 0.0003434 EM
11 -0.30700315D+04 0.6595918 0.0002148 EM
12 -0.30696318D+04 0.3996697 0.0001302 EM
13 -0.30693886D+04 0.2432812 0.0000793 EM
14 -0.30692361D+04 0.1524738 0.0000497 EM
15 -0.30691364D+04 0.0997094 0.0000325 EM
16 -0.30690679D+04 0.0684326 0.0000223 EM
17 -0.30690186D+04 0.0493520 0.0000161 EM
18 -0.30689813D+04 0.0373210 0.0000122 EM
19 -0.30689518D+04 0.0294529 0.0000096 EM
20 -0.30689277D+04 0.0241023 0.0000079 EM
21 -0.30689074D+04 0.0203036 0.0000066 EM
22 -0.30688899D+04 0.0174902 0.0000057 EM
23 -0.30688746D+04 0.0153174 0.0000050 EM
24 -0.30688610D+04 0.0135771 0.0000044 EM
25 -0.30688489D+04 0.0121386 0.0000040 EM
26 -0.30688380D+04 0.0109196 0.0000036 EM
27 -0.30688281D+04 0.0098671 0.0000032 EM
28 -0.30688192D+04 0.0089448 0.0000029 EM
29 -0.30688110D+04 0.0081286 0.0000026 EM
30 -0.30688036D+04 0.0074006 0.0000024 EM
31 -0.30687969D+04 0.0067478 0.0000022 EM
32 -0.30687907D+04 0.0061599 0.0000020 EM
33 -0.30687851D+04 0.0056290 0.0000018 EM
34 -0.30687799D+04 0.0051483 0.0000017 EM
35 -0.30687752D+04 0.0047124 0.0000015 EM
36 -0.30687464D+04 0.0288498 0.0000094 FS
37 -0.30687441D+04 0.0022444 0.0000007 FS
38 -0.30687379D+04 0.0062507 0.0000020 EM
39 -0.30687349D+04 0.0030308 0.0000010 EM
40 -0.30687328D+04 0.0020917 0.0000007 EM
41 -0.30687312D+04 0.0015341 0.0000005 EM
42 -0.30687300D+04 0.0011832 0.0000004 EM
43 -0.30687291D+04 0.0009515 0.0000003 EM
44 -0.30687283D+04 0.0007923 0.0000003 EM
45 -0.30687276D+04 0.0006765 0.0000002 EM
46 -0.30687270D+04 0.0005901 0.0000002 EM
47 -0.30687265D+04 0.0005225 0.0000002 EM
48 -0.30687260D+04 0.0004678 0.0000002 EM
49 -0.30687256D+04 0.0004221 0.0000001 EM
50 -0.30687252D+04 0.0003831 0.0000001 EM
51 -0.30687249D+04 0.0003491 0.0000001 EM
52 -0.30687246D+04 0.0003190 0.0000001 EM
53 -0.30687243D+04 0.0002921 0.0000001 EM
54 -0.30687240D+04 0.0002678 0.0000001 EM
55 -0.30687238D+04 0.0002459 0.0000001 EM
56 -0.30687235D+04 0.0002259 0.0000001 EM
57 -0.30687233D+04 0.0002076 0.0000001 EM
58 -0.30687231D+04 0.0001910 0.0000001 EM
59 -0.30687230D+04 0.0001757 0.0000001 EM
60 -0.30687228D+04 0.0001617 0.0000001 EM
61 -0.30687227D+04 0.0001488 0.0000000 EM
62 -0.30687225D+04 0.0001371 0.0000000 EM
63 -0.30687224D+04 0.0001262 0.0000000 EM
64 -0.30687223D+04 0.0001163 0.0000000 EM
65 -0.30687222D+04 0.0001072 0.0000000 EM
66 -0.30687221D+04 0.0000988 0.0000000 EM
67 -0.30687220D+04 0.0000911 0.0000000 EM
68 -0.30687219D+04 0.0000840 0.0000000 EM
69 -0.30687218D+04 0.0000774 0.0000000 EM
70 -0.30687217D+04 0.0000714 0.0000000 EM
71 -0.30687217D+04 0.0000659 0.0000000 EM
72 -0.30687216D+04 0.0000608 0.0000000 EM
73 -0.30687216D+04 0.0000562 0.0000000 EM
74 -0.30687215D+04 0.0000518 0.0000000 EM
75 -0.30687215D+04 0.0000479 0.0000000 EM
76 -0.30687214D+04 0.0000442 0.0000000 EM
77 -0.30687209D+04 0.0005683 0.0000002 QN
78 -0.30687209D+04 0.0000000 0.0000000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11
10 -0.30709815D+04 0.7368844 0.0002399 EM
11 -0.30703874D+04 0.5941049 0.0001935 EM
12 -0.30698493D+04 0.5381446 0.0001753 EM
13 -0.30693159D+04 0.5333264 0.0001737 EM
14 -0.30687573D+04 0.5586399 0.0001820 EM
15 -0.30681543D+04 0.6030253 0.0001965 EM
16 -0.30674931D+04 0.6611438 0.0002155 EM
17 -0.30667628D+04 0.7303685 0.0002381 EM
18 -0.30659541D+04 0.8086769 0.0002637 EM
19 -0.30650610D+04 0.8930539 0.0002913 EM
20 -0.30640827D+04 0.9782816 0.0003192 EM
21 -0.30630267D+04 1.0559908 0.0003446 EM
22 -0.30619122D+04 1.1145135 0.0003639 EM
23 -0.30607721D+04 1.1401606 0.0003724 EM
24 -0.30596521D+04 1.1199879 0.0003659 EM
25 -0.30586056D+04 1.0465340 0.0003420 EM
26 -0.30576830D+04 0.9225980 0.0003016 EM
27 -0.30569195D+04 0.7634708 0.0002497 EM
28 -0.30563263D+04 0.5932070 0.0001941 EM
29 -0.30558906D+04 0.4356399 0.0001425 EM
30 -0.30555847D+04 0.3059579 0.0001001 EM
31 -0.30553763D+04 0.2083690 0.0000682 EM
32 -0.30552370D+04 0.1393472 0.0000456 EM
33 -0.30551446D+04 0.0923690 0.0000302 EM
34 -0.30550835D+04 0.0610474 0.0000200 EM
35 -0.30550432D+04 0.0403545 0.0000132 EM
36 -0.30549735D+04 0.0696714 0.0000228 FS
37 -0.30549648D+04 0.0086957 0.0000028 FS
38 -0.30549634D+04 0.0014130 0.0000005 FS
39 -0.30549632D+04 0.0002567 0.0000001 FS
40 -0.30549631D+04 0.0000533 0.0000000 FS
41 -0.30549631D+04 0.0000136 0.0000000 FS
42 -0.30549631D+04 0.0000047 0.0000000 FS
43 -0.30549631D+04 0.0000020 0.0000000 FS
44 -0.30549631D+04 0.0000010 0.0000000 FS
45 -0.30549631D+04 0.0000005 0.0000000 FS
46 -0.30549631D+04 0.0000003 0.0000000 FS
47 -0.30549631D+04 0.0000002 0.0000000 FS
48 -0.30549631D+04 0.0000001 0.0000000 FS
49 -0.30549631D+04 0.0000001 0.0000000 EM
50 -0.30549631D+04 0.0000000 0.0000000 EM
51 -0.30549631D+04 0.0000000 0.0000000 EM
Beginning Time: 23:13:08
Ending Time: 23:13:09
Elapsed Time: 00:00:01
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