Mplus VERSION 8.8
MUTHEN & MUTHEN
04/19/2022 11:05 PM
INPUT INSTRUCTIONS
TITLE: this is an example of a two-level multiple
indicator growth model with categorical
outcomes using multiple imputation data
DATA: FILE = ex11.8implist.dat;
TYPE = IMPUTATION;
VARIABLE: NAMES are u11 u21 u31 u12 u22 u32 u13 u23 u33 clus;
CATEGORICAL = u11-u33;
CLUSTER = clus;
ANALYSIS: TYPE = TWOLEVEL;
ESTIMATOR = WLSMV;
PROCESSORS = 2;
MODEL: %WITHIN%
f1w BY u11
u21 (1)
u31 (2);
f2w BY u12
u22 (1)
u32 (2);
f3w BY u13
u23 (1)
u33 (2);
iw sw | f1w@0 f2w@1 f3w@2;
%BETWEEN%
f1b BY u11
u21 (1)
u31 (2);
f2b BY u12
u22 (1)
u32 (2);
f3b BY u13
u23 (1)
u33 (2);
[u11$1 u12$1 u13$1] (3);
[u21$1 u22$1 u23$1] (4);
[u31$1 u32$1 u33$1] (5);
u11-u33;
ib sb | f1b@0 f2b@1 f3b@2;
[f1b-f3b@0 ib@0 sb];
f1b-f3b (6);
OUTPUT: TECH1 TECH8;
SAVEDATA: SWMATRIX = ex11.8sw*.dat;
INPUT READING TERMINATED NORMALLY
this is an example of a two-level multiple
indicator growth model with categorical
outcomes using multiple imputation data
SUMMARY OF ANALYSIS
Number of groups 1
Average number of observations 1000
Number of replications
Requested 5
Completed 5
Number of dependent variables 9
Number of independent variables 0
Number of continuous latent variables 10
Observed dependent variables
Binary and ordered categorical (ordinal)
U11 U21 U31 U12 U22 U32
U13 U23 U33
Continuous latent variables
F1W F2W F3W IW SW F1B
F2B F3B IB SB
Variables with special functions
Cluster variable CLUS
Estimator WLSMV
Optimization Specifications for the Quasi-Newton Algorithm for
Continuous Outcomes
Maximum number of iterations 1000
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 10
Minimum value for logit thresholds -10
Minimum expected cell size for chi-square 0.100D-01
Optimization algorithm FS
Integration Specifications
Type STANDARD
Number of integration points 7
Dimensions of numerical integration 2
Adaptive quadrature ON
Link PROBIT
Cholesky ON
Input data file(s)
Multiple data files from
ex11.8implist.dat
Input data format FREE
SUMMARY OF DATA FOR THE FIRST DATA SET
Number of clusters 20
Average cluster size 50.000
Estimated Intraclass Correlations for the Y Variables
Intraclass Intraclass Intraclass
Variable Correlation Variable Correlation Variable Correlation
U11 0.292 U21 0.344 U31 0.318
U12 0.426 U22 0.437 U32 0.335
U13 0.318 U23 0.219 U33 0.224
UNIVARIATE PROPORTIONS FOR CATEGORICAL VARIABLES
NOTE: These are average results over 5 data sets.
U11
Category 1 0.511
Category 2 0.489
U21
Category 1 0.460
Category 2 0.540
U31
Category 1 0.602
Category 2 0.398
U12
Category 1 0.292
Category 2 0.708
U22
Category 1 0.221
Category 2 0.779
U32
Category 1 0.365
Category 2 0.635
U13
Category 1 0.228
Category 2 0.772
U23
Category 1 0.156
Category 2 0.844
U33
Category 1 0.317
Category 2 0.683
SAMPLE STATISTICS
NOTE: These are average results over 5 data sets.
ESTIMATED SAMPLE STATISTICS
MEANS/INTERCEPTS/THRESHOLDS
U11$1 U21$1 U31$1 U12$1 U22$1
________ ________ ________ ________ ________
0.031 -0.148 0.329 -0.725 -1.035
MEANS/INTERCEPTS/THRESHOLDS
U32$1 U13$1 U23$1 U33$1
________ ________ ________ ________
-0.416 -0.887 -1.139 -0.571
WITHIN LEVEL VARIANCE/COVARIANCE
U11 U21 U31 U12 U22
________ ________ ________ ________ ________
U11 1.000
U21 0.610 1.000
U31 0.487 0.568 1.000
U12 0.346 0.439 0.384 1.000
U22 0.287 0.386 0.303 0.576 1.000
U32 0.297 0.368 0.331 0.619 0.598
U13 0.291 0.307 0.392 0.531 0.574
U23 0.178 0.244 0.245 0.550 0.533
U33 0.248 0.322 0.322 0.477 0.549
WITHIN LEVEL VARIANCE/COVARIANCE
U32 U13 U23 U33
________ ________ ________ ________
U32 1.000
U13 0.574 1.000
U23 0.527 0.751 1.000
U33 0.525 0.746 0.706 1.000
WITHIN LEVEL CORRELATION
U11 U21 U31 U12 U22
________ ________ ________ ________ ________
U11 1.000
U21 0.610 1.000
U31 0.487 0.568 1.000
U12 0.346 0.439 0.384 1.000
U22 0.287 0.386 0.303 0.576 1.000
U32 0.297 0.368 0.331 0.619 0.598
U13 0.291 0.307 0.392 0.531 0.574
U23 0.178 0.244 0.245 0.550 0.533
U33 0.248 0.322 0.322 0.477 0.549
WITHIN LEVEL CORRELATION
U32 U13 U23 U33
________ ________ ________ ________
U32 1.000
U13 0.574 1.000
U23 0.527 0.751 1.000
U33 0.525 0.746 0.706 1.000
BETWEEN LEVEL VARIANCE/COVARIANCE
U11 U21 U31 U12 U22
________ ________ ________ ________ ________
U11 0.412
U21 0.226 0.524
U31 0.243 0.051 0.467
U12 0.305 0.311 0.351 0.613
U22 0.271 0.225 0.273 0.423 0.774
U32 0.136 0.095 0.152 0.279 0.221
U13 0.171 0.227 0.147 0.216 0.275
U23 0.176 0.129 0.116 0.156 0.291
U33 0.169 0.150 0.082 0.064 0.230
BETWEEN LEVEL VARIANCE/COVARIANCE
U32 U13 U23 U33
________ ________ ________ ________
U32 0.477
U13 0.017 0.446
U23 0.099 0.258 0.279
U33 0.070 0.266 0.249 0.385
BETWEEN LEVEL CORRELATION
U11 U21 U31 U12 U22
________ ________ ________ ________ ________
U11 1.000
U21 0.486 1.000
U31 0.553 0.104 1.000
U12 0.607 0.549 0.656 1.000
U22 0.480 0.353 0.454 0.614 1.000
U32 0.307 0.190 0.322 0.517 0.364
U13 0.399 0.468 0.322 0.413 0.469
U23 0.519 0.337 0.322 0.377 0.625
U33 0.424 0.334 0.194 0.132 0.420
BETWEEN LEVEL CORRELATION
U32 U13 U23 U33
________ ________ ________ ________
U32 1.000
U13 0.036 1.000
U23 0.273 0.731 1.000
U33 0.163 0.643 0.761 1.000
MODEL FIT INFORMATION
Number of Free Parameters 25
Chi-Square Test of Model Fit
Degrees of freedom 65
Mean 57.060
Std Dev 1.635
Number of successful computations 5
Proportions Percentiles
Expected Observed Expected Observed
0.990 1.000 41.444 55.581
0.980 1.000 43.779 55.581
0.950 1.000 47.450 55.581
0.900 1.000 50.883 55.581
0.800 1.000 55.262 55.581
0.700 0.200 58.573 55.581
0.500 0.000 64.335 55.937
0.300 0.000 70.462 56.544
0.200 0.000 74.351 57.072
0.100 0.000 79.973 57.072
0.050 0.000 84.821 57.072
0.020 0.000 90.501 57.072
0.010 0.000 94.422 57.072
RMSEA (Root Mean Square Error Of Approximation)
Mean 0.000
Std Dev 0.000
Number of successful computations 5
Cumulative Distribution Function
Value Function Value
0.990 1.000
0.980 1.000
0.950 1.000
0.900 1.000
0.800 1.000
0.700 1.000
0.500 1.000
0.300 1.000
0.200 1.000
0.100 1.000
0.050 1.000
0.020 1.000
0.010 1.000
CFI/TLI
CFI
Mean 1.000
Std Dev 0.000
Number of successful computations 5
Cumulative Distribution Function
Value Function Value
0.990 0.000
0.980 0.000
0.950 0.000
0.900 0.000
0.800 0.000
0.700 0.000
0.500 0.000
0.300 0.000
0.200 0.000
0.100 0.000
0.050 0.000
0.020 0.000
0.010 0.000
TLI
Mean 1.011
Std Dev 0.002
Number of successful computations 5
Cumulative Distribution Function
Value Function Value
0.990 0.000
0.980 0.000
0.950 0.000
0.900 0.000
0.800 0.000
0.700 0.000
0.500 0.000
0.300 0.000
0.200 0.000
0.100 0.000
0.050 0.000
0.020 0.000
0.010 0.000
SRMR (Standardized Root Mean Square Residual) for the WITHIN level
Mean 0.048
Std Dev 0.005
Number of successful computations 5
Cumulative Distribution Function
Value Function Value
0.990 1.000
0.980 1.000
0.950 1.000
0.900 1.000
0.800 1.000
0.700 1.000
0.500 1.000
0.300 1.000
0.200 1.000
0.100 1.000
0.050 0.600
0.020 0.000
0.010 0.000
SRMR (Standardized Root Mean Square Residual) for the BETWEEN level
Mean 0.140
Std Dev 0.012
Number of successful computations 5
Cumulative Distribution Function
Value Function Value
0.990 1.000
0.980 1.000
0.950 1.000
0.900 1.000
0.800 1.000
0.700 1.000
0.500 1.000
0.300 1.000
0.200 1.000
0.100 0.000
0.050 0.000
0.020 0.000
0.010 0.000
MODEL RESULTS
Two-Tailed Rate of
Estimate S.E. Est./S.E. P-Value Missing
Within Level
IW |
F1W 1.000 0.000 999.000 999.000 0.000
F2W 1.000 0.000 999.000 999.000 0.000
F3W 1.000 0.000 999.000 999.000 0.000
SW |
F1W 0.000 0.000 999.000 999.000 0.000
F2W 1.000 0.000 999.000 999.000 0.000
F3W 2.000 0.000 999.000 999.000 0.000
F1W BY
U11 1.000 0.000 999.000 999.000 0.000
U21 1.057 0.162 6.522 0.000 0.309
U31 0.912 0.137 6.680 0.000 0.190
F2W BY
U12 1.000 0.000 999.000 999.000 0.000
U22 1.057 0.162 6.522 0.000 0.309
U32 0.912 0.137 6.680 0.000 0.190
F3W BY
U13 1.000 0.000 999.000 999.000 0.000
U23 1.057 0.162 6.522 0.000 0.309
U33 0.912 0.137 6.680 0.000 0.190
SW WITH
IW 0.003 0.162 0.017 0.986 0.467
Variances
IW 0.851 0.315 2.699 0.007 0.284
SW 0.456 0.195 2.340 0.019 0.293
Residual Variances
F1W 0.406 0.263 1.543 0.123 0.362
F2W 0.237 0.297 0.797 0.425 0.194
F3W 0.315 0.457 0.689 0.491 0.526
Between Level
IB |
F1B 1.000 0.000 999.000 999.000 0.000
F2B 1.000 0.000 999.000 999.000 0.000
F3B 1.000 0.000 999.000 999.000 0.000
SB |
F1B 0.000 0.000 999.000 999.000 0.000
F2B 1.000 0.000 999.000 999.000 0.000
F3B 2.000 0.000 999.000 999.000 0.000
F1B BY
U11 1.000 0.000 999.000 999.000 0.000
U21 1.057 0.162 6.522 0.000 0.309
U31 0.912 0.137 6.680 0.000 0.190
F2B BY
U12 1.000 0.000 999.000 999.000 0.000
U22 1.057 0.162 6.522 0.000 0.309
U32 0.912 0.137 6.680 0.000 0.190
F3B BY
U13 1.000 0.000 999.000 999.000 0.000
U23 1.057 0.162 6.522 0.000 0.309
U33 0.912 0.137 6.680 0.000 0.190
SB WITH
IB 0.099 0.132 0.752 0.452 0.043
Means
IB 0.000 0.000 999.000 999.000 0.000
SB 0.942 0.151 6.253 0.000 0.074
Intercepts
F1B 0.000 0.000 999.000 999.000 0.000
F2B 0.000 0.000 999.000 999.000 0.000
F3B 0.000 0.000 999.000 999.000 0.000
Thresholds
U11$1 0.024 0.237 0.102 0.919 0.001
U21$1 -0.407 0.227 -1.791 0.073 0.006
U31$1 0.428 0.201 2.127 0.033 0.037
U12$1 0.024 0.237 0.102 0.919 0.001
U22$1 -0.407 0.227 -1.791 0.073 0.006
U32$1 0.428 0.201 2.127 0.033 0.037
U13$1 0.024 0.237 0.102 0.919 0.001
U23$1 -0.407 0.227 -1.791 0.073 0.006
U33$1 0.428 0.201 2.127 0.033 0.037
Variances
IB 0.239 0.227 1.051 0.293 0.073
SB -0.038 0.109 -0.352 0.725 0.063
Residual Variances
U11 0.455 0.345 1.320 0.187 0.001
U21 0.731 0.603 1.211 0.226 0.003
U31 0.561 0.317 1.769 0.077 0.001
U12 0.918 0.841 1.092 0.275 0.052
U22 1.400 0.903 1.550 0.121 0.051
U32 0.560 0.358 1.564 0.118 0.014
U13 1.062 0.514 2.065 0.039 0.108
U23 0.417 0.370 1.126 0.260 0.085
U33 0.766 0.555 1.381 0.167 0.261
F1B 0.236 0.212 1.111 0.266 0.020
F2B 0.236 0.212 1.111 0.266 0.020
F3B 0.236 0.212 1.111 0.266 0.020
QUALITY OF NUMERICAL RESULTS
Average Condition Number for the Information Matrix 0.348E-03
(ratio of smallest to largest eigenvalue)
TECHNICAL 1 OUTPUT
PARAMETER SPECIFICATION FOR WITHIN
TAU
U11$1 U21$1 U31$1 U12$1 U22$1
________ ________ ________ ________ ________
0 0 0 0 0
TAU
U32$1 U13$1 U23$1 U33$1
________ ________ ________ ________
0 0 0 0
NU
U11 U21 U31 U12 U22
________ ________ ________ ________ ________
0 0 0 0 0
NU
U32 U13 U23 U33
________ ________ ________ ________
0 0 0 0
LAMBDA
F1W F2W F3W IW SW
________ ________ ________ ________ ________
U11 0 0 0 0 0
U21 1 0 0 0 0
U31 2 0 0 0 0
U12 0 0 0 0 0
U22 0 1 0 0 0
U32 0 2 0 0 0
U13 0 0 0 0 0
U23 0 0 1 0 0
U33 0 0 2 0 0
THETA
U11 U21 U31 U12 U22
________ ________ ________ ________ ________
U11 0
U21 0 0
U31 0 0 0
U12 0 0 0 0
U22 0 0 0 0 0
U32 0 0 0 0 0
U13 0 0 0 0 0
U23 0 0 0 0 0
U33 0 0 0 0 0
THETA
U32 U13 U23 U33
________ ________ ________ ________
U32 0
U13 0 0
U23 0 0 0
U33 0 0 0 0
ALPHA
F1W F2W F3W IW SW
________ ________ ________ ________ ________
0 0 0 0 0
BETA
F1W F2W F3W IW SW
________ ________ ________ ________ ________
F1W 0 0 0 0 0
F2W 0 0 0 0 0
F3W 0 0 0 0 0
IW 0 0 0 0 0
SW 0 0 0 0 0
PSI
F1W F2W F3W IW SW
________ ________ ________ ________ ________
F1W 3
F2W 0 4
F3W 0 0 5
IW 0 0 0 6
SW 0 0 0 7 8
PARAMETER SPECIFICATION FOR BETWEEN
TAU
U11$1 U21$1 U31$1 U12$1 U22$1
________ ________ ________ ________ ________
23 24 25 23 24
TAU
U32$1 U13$1 U23$1 U33$1
________ ________ ________ ________
25 23 24 25
NU
U11 U21 U31 U12 U22
________ ________ ________ ________ ________
0 0 0 0 0
NU
U32 U13 U23 U33
________ ________ ________ ________
0 0 0 0
LAMBDA
F1B F2B F3B IB SB
________ ________ ________ ________ ________
U11 0 0 0 0 0
U21 1 0 0 0 0
U31 2 0 0 0 0
U12 0 0 0 0 0
U22 0 1 0 0 0
U32 0 2 0 0 0
U13 0 0 0 0 0
U23 0 0 1 0 0
U33 0 0 2 0 0
THETA
U11 U21 U31 U12 U22
________ ________ ________ ________ ________
U11 9
U21 0 10
U31 0 0 11
U12 0 0 0 12
U22 0 0 0 0 13
U32 0 0 0 0 0
U13 0 0 0 0 0
U23 0 0 0 0 0
U33 0 0 0 0 0
THETA
U32 U13 U23 U33
________ ________ ________ ________
U32 14
U13 0 15
U23 0 0 16
U33 0 0 0 17
ALPHA
F1B F2B F3B IB SB
________ ________ ________ ________ ________
0 0 0 0 18
BETA
F1B F2B F3B IB SB
________ ________ ________ ________ ________
F1B 0 0 0 0 0
F2B 0 0 0 0 0
F3B 0 0 0 0 0
IB 0 0 0 0 0
SB 0 0 0 0 0
PSI
F1B F2B F3B IB SB
________ ________ ________ ________ ________
F1B 19
F2B 0 19
F3B 0 0 19
IB 0 0 0 20
SB 0 0 0 21 22
STARTING VALUES FOR WITHIN
TAU
U11$1 U21$1 U31$1 U12$1 U22$1
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
TAU
U32$1 U13$1 U23$1 U33$1
________ ________ ________ ________
0.000 0.000 0.000 0.000
NU
U11 U21 U31 U12 U22
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U32 U13 U23 U33
________ ________ ________ ________
0.000 0.000 0.000 0.000
LAMBDA
F1W F2W F3W IW SW
________ ________ ________ ________ ________
U11 1.000 0.000 0.000 0.000 0.000
U21 1.000 0.000 0.000 0.000 0.000
U31 1.000 0.000 0.000 0.000 0.000
U12 0.000 1.000 0.000 0.000 0.000
U22 0.000 1.000 0.000 0.000 0.000
U32 0.000 1.000 0.000 0.000 0.000
U13 0.000 0.000 1.000 0.000 0.000
U23 0.000 0.000 1.000 0.000 0.000
U33 0.000 0.000 1.000 0.000 0.000
THETA
U11 U21 U31 U12 U22
________ ________ ________ ________ ________
U11 1.000
U21 0.000 1.000
U31 0.000 0.000 1.000
U12 0.000 0.000 0.000 1.000
U22 0.000 0.000 0.000 0.000 1.000
U32 0.000 0.000 0.000 0.000 0.000
U13 0.000 0.000 0.000 0.000 0.000
U23 0.000 0.000 0.000 0.000 0.000
U33 0.000 0.000 0.000 0.000 0.000
THETA
U32 U13 U23 U33
________ ________ ________ ________
U32 1.000
U13 0.000 1.000
U23 0.000 0.000 1.000
U33 0.000 0.000 0.000 1.000
ALPHA
F1W F2W F3W IW SW
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
BETA
F1W F2W F3W IW SW
________ ________ ________ ________ ________
F1W 0.000 0.000 0.000 1.000 0.000
F2W 0.000 0.000 0.000 1.000 1.000
F3W 0.000 0.000 0.000 1.000 2.000
IW 0.000 0.000 0.000 0.000 0.000
SW 0.000 0.000 0.000 0.000 0.000
PSI
F1W F2W F3W IW SW
________ ________ ________ ________ ________
F1W 0.050
F2W 0.000 0.050
F3W 0.000 0.000 0.050
IW 0.000 0.000 0.000 0.050
SW 0.000 0.000 0.000 0.000 0.050
STARTING VALUES FOR BETWEEN
TAU
U11$1 U21$1 U31$1 U12$1 U22$1
________ ________ ________ ________ ________
-0.377 -0.567 -0.164 -0.377 -0.567
TAU
U32$1 U13$1 U23$1 U33$1
________ ________ ________ ________
-0.164 -0.377 -0.567 -0.164
NU
U11 U21 U31 U12 U22
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U32 U13 U23 U33
________ ________ ________ ________
0.000 0.000 0.000 0.000
LAMBDA
F1B F2B F3B IB SB
________ ________ ________ ________ ________
U11 1.000 0.000 0.000 0.000 0.000
U21 1.000 0.000 0.000 0.000 0.000
U31 1.000 0.000 0.000 0.000 0.000
U12 0.000 1.000 0.000 0.000 0.000
U22 0.000 1.000 0.000 0.000 0.000
U32 0.000 1.000 0.000 0.000 0.000
U13 0.000 0.000 1.000 0.000 0.000
U23 0.000 0.000 1.000 0.000 0.000
U33 0.000 0.000 1.000 0.000 0.000
THETA
U11 U21 U31 U12 U22
________ ________ ________ ________ ________
U11 1.000
U21 0.000 1.000
U31 0.000 0.000 1.000
U12 0.000 0.000 0.000 1.000
U22 0.000 0.000 0.000 0.000 1.000
U32 0.000 0.000 0.000 0.000 0.000
U13 0.000 0.000 0.000 0.000 0.000
U23 0.000 0.000 0.000 0.000 0.000
U33 0.000 0.000 0.000 0.000 0.000
THETA
U32 U13 U23 U33
________ ________ ________ ________
U32 1.000
U13 0.000 1.000
U23 0.000 0.000 1.000
U33 0.000 0.000 0.000 1.000
ALPHA
F1B F2B F3B IB SB
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
BETA
F1B F2B F3B IB SB
________ ________ ________ ________ ________
F1B 0.000 0.000 0.000 1.000 0.000
F2B 0.000 0.000 0.000 1.000 1.000
F3B 0.000 0.000 0.000 1.000 2.000
IB 0.000 0.000 0.000 0.000 0.000
SB 0.000 0.000 0.000 0.000 0.000
PSI
F1B F2B F3B IB SB
________ ________ ________ ________ ________
F1B 0.050
F2B 0.000 0.050
F3B 0.000 0.000 0.050
IB 0.000 0.000 0.000 0.050
SB 0.000 0.000 0.000 0.000 0.050
TECHNICAL 8 OUTPUT
UNIVARIATE ESTIMATION FOR U11
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.62402686D+03 0.0000000 0.0000000 EM
2 -0.62011331D+03 3.9135481 0.0062714 FS
3 -0.61710370D+03 3.0096114 0.0048533 FS
4 -0.61516818D+03 1.9355202 0.0031365 FS
5 -0.61430004D+03 0.8681388 0.0014112 FS
6 -0.61413178D+03 0.1682647 0.0002739 FS
7 -0.61412843D+03 0.0033456 0.0000054 FS
8 -0.61412857D+03 -0.0001440 -0.0000002 EM
UNIVARIATE ESTIMATION FOR U21
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.60673447D+03 0.0000000 0.0000000 EM
2 -0.60148746D+03 5.2470039 0.0086479 FS
3 -0.59748481D+03 4.0026502 0.0066546 FS
4 -0.59456557D+03 2.9192426 0.0048859 FS
5 -0.59246886D+03 2.0967126 0.0035265 FS
6 -0.59111724D+03 1.3516141 0.0022813 FS
7 -0.59049083D+03 0.6264144 0.0010597 FS
8 -0.59032132D+03 0.1695113 0.0002871 FS
9 -0.59030273D+03 0.0185912 0.0000315 FS
10 -0.59030206D+03 0.0006687 0.0000011 FS
11 -0.59030206D+03 -0.0000065 0.0000000 EM
UNIVARIATE ESTIMATION FOR U31
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.61081745D+03 0.0000000 0.0000000 EM
2 -0.60636777D+03 4.4496748 0.0072848 FS
3 -0.60245107D+03 3.9167042 0.0064593 FS
4 -0.59920507D+03 3.2459939 0.0053880 FS
5 -0.59669338D+03 2.5116917 0.0041917 FS
6 -0.59493980D+03 1.7535877 0.0029388 FS
7 -0.59388865D+03 1.0511480 0.0017668 FS
8 -0.59338123D+03 0.5074219 0.0008544 FS
9 -0.59319612D+03 0.1851007 0.0003119 FS
10 -0.59314660D+03 0.0495235 0.0000835 FS
11 -0.59313659D+03 0.0100064 0.0000169 FS
12 -0.59313498D+03 0.0016106 0.0000027 FS
13 -0.59313479D+03 0.0001971 0.0000003 FS
UNIVARIATE ESTIMATION FOR U12
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.57644548D+03 0.0000000 0.0000000 EM
2 -0.56498718D+03 11.4583002 0.0198775 FS
3 -0.56017279D+03 4.8143832 0.0085212 FS
4 -0.55578284D+03 4.3899548 0.0078368 FS
5 -0.55176838D+03 4.0144564 0.0072231 FS
6 -0.54812437D+03 3.6440095 0.0066042 FS
7 -0.54489146D+03 3.2329113 0.0058981 FS
8 -0.54210258D+03 2.7888816 0.0051182 FS
9 -0.53979053D+03 2.3120501 0.0042650 FS
10 -0.53797434D+03 1.8161910 0.0033646 FS
11 -0.53665222D+03 1.3221155 0.0024576 FS
12 -0.53578335D+03 0.8688697 0.0016191 FS
13 -0.53528653D+03 0.4968269 0.0009273 FS
14 -0.53504512D+03 0.2414045 0.0004510 FS
15 -0.53495072D+03 0.0943998 0.0001764 FS
16 -0.53493217D+03 0.0185571 0.0000347 FS
17 -0.53492223D+03 0.0099395 0.0000186 EM
18 -0.53491611D+03 0.0061167 0.0000114 EM
19 -0.53491224D+03 0.0038663 0.0000072 EM
20 -0.53490977D+03 0.0024774 0.0000046 EM
21 -0.53490815D+03 0.0016138 0.0000030 EM
22 -0.53490708D+03 0.0010728 0.0000020 EM
23 -0.53490635D+03 0.0007304 0.0000014 EM
24 -0.53490584D+03 0.0005117 0.0000010 EM
UNIVARIATE ESTIMATION FOR U22
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.50526239D+03 0.0000000 0.0000000 EM
2 -0.49284560D+03 12.4167898 0.0245749 FS
3 -0.48281092D+03 10.0346833 0.0203607 FS
4 -0.47329707D+03 9.5138502 0.0197051 FS
5 -0.46435501D+03 8.9420607 0.0188931 FS
6 -0.45609539D+03 8.2596215 0.0177873 FS
7 -0.44868405D+03 7.4113398 0.0162495 FS
8 -0.44235432D+03 6.3297219 0.0141073 FS
9 -0.43741522D+03 4.9391024 0.0111655 FS
10 -0.43419943D+03 3.2157947 0.0073518 FS
11 -0.43279219D+03 1.4072334 0.0032410 FS
12 -0.43254157D+03 0.2506203 0.0005791 FS
13 -0.43253606D+03 0.0055123 0.0000127 FS
14 -0.43253654D+03 -0.0004825 -0.0000011 EM
UNIVARIATE ESTIMATION FOR U32
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.59215707D+03 0.0000000 0.0000000 EM
2 -0.58548289D+03 6.6741849 0.0112710 FS
3 -0.57968389D+03 5.7989992 0.0099046 FS
4 -0.57490744D+03 4.7764461 0.0082397 FS
5 -0.57134249D+03 3.5649516 0.0062009 FS
6 -0.56910853D+03 2.2339543 0.0039100 FS
7 -0.56808863D+03 1.0199001 0.0017921 FS
8 -0.56781841D+03 0.2702262 0.0004757 FS
9 -0.56778587D+03 0.0325337 0.0000573 FS
10 -0.56778431D+03 0.0015673 0.0000028 FS
11 -0.56778441D+03 -0.0001078 -0.0000002 EM
UNIVARIATE ESTIMATION FOR U13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.53328355D+03 0.0000000 0.0000000 EM
2 -0.52099187D+03 12.2916770 0.0230490 FS
3 -0.51066814D+03 10.3237273 0.0198155 FS
4 -0.50165638D+03 9.0117614 0.0176470 FS
5 -0.49394437D+03 7.7120074 0.0153731 FS
6 -0.48762325D+03 6.3211218 0.0127972 FS
7 -0.48282297D+03 4.8002842 0.0098442 FS
8 -0.47961888D+03 3.2040898 0.0066362 FS
9 -0.47788331D+03 1.7355679 0.0036186 FS
10 -0.47718698D+03 0.6963300 0.0014571 FS
11 -0.47698632D+03 0.2006640 0.0004205 FS
12 -0.47694196D+03 0.0443542 0.0000930 FS
13 -0.47693437D+03 0.0075869 0.0000159 FS
14 -0.47693344D+03 0.0009373 0.0000020 FS
15 -0.47693339D+03 0.0000480 0.0000001 FS
UNIVARIATE ESTIMATION FOR U23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.49227615D+03 0.0000000 0.0000000 EM
2 -0.47309882D+03 19.1773269 0.0389564 FS
3 -0.45693755D+03 16.1612664 0.0341604 FS
4 -0.44443565D+03 12.5019006 0.0273602 FS
5 -0.43462529D+03 9.8103644 0.0220738 FS
6 -0.42680954D+03 7.8157454 0.0179827 FS
7 -0.42080329D+03 6.0062521 0.0140724 FS
8 -0.41653196D+03 4.2713315 0.0101504 FS
9 -0.41382220D+03 2.7097554 0.0065055 FS
10 -0.41233349D+03 1.4887167 0.0035975 FS
11 -0.41163881D+03 0.6946805 0.0016848 FS
12 -0.41137145D+03 0.2673536 0.0006495 FS
13 -0.41129181D+03 0.0796460 0.0001936 FS
14 -0.41127419D+03 0.0176194 0.0000428 FS
15 -0.41127118D+03 0.0030031 0.0000073 FS
16 -0.41127079D+03 0.0003923 0.0000010 FS
UNIVARIATE ESTIMATION FOR U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.59212935D+03 0.0000000 0.0000000 EM
2 -0.58428135D+03 7.8479997 0.0132539 FS
3 -0.57920475D+03 5.0765927 0.0086886 FS
4 -0.57475741D+03 4.4473405 0.0076784 FS
5 -0.57096340D+03 3.7940118 0.0066011 FS
6 -0.56792256D+03 3.0408381 0.0053258 FS
7 -0.56569317D+03 2.2293934 0.0039255 FS
8 -0.56427124D+03 1.4219329 0.0025136 FS
9 -0.56353877D+03 0.7324709 0.0012981 FS
10 -0.56326156D+03 0.2772093 0.0004919 FS
11 -0.56319026D+03 0.0712976 0.0001266 FS
12 -0.56317784D+03 0.0124219 0.0000221 FS
13 -0.56317629D+03 0.0015490 0.0000028 FS
14 -0.56317617D+03 0.0001193 0.0000002 FS
BIVARIATE ESTIMATION FOR U11 AND U21
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.12166413D+04 0.0000000 0.0000000 EM
2 -0.11879047D+04 28.7365854 0.0236196 FS
3 -0.11722845D+04 15.6202058 0.0131494 FS
4 -0.11577831D+04 14.5014007 0.0123702 FS
5 -0.11457104D+04 12.0726990 0.0104274 FS
6 -0.11392295D+04 6.4809050 0.0056567 FS
7 -0.11388696D+04 0.3599491 0.0003160 FS
8 -0.11388292D+04 0.0403701 0.0000354 FS
9 -0.11388282D+04 0.0009841 0.0000009 FS
BIVARIATE ESTIMATION FOR U11 AND U31
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.12056806D+04 0.0000000 0.0000000 EM
2 -0.11925616D+04 13.1189501 0.0108809 FS
3 -0.11799281D+04 12.6335595 0.0105936 FS
4 -0.11702139D+04 9.7141870 0.0082329 FS
5 -0.11657415D+04 4.4723838 0.0038219 FS
6 -0.11652353D+04 0.5062515 0.0004343 FS
7 -0.11652199D+04 0.0153765 0.0000132 FS
8 -0.11652194D+04 0.0005304 0.0000005 FS
BIVARIATE ESTIMATION FOR U21 AND U31
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11916810D+04 0.0000000 0.0000000 EM
2 -0.11691562D+04 22.5247838 0.0189017 FS
3 -0.11551395D+04 14.0167758 0.0119888 FS
4 -0.11430358D+04 12.1036512 0.0104781 FS
5 -0.11341124D+04 8.9234059 0.0078068 FS
6 -0.11309209D+04 3.1914718 0.0028141 FS
7 -0.11308677D+04 0.0532362 0.0000471 FS
8 -0.11308645D+04 0.0032232 0.0000029 FS
9 -0.11308641D+04 0.0003500 0.0000003 FS
BIVARIATE ESTIMATION FOR U11 AND U12
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11547611D+04 0.0000000 0.0000000 EM
2 -0.11384640D+04 16.2971400 0.0141130 FS
3 -0.11335841D+04 4.8798454 0.0042863 FS
4 -0.11324231D+04 1.1610671 0.0010242 FS
5 -0.11324170D+04 0.0060911 0.0000054 FS
6 -0.11324170D+04 -0.0000844 -0.0000001 EM
BIVARIATE ESTIMATION FOR U21 AND U12
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11407615D+04 0.0000000 0.0000000 EM
2 -0.11113030D+04 29.4584798 0.0258235 FS
3 -0.10998973D+04 11.4057371 0.0102634 FS
4 -0.10918080D+04 8.0892955 0.0073546 FS
5 -0.10895857D+04 2.2223457 0.0020355 FS
6 -0.10895550D+04 0.0306874 0.0000282 FS
7 -0.10895510D+04 0.0039857 0.0000037 FS
8 -0.10895504D+04 0.0005542 0.0000005 FS
BIVARIATE ESTIMATION FOR U31 AND U12
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11298008D+04 0.0000000 0.0000000 EM
2 -0.11163544D+04 13.4463980 0.0119016 FS
3 -0.11100779D+04 6.2764690 0.0056223 FS
4 -0.11061559D+04 3.9219992 0.0035331 FS
5 -0.11058080D+04 0.3479654 0.0003146 FS
6 -0.11057821D+04 0.0258594 0.0000234 FS
7 -0.11057814D+04 0.0006715 0.0000006 FS
BIVARIATE ESTIMATION FOR U11 AND U22
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10561267D+04 0.0000000 0.0000000 EM
2 -0.10391319D+04 16.9947621 0.0160916 FS
3 -0.10377790D+04 1.3529227 0.0013020 FS
4 -0.10374805D+04 0.2985064 0.0002876 FS
5 -0.10374633D+04 0.0171479 0.0000165 FS
6 -0.10374418D+04 0.0215345 0.0000208 FS
7 -0.10374143D+04 0.0275084 0.0000265 EM
8 -0.10374140D+04 0.0002870 0.0000003 FS
BIVARIATE ESTIMATION FOR U21 AND U22
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10421271D+04 0.0000000 0.0000000 EM
2 -0.10161963D+04 25.9308300 0.0248826 FS
3 -0.10113458D+04 4.8504500 0.0047731 FS
4 -0.10095789D+04 1.7668863 0.0017471 FS
5 -0.10092509D+04 0.3280614 0.0003249 FS
6 -0.10092227D+04 0.0282144 0.0000280 FS
7 -0.10092208D+04 0.0018627 0.0000018 FS
8 -0.10092207D+04 0.0001143 0.0000001 FS
BIVARIATE ESTIMATION FOR U31 AND U22
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10311664D+04 0.0000000 0.0000000 EM
2 -0.10189846D+04 12.1817603 0.0118136 FS
3 -0.10169657D+04 2.0189390 0.0019813 FS
4 -0.10168821D+04 0.0835847 0.0000822 FS
5 -0.10168784D+04 0.0036972 0.0000036 FS
6 -0.10168780D+04 0.0003961 0.0000004 FS
BIVARIATE ESTIMATION FOR U12 AND U22
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.98024689D+03 0.0000000 0.0000000 EM
2 -0.95456647D+03 25.6804107 0.0261979 FS
3 -0.94284686D+03 11.7196108 0.0122774 FS
4 -0.93304974D+03 9.7971248 0.0103910 FS
5 -0.92626910D+03 6.7806403 0.0072672 FS
6 -0.92445385D+03 1.8152493 0.0019597 FS
7 -0.92444870D+03 0.0051452 0.0000056 FS
8 -0.92444856D+03 0.0001418 0.0000002 FS
BIVARIATE ESTIMATION FOR U11 AND U32
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11888333D+04 0.0000000 0.0000000 EM
2 -0.11737267D+04 15.1065616 0.0127070 FS
3 -0.11703414D+04 3.3853170 0.0028842 FS
4 -0.11701896D+04 0.1518488 0.0001297 FS
5 -0.11701896D+04 -0.0000181 0.0000000 EM
BIVARIATE ESTIMATION FOR U21 AND U32
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11748337D+04 0.0000000 0.0000000 EM
2 -0.11477988D+04 27.0349400 0.0230117 FS
3 -0.11413768D+04 6.4219753 0.0055950 FS
4 -0.11400621D+04 1.3147003 0.0011519 FS
5 -0.11399512D+04 0.1109407 0.0000973 FS
6 -0.11399248D+04 0.0263440 0.0000231 FS
7 -0.11399194D+04 0.0053879 0.0000047 FS
8 -0.11399184D+04 0.0010494 0.0000009 FS
9 -0.11399182D+04 0.0001994 0.0000002 FS
BIVARIATE ESTIMATION FOR U31 AND U32
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11638730D+04 0.0000000 0.0000000 EM
2 -0.11517082D+04 12.1647783 0.0104520 FS
3 -0.11483125D+04 3.3956777 0.0029484 FS
4 -0.11467711D+04 1.5414237 0.0013423 FS
5 -0.11466949D+04 0.0762031 0.0000665 FS
6 -0.11464997D+04 0.1952429 0.0001703 EM
7 -0.11464934D+04 0.0062951 0.0000055 EM
8 -0.11464932D+04 0.0001389 0.0000001 QN
9 -0.11464932D+04 0.0000091 0.0000000 FS
BIVARIATE ESTIMATION FOR U12 AND U32
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11129535D+04 0.0000000 0.0000000 EM
2 -0.10893506D+04 23.6028643 0.0212074 FS
3 -0.10771067D+04 12.2438874 0.0112396 FS
4 -0.10661542D+04 10.9525763 0.0101685 FS
5 -0.10565297D+04 9.6244928 0.0090273 FS
6 -0.10489432D+04 7.5864821 0.0071806 FS
7 -0.10444673D+04 4.4758800 0.0042670 FS
8 -0.10432188D+04 1.2485366 0.0011954 FS
9 -0.10431349D+04 0.0838262 0.0000804 FS
10 -0.10431328D+04 0.0021637 0.0000021 FS
11 -0.10431327D+04 0.0000377 0.0000000 FS
BIVARIATE ESTIMATION FOR U22 AND U32
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10143191D+04 0.0000000 0.0000000 EM
2 -0.98914386D+03 25.1752123 0.0248198 FS
3 -0.97847702D+03 10.6668366 0.0107839 FS
4 -0.96980368D+03 8.6733377 0.0088641 FS
5 -0.96318732D+03 6.6163618 0.0068224 FS
6 -0.95917109D+03 4.0162357 0.0041697 FS
7 -0.95751337D+03 1.6577182 0.0017283 FS
8 -0.95705526D+03 0.4581132 0.0004784 FS
9 -0.95694866D+03 0.1065915 0.0001114 FS
10 -0.95692408D+03 0.0245811 0.0000257 FS
11 -0.95691831D+03 0.0057731 0.0000060 FS
12 -0.95691694D+03 0.0013709 0.0000014 FS
13 -0.95691661D+03 0.0003258 0.0000003 FS
BIVARIATE ESTIMATION FOR U11 AND U13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10966566D+04 0.0000000 0.0000000 EM
2 -0.10820036D+04 14.6530852 0.0133616 FS
3 -0.10802536D+04 1.7499850 0.0016174 FS
4 -0.10798573D+04 0.3963038 0.0003669 FS
5 -0.10798253D+04 0.0320165 0.0000296 FS
6 -0.10797930D+04 0.0322629 0.0000299 FS
7 -0.10797250D+04 0.0679899 0.0000630 EM
8 -0.10797249D+04 0.0000739 0.0000001 FS
BIVARIATE ESTIMATION FOR U21 AND U13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10826571D+04 0.0000000 0.0000000 EM
2 -0.10578830D+04 24.7741116 0.0228827 FS
3 -0.10534579D+04 4.4250585 0.0041829 FS
4 -0.10522756D+04 1.1823161 0.0011223 FS
5 -0.10522283D+04 0.0473082 0.0000450 FS
6 -0.10522270D+04 0.0012292 0.0000012 FS
7 -0.10522270D+04 0.0000684 0.0000001 FS
BIVARIATE ESTIMATION FOR U31 AND U13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10716963D+04 0.0000000 0.0000000 EM
2 -0.10591322D+04 12.5640983 0.0117236 FS
3 -0.10522055D+04 6.9267261 0.0065400 FS
4 -0.10512335D+04 0.9720355 0.0009238 FS
5 -0.10512142D+04 0.0193292 0.0000184 FS
6 -0.10512139D+04 0.0002103 0.0000002 FS
BIVARIATE ESTIMATION FOR U12 AND U13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10207768D+04 0.0000000 0.0000000 EM
2 -0.10022603D+04 18.5165793 0.0181397 FS
3 -0.99272479D+03 9.5354755 0.0095140 FS
4 -0.98483553D+03 7.8892621 0.0079471 FS
5 -0.97864857D+03 6.1869620 0.0062822 FS
6 -0.97449087D+03 4.1576951 0.0042484 FS
7 -0.97230123D+03 2.1896453 0.0022470 FS
8 -0.97143468D+03 0.8665529 0.0008912 FS
9 -0.97115798D+03 0.2767017 0.0002848 FS
10 -0.97107777D+03 0.0802059 0.0000826 FS
11 -0.97105517D+03 0.0225955 0.0000233 FS
12 -0.97104885D+03 0.0063254 0.0000065 FS
13 -0.97104708D+03 0.0017669 0.0000018 FS
14 -0.97104659D+03 0.0004917 0.0000005 FS
BIVARIATE ESTIMATION FOR U22 AND U13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.92214243D+03 0.0000000 0.0000000 EM
2 -0.89685542D+03 25.2870095 0.0274220 FS
3 -0.88483465D+03 12.0207660 0.0134032 FS
4 -0.87439402D+03 10.4406346 0.0117995 FS
5 -0.86586232D+03 8.5317000 0.0097573 FS
6 -0.86071360D+03 5.1487120 0.0059463 FS
7 -0.85948116D+03 1.2324471 0.0014319 FS
8 -0.85943588D+03 0.0452755 0.0000527 FS
9 -0.85943480D+03 0.0010803 0.0000013 FS
10 -0.85943479D+03 0.0000142 0.0000000 FS
BIVARIATE ESTIMATION FOR U32 AND U13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10548490D+04 0.0000000 0.0000000 EM
2 -0.10323038D+04 22.5452099 0.0213729 FS
3 -0.10209130D+04 11.3908511 0.0110344 FS
4 -0.10110470D+04 9.8659468 0.0096638 FS
5 -0.10038640D+04 7.1830323 0.0071045 FS
6 -0.10006920D+04 3.1719878 0.0031598 FS
7 -0.10003182D+04 0.3738259 0.0003736 FS
8 -0.10003092D+04 0.0089627 0.0000090 FS
9 -0.10003089D+04 0.0003106 0.0000003 FS
BIVARIATE ESTIMATION FOR U11 AND U23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10276023D+04 0.0000000 0.0000000 EM
2 -0.10211355D+04 6.4667427 0.0062930 FS
3 -0.10204721D+04 0.6634329 0.0006497 FS
4 -0.10203963D+04 0.0757695 0.0000742 FS
5 -0.10203842D+04 0.0121101 0.0000119 FS
6 -0.10203790D+04 0.0051783 0.0000051 FS
7 -0.10203777D+04 0.0013348 0.0000013 FS
8 -0.10203770D+04 0.0006730 0.0000007 FS
BIVARIATE ESTIMATION FOR U21 AND U23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10136027D+04 0.0000000 0.0000000 EM
2 -0.99693900D+03 16.6636848 0.0164401 FS
3 -0.99672039D+03 0.2186079 0.0002193 FS
4 -0.99671147D+03 0.0089203 0.0000089 FS
5 -0.99670905D+03 0.0024205 0.0000024 FS
6 -0.99670557D+03 0.0034791 0.0000035 FS
7 -0.99667962D+03 0.0259481 0.0000260 EM
8 -0.99667786D+03 0.0017629 0.0000018 QN
9 -0.99667785D+03 0.0000137 0.0000000 EM
BIVARIATE ESTIMATION FOR U31 AND U23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10026420D+04 0.0000000 0.0000000 EM
2 -0.10004643D+04 2.1776462 0.0021719 FS
3 -0.99973515D+03 0.7291681 0.0007288 FS
4 -0.99973175D+03 0.0033946 0.0000034 FS
5 -0.99973119D+03 0.0005641 0.0000006 FS
BIVARIATE ESTIMATION FOR U12 AND U23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.95172247D+03 0.0000000 0.0000000 EM
2 -0.93594282D+03 15.7796500 0.0165801 FS
3 -0.92581784D+03 10.1249792 0.0108179 FS
4 -0.91766680D+03 8.1510420 0.0088042 FS
5 -0.91249779D+03 5.1690103 0.0056328 FS
6 -0.91122442D+03 1.2733652 0.0013955 FS
7 -0.91118623D+03 0.0381981 0.0000419 FS
8 -0.91118579D+03 0.0004305 0.0000005 FS
BIVARIATE ESTIMATION FOR U22 AND U23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.85308805D+03 0.0000000 0.0000000 EM
2 -0.83441246D+03 18.6755901 0.0218917 FS
3 -0.82536881D+03 9.0436472 0.0108383 FS
4 -0.81821074D+03 7.1580681 0.0086726 FS
5 -0.81333516D+03 4.8755860 0.0059588 FS
6 -0.81139526D+03 1.9398978 0.0023851 FS
7 -0.81121085D+03 0.1844119 0.0002273 FS
8 -0.81120941D+03 0.0014334 0.0000018 FS
9 -0.81120938D+03 0.0000281 0.0000000 FS
BIVARIATE ESTIMATION FOR U32 AND U23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.98579466D+03 0.0000000 0.0000000 EM
2 -0.96669434D+03 19.1003154 0.0193756 FS
3 -0.95731467D+03 9.3796739 0.0097028 FS
4 -0.95057894D+03 6.7357295 0.0070361 FS
5 -0.94717920D+03 3.3997394 0.0035765 FS
6 -0.94614707D+03 1.0321300 0.0010897 FS
7 -0.94606894D+03 0.0781250 0.0000826 FS
8 -0.94605591D+03 0.0130347 0.0000138 EM
9 -0.94605519D+03 0.0007180 0.0000008 EM
BIVARIATE ESTIMATION FOR U13 AND U23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.89361801D+03 0.0000000 0.0000000 EM
2 -0.87300540D+03 20.6126124 0.0230665 FS
3 -0.85762023D+03 15.3851730 0.0176232 FS
4 -0.84480067D+03 12.8195604 0.0149478 FS
5 -0.83123899D+03 13.5616737 0.0160531 FS
6 -0.81910345D+03 12.1355454 0.0145993 FS
7 -0.80949640D+03 9.6070501 0.0117287 FS
8 -0.80595988D+03 3.5365181 0.0043688 FS
9 -0.80595981D+03 0.0000710 0.0000001 FS
BIVARIATE ESTIMATION FOR U11 AND U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11789365D+04 0.0000000 0.0000000 EM
2 -0.11692836D+04 9.6529746 0.0081879 FS
3 -0.11675402D+04 1.7433449 0.0014910 FS
4 -0.11671212D+04 0.4190182 0.0003589 FS
5 -0.11670729D+04 0.0483335 0.0000414 FS
6 -0.11670631D+04 0.0097672 0.0000084 FS
7 -0.11670011D+04 0.0620371 0.0000532 EM
8 -0.11669994D+04 0.0017046 0.0000015 EM
9 -0.11669994D+04 0.0000016 0.0000000 FS
BIVARIATE ESTIMATION FOR U21 AND U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11649370D+04 0.0000000 0.0000000 EM
2 -0.11435024D+04 21.4345654 0.0183998 FS
3 -0.11401212D+04 3.3811999 0.0029569 FS
4 -0.11400244D+04 0.0967684 0.0000849 FS
5 -0.11398249D+04 0.1995754 0.0001751 EM
6 -0.11398239D+04 0.0009715 0.0000009 FS
BIVARIATE ESTIMATION FOR U31 AND U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11539762D+04 0.0000000 0.0000000 EM
2 -0.11487902D+04 5.1860374 0.0044941 FS
3 -0.11444238D+04 4.3663722 0.0038008 FS
4 -0.11435123D+04 0.9114860 0.0007965 FS
5 -0.11434943D+04 0.0180498 0.0000158 FS
6 -0.11434942D+04 0.0000949 0.0000001 FS
BIVARIATE ESTIMATION FOR U12 AND U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11030567D+04 0.0000000 0.0000000 EM
2 -0.10870105D+04 16.0462886 0.0145471 FS
3 -0.10763496D+04 10.6608446 0.0098075 FS
4 -0.10685254D+04 7.8241975 0.0072692 FS
5 -0.10654884D+04 3.0370152 0.0028422 FS
6 -0.10653618D+04 0.1265945 0.0001188 FS
7 -0.10653364D+04 0.0253846 0.0000238 FS
8 -0.10653324D+04 0.0040037 0.0000038 FS
9 -0.10653318D+04 0.0005794 0.0000005 FS
BIVARIATE ESTIMATION FOR U22 AND U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10044223D+04 0.0000000 0.0000000 EM
2 -0.98261523D+03 21.8070951 0.0217111 FS
3 -0.96966907D+03 12.9461589 0.0131752 FS
4 -0.95955785D+03 10.1112142 0.0104275 FS
5 -0.95574621D+03 3.8116406 0.0039723 FS
6 -0.95481813D+03 0.9280796 0.0009711 FS
7 -0.95472000D+03 0.0981370 0.0001028 FS
8 -0.95470631D+03 0.0136823 0.0000143 FS
9 -0.95470332D+03 0.0029942 0.0000031 FS
10 -0.95470220D+03 0.0011209 0.0000012 FS
11 -0.95470179D+03 0.0004126 0.0000004 FS
BIVARIATE ESTIMATION FOR U32 AND U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11371289D+04 0.0000000 0.0000000 EM
2 -0.11154595D+04 21.6694730 0.0190563 FS
3 -0.11016338D+04 13.8256205 0.0123946 FS
4 -0.10926581D+04 8.9757723 0.0081477 FS
5 -0.10914302D+04 1.2278560 0.0011237 FS
6 -0.10911789D+04 0.2513448 0.0002303 FS
7 -0.10911414D+04 0.0374609 0.0000343 FS
8 -0.10911175D+04 0.0238818 0.0000219 FS
9 -0.10911112D+04 0.0063084 0.0000058 FS
10 -0.10911082D+04 0.0029741 0.0000027 FS
11 -0.10911072D+04 0.0010321 0.0000009 FS
12 -0.10911068D+04 0.0004266 0.0000004 FS
BIVARIATE ESTIMATION FOR U13 AND U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10449523D+04 0.0000000 0.0000000 EM
2 -0.10242018D+04 20.7504437 0.0198578 FS
3 -0.10082942D+04 15.9076149 0.0155317 FS
4 -0.99366713D+03 14.6270951 0.0145068 FS
5 -0.97955599D+03 14.1111429 0.0142011 FS
6 -0.96664300D+03 12.9129912 0.0131825 FS
7 -0.95608973D+03 10.5532719 0.0109174 FS
8 -0.95094297D+03 5.1467524 0.0053831 FS
9 -0.95047694D+03 0.4660368 0.0004901 FS
10 -0.95045105D+03 0.0258895 0.0000272 FS
11 -0.95045080D+03 0.0002437 0.0000003 FS
BIVARIATE ESTIMATION FOR U23 AND U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.97589791D+03 0.0000000 0.0000000 EM
2 -0.95953429D+03 16.3636164 0.0167678 FS
3 -0.94447303D+03 15.0612606 0.0156964 FS
4 -0.93111223D+03 13.3607971 0.0141463 FS
5 -0.91890749D+03 12.2047458 0.0131077 FS
6 -0.90993961D+03 8.9678742 0.0097593 FS
7 -0.90633350D+03 3.6061127 0.0039630 FS
8 -0.90618245D+03 0.1510489 0.0001667 FS
9 -0.90618055D+03 0.0018979 0.0000021 FS
10 -0.90618061D+03 -0.0000520 -0.0000001 EM
UNIVARIATE ESTIMATION FOR U11
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.62402686D+03 0.0000000 0.0000000 EM
2 -0.62011331D+03 3.9135481 0.0062714 FS
3 -0.61710370D+03 3.0096114 0.0048533 FS
4 -0.61516818D+03 1.9355202 0.0031365 FS
5 -0.61430004D+03 0.8681388 0.0014112 FS
6 -0.61413178D+03 0.1682647 0.0002739 FS
7 -0.61412843D+03 0.0033456 0.0000054 FS
8 -0.61412857D+03 -0.0001440 -0.0000002 EM
UNIVARIATE ESTIMATION FOR U21
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.60673447D+03 0.0000000 0.0000000 EM
2 -0.60148746D+03 5.2470039 0.0086479 FS
3 -0.59748481D+03 4.0026502 0.0066546 FS
4 -0.59456557D+03 2.9192426 0.0048859 FS
5 -0.59246886D+03 2.0967126 0.0035265 FS
6 -0.59111724D+03 1.3516141 0.0022813 FS
7 -0.59049083D+03 0.6264144 0.0010597 FS
8 -0.59032132D+03 0.1695113 0.0002871 FS
9 -0.59030273D+03 0.0185912 0.0000315 FS
10 -0.59030206D+03 0.0006687 0.0000011 FS
11 -0.59030206D+03 -0.0000065 0.0000000 EM
UNIVARIATE ESTIMATION FOR U31
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.61081745D+03 0.0000000 0.0000000 EM
2 -0.60636777D+03 4.4496748 0.0072848 FS
3 -0.60245107D+03 3.9167042 0.0064593 FS
4 -0.59920507D+03 3.2459939 0.0053880 FS
5 -0.59669338D+03 2.5116917 0.0041917 FS
6 -0.59493980D+03 1.7535877 0.0029388 FS
7 -0.59388865D+03 1.0511480 0.0017668 FS
8 -0.59338123D+03 0.5074219 0.0008544 FS
9 -0.59319612D+03 0.1851007 0.0003119 FS
10 -0.59314660D+03 0.0495235 0.0000835 FS
11 -0.59313659D+03 0.0100064 0.0000169 FS
12 -0.59313498D+03 0.0016106 0.0000027 FS
13 -0.59313479D+03 0.0001971 0.0000003 FS
UNIVARIATE ESTIMATION FOR U12
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.57832924D+03 0.0000000 0.0000000 EM
2 -0.56693980D+03 11.3894383 0.0196937 FS
3 -0.56217930D+03 4.7604966 0.0083968 FS
4 -0.55784167D+03 4.3376360 0.0077158 FS
5 -0.55392545D+03 3.9162224 0.0070203 FS
6 -0.55036161D+03 3.5638368 0.0064338 FS
7 -0.54723505D+03 3.1265590 0.0056809 FS
8 -0.54454826D+03 2.6867847 0.0049097 FS
9 -0.54237352D+03 2.1747416 0.0039937 FS
10 -0.54068947D+03 1.6840510 0.0031050 FS
11 -0.53955775D+03 1.1317217 0.0020931 FS
12 -0.53889197D+03 0.6657827 0.0012339 FS
13 -0.53878281D+03 0.1091554 0.0002026 FS
14 -0.53871459D+03 0.0682245 0.0001266 EM
15 -0.53865661D+03 0.0579772 0.0001076 EM
16 -0.53860705D+03 0.0495593 0.0000920 EM
17 -0.53856431D+03 0.0427393 0.0000794 EM
18 -0.53852721D+03 0.0370983 0.0000689 EM
19 -0.53849486D+03 0.0323536 0.0000601 EM
20 -0.53846656D+03 0.0282973 0.0000525 EM
21 -0.53844174D+03 0.0248200 0.0000461 EM
22 -0.53841994D+03 0.0218046 0.0000405 EM
23 -0.53840076D+03 0.0191751 0.0000356 EM
24 -0.53838389D+03 0.0168731 0.0000313 EM
25 -0.53836904D+03 0.0148525 0.0000276 EM
26 -0.53835596D+03 0.0130754 0.0000243 EM
27 -0.53834445D+03 0.0115107 0.0000214 EM
28 -0.53833432D+03 0.0101319 0.0000188 EM
29 -0.53832540D+03 0.0089165 0.0000166 EM
30 -0.53831756D+03 0.0078449 0.0000146 EM
31 -0.53831066D+03 0.0069002 0.0000128 EM
32 -0.53830459D+03 0.0060674 0.0000113 EM
33 -0.53829926D+03 0.0053336 0.0000099 EM
34 -0.53829457D+03 0.0046870 0.0000087 EM
35 -0.53829045D+03 0.0041175 0.0000076 EM
36 -0.53828684D+03 0.0036162 0.0000067 EM
37 -0.53828366D+03 0.0031749 0.0000059 EM
38 -0.53828087D+03 0.0027868 0.0000052 EM
39 -0.53827843D+03 0.0024454 0.0000045 EM
40 -0.53827628D+03 0.0021452 0.0000040 EM
41 -0.53827440D+03 0.0018814 0.0000035 EM
42 -0.53827275D+03 0.0016497 0.0000031 EM
43 -0.53827131D+03 0.0014462 0.0000027 EM
44 -0.53827004D+03 0.0012674 0.0000024 EM
45 -0.53826893D+03 0.0011106 0.0000021 EM
46 -0.53826796D+03 0.0009729 0.0000018 EM
47 -0.53826710D+03 0.0008522 0.0000016 EM
48 -0.53826636D+03 0.0007463 0.0000014 EM
49 -0.53826570D+03 0.0006534 0.0000012 EM
50 -0.53826513D+03 0.0005720 0.0000011 EM
51 -0.53826463D+03 0.0005007 0.0000009 EM
UNIVARIATE ESTIMATION FOR U22
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.49521640D+03 0.0000000 0.0000000 EM
2 -0.48365799D+03 11.5584135 0.0233401 FS
3 -0.47295277D+03 10.7052244 0.0221339 FS
4 -0.46272867D+03 10.2240971 0.0216176 FS
5 -0.45306770D+03 9.6609732 0.0208783 FS
6 -0.44410126D+03 8.9664352 0.0197905 FS
7 -0.43602310D+03 8.0781636 0.0181899 FS
8 -0.42911439D+03 6.9087054 0.0158448 FS
9 -0.42376788D+03 5.3465090 0.0124594 FS
10 -0.42043516D+03 3.3327246 0.0078645 FS
11 -0.41921143D+03 1.2237281 0.0029106 FS
12 -0.41909358D+03 0.1178452 0.0002811 FS
13 -0.41909487D+03 -0.0012825 -0.0000031 EM
UNIVARIATE ESTIMATION FOR U32
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.59619744D+03 0.0000000 0.0000000 EM
2 -0.59010645D+03 6.0909853 0.0102164 FS
3 -0.58467550D+03 5.4309593 0.0092034 FS
4 -0.58025721D+03 4.4182861 0.0075568 FS
5 -0.57701164D+03 3.2455648 0.0055933 FS
6 -0.57500940D+03 2.0022441 0.0034700 FS
7 -0.57409385D+03 0.9155503 0.0015922 FS
8 -0.57383417D+03 0.2596828 0.0004523 FS
9 -0.57379493D+03 0.0392336 0.0000684 FS
10 -0.57379181D+03 0.0031270 0.0000054 FS
11 -0.57379173D+03 0.0000749 0.0000001 FS
UNIVARIATE ESTIMATION FOR U13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.52526603D+03 0.0000000 0.0000000 EM
2 -0.51253266D+03 12.7333760 0.0242418 FS
3 -0.50168070D+03 10.8519579 0.0211732 FS
4 -0.49211293D+03 9.5677705 0.0190714 FS
5 -0.48383670D+03 8.2762236 0.0168177 FS
6 -0.47695917D+03 6.8775312 0.0142146 FS
7 -0.47163628D+03 5.3228923 0.0111601 FS
8 -0.46799103D+03 3.6452525 0.0077289 FS
9 -0.46595875D+03 2.0322762 0.0043426 FS
10 -0.46513172D+03 0.8270341 0.0017749 FS
11 -0.46489914D+03 0.2325731 0.0005000 FS
12 -0.46484918D+03 0.0499649 0.0001075 FS
13 -0.46484055D+03 0.0086315 0.0000186 FS
14 -0.46483947D+03 0.0010829 0.0000023 FS
15 -0.46483940D+03 0.0000605 0.0000001 FS
UNIVARIATE ESTIMATION FOR U23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.48766567D+03 0.0000000 0.0000000 EM
2 -0.46782010D+03 19.8455664 0.0406950 FS
3 -0.45123695D+03 16.5831520 0.0354477 FS
4 -0.43840785D+03 12.8290956 0.0284310 FS
5 -0.42850204D+03 9.9058074 0.0225950 FS
6 -0.42065794D+03 7.8441045 0.0183059 FS
7 -0.41459683D+03 6.0611110 0.0144086 FS
8 -0.41019083D+03 4.4059954 0.0106272 FS
9 -0.40724353D+03 2.9473002 0.0071852 FS
10 -0.40544212D+03 1.8014113 0.0044234 FS
11 -0.40443392D+03 1.0082028 0.0024867 FS
12 -0.40392562D+03 0.5082990 0.0012568 FS
13 -0.40370631D+03 0.2193073 0.0005429 FS
14 -0.40362859D+03 0.0777222 0.0001925 FS
15 -0.40360559D+03 0.0229967 0.0000570 FS
16 -0.40359968D+03 0.0059165 0.0000147 FS
17 -0.40359832D+03 0.0013561 0.0000034 FS
18 -0.40359805D+03 0.0002684 0.0000007 FS
UNIVARIATE ESTIMATION FOR U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.59294241D+03 0.0000000 0.0000000 EM
2 -0.58527658D+03 7.6658361 0.0129285 FS
3 -0.57991852D+03 5.3580626 0.0091548 FS
4 -0.57534289D+03 4.5756262 0.0078901 FS
5 -0.57160050D+03 3.7423896 0.0065046 FS
6 -0.56876592D+03 2.8345818 0.0049590 FS
7 -0.56686564D+03 1.9002755 0.0033411 FS
8 -0.56581277D+03 1.0528690 0.0018574 FS
9 -0.56537390D+03 0.4388696 0.0007756 FS
10 -0.56524883D+03 0.1250709 0.0002212 FS
11 -0.56522535D+03 0.0234786 0.0000415 FS
12 -0.56522231D+03 0.0030488 0.0000054 FS
13 -0.56522204D+03 0.0002671 0.0000005 FS
BIVARIATE ESTIMATION FOR U11 AND U21
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.12166413D+04 0.0000000 0.0000000 EM
2 -0.11879047D+04 28.7365854 0.0236196 FS
3 -0.11722845D+04 15.6202058 0.0131494 FS
4 -0.11577831D+04 14.5014007 0.0123702 FS
5 -0.11457104D+04 12.0726990 0.0104274 FS
6 -0.11392295D+04 6.4809050 0.0056567 FS
7 -0.11388696D+04 0.3599491 0.0003160 FS
8 -0.11388292D+04 0.0403701 0.0000354 FS
9 -0.11388282D+04 0.0009841 0.0000009 FS
BIVARIATE ESTIMATION FOR U11 AND U31
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.12056806D+04 0.0000000 0.0000000 EM
2 -0.11925616D+04 13.1189501 0.0108809 FS
3 -0.11799281D+04 12.6335595 0.0105936 FS
4 -0.11702139D+04 9.7141870 0.0082329 FS
5 -0.11657415D+04 4.4723838 0.0038219 FS
6 -0.11652353D+04 0.5062515 0.0004343 FS
7 -0.11652199D+04 0.0153765 0.0000132 FS
8 -0.11652194D+04 0.0005304 0.0000005 FS
BIVARIATE ESTIMATION FOR U21 AND U31
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11916810D+04 0.0000000 0.0000000 EM
2 -0.11691562D+04 22.5247838 0.0189017 FS
3 -0.11551395D+04 14.0167758 0.0119888 FS
4 -0.11430358D+04 12.1036512 0.0104781 FS
5 -0.11341124D+04 8.9234059 0.0078068 FS
6 -0.11309209D+04 3.1914718 0.0028141 FS
7 -0.11308677D+04 0.0532362 0.0000471 FS
8 -0.11308645D+04 0.0032232 0.0000029 FS
9 -0.11308641D+04 0.0003500 0.0000003 FS
BIVARIATE ESTIMATION FOR U11 AND U12
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11587407D+04 0.0000000 0.0000000 EM
2 -0.11403553D+04 18.3854218 0.0158667 FS
3 -0.11372544D+04 3.1009039 0.0027192 FS
4 -0.11319370D+04 5.3173885 0.0046756 FS
5 -0.11312387D+04 0.6982441 0.0006169 FS
6 -0.11310932D+04 0.1454757 0.0001286 FS
7 -0.11310888D+04 0.0044135 0.0000039 FS
8 -0.11310889D+04 -0.0000735 -0.0000001 EM
BIVARIATE ESTIMATION FOR U21 AND U12
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11447411D+04 0.0000000 0.0000000 EM
2 -0.11150398D+04 29.7013248 0.0259459 FS
3 -0.11042704D+04 10.7693573 0.0096583 FS
4 -0.10981740D+04 6.0963906 0.0055207 FS
5 -0.10971335D+04 1.0405208 0.0009475 FS
6 -0.10970573D+04 0.0762043 0.0000695 FS
7 -0.10970439D+04 0.0134420 0.0000123 FS
8 -0.10970422D+04 0.0017019 0.0000016 FS
9 -0.10970420D+04 0.0001731 0.0000002 FS
BIVARIATE ESTIMATION FOR U31 AND U12
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11337804D+04 0.0000000 0.0000000 EM
2 -0.11195425D+04 14.2378427 0.0125578 FS
3 -0.11136311D+04 5.9114357 0.0052802 FS
4 -0.11087878D+04 4.8433181 0.0043491 FS
5 -0.11083981D+04 0.3897079 0.0003515 FS
6 -0.11083728D+04 0.0252981 0.0000228 FS
7 -0.11083721D+04 0.0006335 0.0000006 FS
BIVARIATE ESTIMATION FOR U11 AND U22
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10458364D+04 0.0000000 0.0000000 EM
2 -0.10257076D+04 20.1288137 0.0192466 FS
3 -0.10223746D+04 3.3330610 0.0032495 FS
4 -0.10213465D+04 1.0280787 0.0010056 FS
5 -0.10213195D+04 0.0270127 0.0000264 FS
6 -0.10213186D+04 0.0008475 0.0000008 FS
BIVARIATE ESTIMATION FOR U21 AND U22
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10318368D+04 0.0000000 0.0000000 EM
2 -0.10009690D+04 30.8678889 0.0299155 FS
3 -0.99415147D+03 6.8174850 0.0068109 FS
4 -0.99022027D+03 3.9312023 0.0039543 FS
5 -0.98893739D+03 1.2828751 0.0012955 FS
6 -0.98879526D+03 0.1421370 0.0001437 FS
7 -0.98878791D+03 0.0073492 0.0000074 FS
8 -0.98878752D+03 0.0003911 0.0000004 FS
BIVARIATE ESTIMATION FOR U31 AND U22
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10208761D+04 0.0000000 0.0000000 EM
2 -0.10044706D+04 16.4055146 0.0160700 FS
3 -0.10011090D+04 3.3616034 0.0033466 FS
4 -0.10007066D+04 0.4023813 0.0004019 FS
5 -0.10007022D+04 0.0044714 0.0000045 FS
6 -0.10007019D+04 0.0002055 0.0000002 FS
BIVARIATE ESTIMATION FOR U12 AND U22
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.97393620D+03 0.0000000 0.0000000 EM
2 -0.94350700D+03 30.4292018 0.0312435 FS
3 -0.93036443D+03 13.1425686 0.0139295 FS
4 -0.92010589D+03 10.2585438 0.0110264 FS
5 -0.91384112D+03 6.2647713 0.0068088 FS
6 -0.91301403D+03 0.8270864 0.0009051 FS
7 -0.91300074D+03 0.0132924 0.0000146 FS
8 -0.91299981D+03 0.0009303 0.0000010 FS
9 -0.91299912D+03 0.0006836 0.0000007 FS
BIVARIATE ESTIMATION FOR U11 AND U32
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11918328D+04 0.0000000 0.0000000 EM
2 -0.11796426D+04 12.1901510 0.0102281 FS
3 -0.11752779D+04 4.3647288 0.0037000 FS
4 -0.11749089D+04 0.3689422 0.0003139 FS
5 -0.11749075D+04 0.0013787 0.0000012 FS
6 -0.11749076D+04 -0.0000037 0.0000000 EM
BIVARIATE ESTIMATION FOR U21 AND U32
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11778332D+04 0.0000000 0.0000000 EM
2 -0.11529994D+04 24.8337423 0.0210843 FS
3 -0.11454115D+04 7.5879725 0.0065811 FS
4 -0.11436372D+04 1.7742209 0.0015490 FS
5 -0.11434955D+04 0.1417492 0.0001239 FS
6 -0.11434626D+04 0.0328468 0.0000287 FS
7 -0.11434564D+04 0.0062813 0.0000055 FS
8 -0.11434552D+04 0.0011604 0.0000010 FS
9 -0.11434550D+04 0.0002078 0.0000002 FS
BIVARIATE ESTIMATION FOR U31 AND U32
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11668724D+04 0.0000000 0.0000000 EM
2 -0.11568086D+04 10.0638311 0.0086246 FS
3 -0.11511334D+04 5.6752031 0.0049059 FS
4 -0.11497432D+04 1.3901979 0.0012077 FS
5 -0.11495572D+04 0.1860143 0.0001618 EM
6 -0.11495544D+04 0.0028012 0.0000024 EM
7 -0.11495543D+04 0.0000815 0.0000001 EM
BIVARIATE ESTIMATION FOR U12 AND U32
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11199325D+04 0.0000000 0.0000000 EM
2 -0.10979369D+04 21.9956201 0.0196401 FS
3 -0.10851864D+04 12.7505129 0.0116132 FS
4 -0.10739096D+04 11.2768172 0.0103916 FS
5 -0.10646768D+04 9.2328246 0.0085974 FS
6 -0.10588595D+04 5.8172151 0.0054638 FS
7 -0.10574666D+04 1.3929580 0.0013155 FS
8 -0.10574581D+04 0.0084532 0.0000080 FS
9 -0.10574578D+04 0.0002990 0.0000003 EM
BIVARIATE ESTIMATION FOR U22 AND U32
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10070283D+04 0.0000000 0.0000000 EM
2 -0.98082939D+03 26.1988827 0.0260160 FS
3 -0.96889529D+03 11.9341046 0.0121674 FS
4 -0.95850366D+03 10.3916243 0.0107252 FS
5 -0.95008055D+03 8.4231082 0.0087878 FS
6 -0.94493662D+03 5.1439314 0.0054142 FS
7 -0.94359249D+03 1.3441346 0.0014225 FS
8 -0.94353067D+03 0.0618163 0.0000655 FS
9 -0.94352923D+03 0.0014393 0.0000015 FS
10 -0.94352922D+03 0.0000093 0.0000000 FS
BIVARIATE ESTIMATION FOR U11 AND U13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10840040D+04 0.0000000 0.0000000 EM
2 -0.10710026D+04 13.0013912 0.0119939 FS
3 -0.10675387D+04 3.4639628 0.0032343 FS
4 -0.10672438D+04 0.2948227 0.0002762 FS
5 -0.10672437D+04 0.0001732 0.0000002 FS
BIVARIATE ESTIMATION FOR U21 AND U13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10700044D+04 0.0000000 0.0000000 EM
2 -0.10471953D+04 22.8091192 0.0213168 FS
3 -0.10441906D+04 3.0047211 0.0028693 FS
4 -0.10428816D+04 1.3090465 0.0012536 FS
5 -0.10427274D+04 0.1541247 0.0001478 FS
6 -0.10427087D+04 0.0187210 0.0000180 FS
7 -0.10427056D+04 0.0031601 0.0000030 FS
8 -0.10427052D+04 0.0003331 0.0000003 FS
BIVARIATE ESTIMATION FOR U31 AND U13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10590437D+04 0.0000000 0.0000000 EM
2 -0.10466047D+04 12.4390566 0.0117456 FS
3 -0.10382348D+04 8.3699080 0.0079972 FS
4 -0.10359649D+04 2.2698729 0.0021863 FS
5 -0.10359587D+04 0.0061487 0.0000059 FS
6 -0.10359587D+04 0.0000692 0.0000001 FS
BIVARIATE ESTIMATION FOR U12 AND U13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10121038D+04 0.0000000 0.0000000 EM
2 -0.99262614D+03 19.4776627 0.0192447 FS
3 -0.98242758D+03 10.1985627 0.0102743 FS
4 -0.97422472D+03 8.2028568 0.0083496 FS
5 -0.96845823D+03 5.7664928 0.0059191 FS
6 -0.96568505D+03 2.7731771 0.0028635 FS
7 -0.96501554D+03 0.6695120 0.0006933 FS
8 -0.96493358D+03 0.0819576 0.0000849 FS
9 -0.96492553D+03 0.0080499 0.0000083 FS
10 -0.96492476D+03 0.0007735 0.0000008 FS
BIVARIATE ESTIMATION FOR U22 AND U13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.89919955D+03 0.0000000 0.0000000 EM
2 -0.87199264D+03 27.2069085 0.0302568 FS
3 -0.86039972D+03 11.5929264 0.0132948 FS
4 -0.85210463D+03 8.2950852 0.0096410 FS
5 -0.84818486D+03 3.9197736 0.0046001 FS
6 -0.84771310D+03 0.4717519 0.0005562 FS
7 -0.84769947D+03 0.0136309 0.0000161 FS
8 -0.84769902D+03 0.0004511 0.0000005 FS
BIVARIATE ESTIMATION FOR U32 AND U13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10451959D+04 0.0000000 0.0000000 EM
2 -0.10273147D+04 17.8812215 0.0171080 FS
3 -0.10171003D+04 10.2143447 0.0099428 FS
4 -0.10086468D+04 8.4535050 0.0083114 FS
5 -0.10025307D+04 6.1160616 0.0060636 FS
6 -0.99919829D+03 3.3324523 0.0033240 FS
7 -0.99802490D+03 1.1733876 0.0011743 FS
8 -0.99773938D+03 0.2855174 0.0002861 FS
9 -0.99767728D+03 0.0621010 0.0000622 FS
10 -0.99766368D+03 0.0136055 0.0000136 FS
11 -0.99766064D+03 0.0030384 0.0000030 FS
12 -0.99765995D+03 0.0006844 0.0000007 FS
BIVARIATE ESTIMATION FOR U11 AND U23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10196353D+04 0.0000000 0.0000000 EM
2 -0.10117480D+04 7.8873456 0.0077355 FS
3 -0.10097768D+04 1.9711730 0.0019483 FS
4 -0.10097172D+04 0.0596320 0.0000591 FS
5 -0.10097152D+04 0.0019915 0.0000020 FS
6 -0.10097150D+04 0.0001426 0.0000001 FS
BIVARIATE ESTIMATION FOR U21 AND U23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10056357D+04 0.0000000 0.0000000 EM
2 -0.98795984D+03 17.6759130 0.0175769 FS
3 -0.98644198D+03 1.5178606 0.0015364 FS
4 -0.98643830D+03 0.0036748 0.0000037 FS
5 -0.98643827D+03 0.0000293 0.0000000 FS
BIVARIATE ESTIMATION FOR U31 AND U23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.99467503D+03 0.0000000 0.0000000 EM
2 -0.99052213D+03 4.1528963 0.0041751 FS
3 -0.98926575D+03 1.2563799 0.0012684 FS
4 -0.98918815D+03 0.0776029 0.0000784 FS
5 -0.98917034D+03 0.0178045 0.0000180 FS
6 -0.98916401D+03 0.0063306 0.0000064 FS
7 -0.98916198D+03 0.0020332 0.0000021 FS
8 -0.98916130D+03 0.0006849 0.0000007 FS
BIVARIATE ESTIMATION FOR U12 AND U23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.94773511D+03 0.0000000 0.0000000 EM
2 -0.93161326D+03 16.1218509 0.0170109 FS
3 -0.92144977D+03 10.1634827 0.0109096 FS
4 -0.91324880D+03 8.2009767 0.0089001 FS
5 -0.90776334D+03 5.4854570 0.0060065 FS
6 -0.90602424D+03 1.7391048 0.0019158 FS
7 -0.90597771D+03 0.0465232 0.0000513 FS
8 -0.90597697D+03 0.0007410 0.0000008 FS
BIVARIATE ESTIMATION FOR U22 AND U23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.83483086D+03 0.0000000 0.0000000 EM
2 -0.81297520D+03 21.8556585 0.0261797 FS
3 -0.80249111D+03 10.4840873 0.0128959 FS
4 -0.79401762D+03 8.4734926 0.0105590 FS
5 -0.78759870D+03 6.4189147 0.0080841 FS
6 -0.78421447D+03 3.3842374 0.0042969 FS
7 -0.78362079D+03 0.5936760 0.0007570 FS
8 -0.78361318D+03 0.0076082 0.0000097 FS
9 -0.78361294D+03 0.0002437 0.0000003 FS
BIVARIATE ESTIMATION FOR U32 AND U23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.98082718D+03 0.0000000 0.0000000 EM
2 -0.96689243D+03 13.9347542 0.0142071 FS
3 -0.95828009D+03 8.6123351 0.0089072 FS
4 -0.95133280D+03 6.9472891 0.0072497 FS
5 -0.94644607D+03 4.8867319 0.0051367 FS
6 -0.94378784D+03 2.6582251 0.0028086 FS
7 -0.94280323D+03 0.9846122 0.0010433 FS
8 -0.94255228D+03 0.2509492 0.0002662 FS
9 -0.94249839D+03 0.0538914 0.0000572 FS
10 -0.94248716D+03 0.0112296 0.0000119 FS
11 -0.94248482D+03 0.0023454 0.0000025 FS
12 -0.94248434D+03 0.0004815 0.0000005 FS
BIVARIATE ESTIMATION FOR U13 AND U23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.87299846D+03 0.0000000 0.0000000 EM
2 -0.85293320D+03 20.0652560 0.0229843 FS
3 -0.83677742D+03 16.1557766 0.0189414 FS
4 -0.82329886D+03 13.4785595 0.0161077 FS
5 -0.80878920D+03 14.5096619 0.0176238 FS
6 -0.79559754D+03 13.1916657 0.0163104 FS
7 -0.78445686D+03 11.1406749 0.0140029 FS
8 -0.77966141D+03 4.7954544 0.0061131 FS
9 -0.77961259D+03 0.0488175 0.0000626 FS
10 -0.77961062D+03 0.0019679 0.0000025 FS
11 -0.77960610D+03 0.0045163 0.0000058 FS
12 -0.77960576D+03 0.0003443 0.0000004 FS
BIVARIATE ESTIMATION FOR U11 AND U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11795451D+04 0.0000000 0.0000000 EM
2 -0.11692885D+04 10.2566232 0.0086954 FS
3 -0.11680745D+04 1.2140004 0.0010382 EM
4 -0.11680744D+04 0.0001036 0.0000001 QN
5 -0.11680744D+04 0.0000011 0.0000000 FS
BIVARIATE ESTIMATION FOR U21 AND U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11655455D+04 0.0000000 0.0000000 EM
2 -0.11469694D+04 18.5761225 0.0159377 FS
3 -0.11425509D+04 4.4185268 0.0038523 FS
4 -0.11421597D+04 0.3911603 0.0003424 FS
5 -0.11421583D+04 0.0014394 0.0000013 FS
6 -0.11421583D+04 0.0000218 0.0000000 FS
BIVARIATE ESTIMATION FOR U31 AND U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11545848D+04 0.0000000 0.0000000 EM
2 -0.11499470D+04 4.6378391 0.0040169 FS
3 -0.11451385D+04 4.8084871 0.0041815 FS
4 -0.11445609D+04 0.5775855 0.0005044 FS
5 -0.11445580D+04 0.0029338 0.0000026 FS
6 -0.11445511D+04 0.0069086 0.0000060 FS
7 -0.11445494D+04 0.0016915 0.0000015 FS
8 -0.11445465D+04 0.0029117 0.0000025 FS
9 -0.11445456D+04 0.0009003 0.0000008 FS
BIVARIATE ESTIMATION FOR U12 AND U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11076449D+04 0.0000000 0.0000000 EM
2 -0.10917463D+04 15.8986147 0.0143535 FS
3 -0.10810020D+04 10.7443261 0.0098414 FS
4 -0.10748322D+04 6.1697510 0.0057074 FS
5 -0.10746195D+04 0.2127540 0.0001979 FS
6 -0.10744954D+04 0.1240960 0.0001155 FS
7 -0.10744681D+04 0.0272317 0.0000253 FS
8 -0.10744380D+04 0.0301193 0.0000280 FS
9 -0.10744274D+04 0.0105831 0.0000098 FS
10 -0.10744153D+04 0.0121147 0.0000113 FS
11 -0.10744099D+04 0.0054234 0.0000050 FS
12 -0.10744042D+04 0.0056415 0.0000053 FS
13 -0.10744013D+04 0.0029639 0.0000028 FS
14 -0.10743985D+04 0.0028056 0.0000026 FS
15 -0.10743968D+04 0.0016575 0.0000015 FS
16 -0.10743954D+04 0.0014452 0.0000013 FS
17 -0.10743944D+04 0.0009356 0.0000009 FS
BIVARIATE ESTIMATION FOR U22 AND U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.99474065D+03 0.0000000 0.0000000 EM
2 -0.97267818D+03 22.0624707 0.0221791 FS
3 -0.96012483D+03 12.5533482 0.0129060 FS
4 -0.94987439D+03 10.2504434 0.0106762 FS
5 -0.94262248D+03 7.2519131 0.0076346 FS
6 -0.93979503D+03 2.8274478 0.0029996 FS
7 -0.93918167D+03 0.6133632 0.0006527 FS
8 -0.93905365D+03 0.1280151 0.0001363 FS
9 -0.93902678D+03 0.0268737 0.0000286 FS
10 -0.93901795D+03 0.0088217 0.0000094 FS
11 -0.93901448D+03 0.0034700 0.0000037 FS
12 -0.93901289D+03 0.0015902 0.0000017 FS
13 -0.93901245D+03 0.0004458 0.0000005 FS
BIVARIATE ESTIMATION FOR U32 AND U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11407370D+04 0.0000000 0.0000000 EM
2 -0.11244451D+04 16.2918354 0.0142819 FS
3 -0.11112577D+04 13.1874480 0.0117280 FS
4 -0.11011243D+04 10.1333757 0.0091188 FS
5 -0.10972225D+04 3.9018619 0.0035435 FS
6 -0.10971014D+04 0.1210064 0.0001103 FS
7 -0.10970941D+04 0.0073206 0.0000067 FS
8 -0.10970930D+04 0.0011144 0.0000010 FS
9 -0.10970927D+04 0.0003414 0.0000003 FS
BIVARIATE ESTIMATION FOR U13 AND U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10329083D+04 0.0000000 0.0000000 EM
2 -0.10146189D+04 18.2893205 0.0177066 FS
3 -0.99902790D+03 15.5910344 0.0153664 FS
4 -0.98419258D+03 14.8353149 0.0148498 FS
5 -0.97007489D+03 14.1176901 0.0143444 FS
6 -0.95688644D+03 13.1884463 0.0135953 FS
7 -0.94542223D+03 11.4642105 0.0119807 FS
8 -0.93760147D+03 7.8207681 0.0082722 FS
9 -0.93534016D+03 2.2613029 0.0024118 FS
10 -0.93521662D+03 0.1235434 0.0001321 FS
11 -0.93520752D+03 0.0091043 0.0000097 FS
12 -0.93520641D+03 0.0011064 0.0000012 FS
13 -0.93520634D+03 0.0000715 0.0000001 EM
BIVARIATE ESTIMATION FOR U23 AND U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.96853956D+03 0.0000000 0.0000000 EM
2 -0.95431930D+03 14.2202525 0.0146822 FS
3 -0.93954784D+03 14.7714656 0.0154785 FS
4 -0.92602492D+03 13.5229230 0.0143930 FS
5 -0.91352657D+03 12.4983437 0.0134968 FS
6 -0.90240136D+03 11.1252167 0.0121783 FS
7 -0.89419709D+03 8.2042706 0.0090916 FS
8 -0.89172445D+03 2.4726391 0.0027652 FS
9 -0.89172093D+03 0.0035176 0.0000039 FS
10 -0.89170003D+03 0.0208958 0.0000234 FS
11 -0.89169657D+03 0.0034664 0.0000039 FS
12 -0.89169188D+03 0.0046884 0.0000053 FS
13 -0.89169122D+03 0.0006530 0.0000007 FS
UNIVARIATE ESTIMATION FOR U11
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.62402686D+03 0.0000000 0.0000000 EM
2 -0.62011331D+03 3.9135481 0.0062714 FS
3 -0.61710370D+03 3.0096114 0.0048533 FS
4 -0.61516818D+03 1.9355202 0.0031365 FS
5 -0.61430004D+03 0.8681388 0.0014112 FS
6 -0.61413178D+03 0.1682647 0.0002739 FS
7 -0.61412843D+03 0.0033456 0.0000054 FS
8 -0.61412857D+03 -0.0001440 -0.0000002 EM
UNIVARIATE ESTIMATION FOR U21
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.60673447D+03 0.0000000 0.0000000 EM
2 -0.60148746D+03 5.2470039 0.0086479 FS
3 -0.59748481D+03 4.0026502 0.0066546 FS
4 -0.59456557D+03 2.9192426 0.0048859 FS
5 -0.59246886D+03 2.0967126 0.0035265 FS
6 -0.59111724D+03 1.3516141 0.0022813 FS
7 -0.59049083D+03 0.6264144 0.0010597 FS
8 -0.59032132D+03 0.1695113 0.0002871 FS
9 -0.59030273D+03 0.0185912 0.0000315 FS
10 -0.59030206D+03 0.0006687 0.0000011 FS
11 -0.59030206D+03 -0.0000065 0.0000000 EM
UNIVARIATE ESTIMATION FOR U31
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.61081745D+03 0.0000000 0.0000000 EM
2 -0.60636777D+03 4.4496748 0.0072848 FS
3 -0.60245107D+03 3.9167042 0.0064593 FS
4 -0.59920507D+03 3.2459939 0.0053880 FS
5 -0.59669338D+03 2.5116917 0.0041917 FS
6 -0.59493980D+03 1.7535877 0.0029388 FS
7 -0.59388865D+03 1.0511480 0.0017668 FS
8 -0.59338123D+03 0.5074219 0.0008544 FS
9 -0.59319612D+03 0.1851007 0.0003119 FS
10 -0.59314660D+03 0.0495235 0.0000835 FS
11 -0.59313659D+03 0.0100064 0.0000169 FS
12 -0.59313498D+03 0.0016106 0.0000027 FS
13 -0.59313479D+03 0.0001971 0.0000003 FS
UNIVARIATE ESTIMATION FOR U12
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.57259358D+03 0.0000000 0.0000000 EM
2 -0.56098785D+03 11.6057242 0.0202687 FS
3 -0.55586617D+03 5.1216834 0.0091298 FS
4 -0.55116106D+03 4.7051132 0.0084645 FS
5 -0.54685832D+03 4.3027390 0.0078067 FS
6 -0.54294320D+03 3.9151167 0.0071593 FS
7 -0.53948513D+03 3.4580678 0.0063691 FS
8 -0.53652428D+03 2.9608520 0.0054883 FS
9 -0.53412431D+03 2.3999757 0.0044732 FS
10 -0.53231031D+03 1.8139941 0.0033962 FS
11 -0.53110135D+03 1.2089658 0.0022712 FS
12 -0.53040694D+03 0.6944051 0.0013075 FS
13 -0.53013661D+03 0.2703307 0.0005097 FS
14 -0.53010233D+03 0.0342810 0.0000647 EM
15 -0.53007755D+03 0.0247763 0.0000467 EM
16 -0.53005953D+03 0.0180208 0.0000340 EM
17 -0.53004598D+03 0.0135510 0.0000256 EM
18 -0.53003547D+03 0.0105086 0.0000198 EM
19 -0.53002710D+03 0.0083740 0.0000158 EM
20 -0.53002027D+03 0.0068241 0.0000129 EM
21 -0.53001460D+03 0.0056700 0.0000107 EM
22 -0.53000982D+03 0.0047809 0.0000090 EM
23 -0.53000575D+03 0.0040765 0.0000077 EM
24 -0.53000224D+03 0.0035050 0.0000066 EM
25 -0.52999921D+03 0.0030323 0.0000057 EM
26 -0.52999657D+03 0.0026350 0.0000050 EM
27 -0.52999428D+03 0.0022971 0.0000043 EM
28 -0.52999227D+03 0.0020071 0.0000038 EM
29 -0.52999051D+03 0.0017564 0.0000033 EM
30 -0.52998898D+03 0.0015386 0.0000029 EM
31 -0.52998763D+03 0.0013488 0.0000025 EM
32 -0.52998644D+03 0.0011830 0.0000022 EM
33 -0.52998541D+03 0.0010378 0.0000020 EM
34 -0.52998450D+03 0.0009106 0.0000017 EM
35 -0.52998370D+03 0.0007990 0.0000015 EM
36 -0.52998300D+03 0.0007010 0.0000013 EM
37 -0.52998238D+03 0.0006151 0.0000012 EM
38 -0.52998184D+03 0.0005396 0.0000010 EM
39 -0.52998137D+03 0.0004733 0.0000009 EM
UNIVARIATE ESTIMATION FOR U22
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.49137434D+03 0.0000000 0.0000000 EM
2 -0.47960619D+03 11.7681516 0.0239495 FS
3 -0.46876974D+03 10.8364480 0.0225945 FS
4 -0.45843859D+03 10.3311547 0.0220389 FS
5 -0.44865026D+03 9.7883224 0.0213514 FS
6 -0.43950940D+03 9.1408600 0.0203741 FS
7 -0.43117907D+03 8.3303307 0.0189537 FS
8 -0.42389767D+03 7.2814024 0.0168872 FS
9 -0.41800334D+03 5.8943341 0.0139051 FS
10 -0.41392514D+03 4.0781948 0.0097564 FS
11 -0.41196434D+03 1.9607986 0.0047371 FS
12 -0.41158650D+03 0.3778434 0.0009172 FS
13 -0.41157992D+03 0.0065824 0.0000160 FS
14 -0.41158024D+03 -0.0003173 -0.0000008 EM
UNIVARIATE ESTIMATION FOR U32
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.59731256D+03 0.0000000 0.0000000 EM
2 -0.59073532D+03 6.5772422 0.0110114 FS
3 -0.58504313D+03 5.6921939 0.0096358 FS
4 -0.58059410D+03 4.4490254 0.0076046 FS
5 -0.57766303D+03 2.9310758 0.0050484 FS
6 -0.57634845D+03 1.3145705 0.0022757 FS
7 -0.57612371D+03 0.2247465 0.0003899 FS
8 -0.57612036D+03 0.0033455 0.0000058 FS
9 -0.57612034D+03 0.0000190 0.0000000 FS
UNIVARIATE ESTIMATION FOR U13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.53156304D+03 0.0000000 0.0000000 EM
2 -0.51914448D+03 12.4185653 0.0233624 FS
3 -0.50857144D+03 10.5730392 0.0203663 FS
4 -0.49928971D+03 9.2817312 0.0182506 FS
5 -0.49133658D+03 7.9531305 0.0159289 FS
6 -0.48486132D+03 6.4752603 0.0131789 FS
7 -0.48006968D+03 4.7916386 0.0098825 FS
8 -0.47710929D+03 2.9603834 0.0061666 FS
9 -0.47581611D+03 1.2931809 0.0027105 FS
10 -0.47551276D+03 0.3033530 0.0006375 FS
11 -0.47547925D+03 0.0335072 0.0000705 FS
12 -0.47547603D+03 0.0032189 0.0000068 FS
13 -0.47547578D+03 0.0002516 0.0000005 FS
UNIVARIATE ESTIMATION FOR U23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.48774026D+03 0.0000000 0.0000000 EM
2 -0.46846089D+03 19.2793630 0.0395279 FS
3 -0.45200424D+03 16.4566523 0.0351292 FS
4 -0.43938910D+03 12.6151459 0.0279094 FS
5 -0.42931688D+03 10.0722163 0.0229232 FS
6 -0.42106764D+03 8.2492414 0.0192148 FS
7 -0.41456672D+03 6.5009145 0.0154391 FS
8 -0.40988570D+03 4.6810209 0.0112914 FS
9 -0.40699120D+03 2.8945066 0.0070617 FS
10 -0.40556942D+03 1.4217714 0.0034934 FS
11 -0.40505250D+03 0.5169249 0.0012746 FS
12 -0.40491683D+03 0.1356670 0.0003349 FS
13 -0.40489129D+03 0.0255439 0.0000631 FS
14 -0.40488791D+03 0.0033759 0.0000083 FS
15 -0.40488762D+03 0.0002894 0.0000007 FS
UNIVARIATE ESTIMATION FOR U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.58699209D+03 0.0000000 0.0000000 EM
2 -0.57930628D+03 7.6858156 0.0130936 FS
3 -0.57355911D+03 5.7471712 0.0099208 FS
4 -0.56860466D+03 4.9544505 0.0086381 FS
5 -0.56448087D+03 4.1237817 0.0072525 FS
6 -0.56128865D+03 3.1922200 0.0056551 FS
7 -0.55910200D+03 2.1866526 0.0038958 FS
8 -0.55788166D+03 1.2203380 0.0021827 FS
9 -0.55739386D+03 0.4878060 0.0008744 FS
10 -0.55727445D+03 0.1194119 0.0002142 FS
11 -0.55725817D+03 0.0162713 0.0000292 FS
12 -0.55725693D+03 0.0012456 0.0000022 FS
13 -0.55725691D+03 0.0000151 0.0000000 FS
BIVARIATE ESTIMATION FOR U11 AND U21
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.12166413D+04 0.0000000 0.0000000 EM
2 -0.11879047D+04 28.7365854 0.0236196 FS
3 -0.11722845D+04 15.6202058 0.0131494 FS
4 -0.11577831D+04 14.5014007 0.0123702 FS
5 -0.11457104D+04 12.0726990 0.0104274 FS
6 -0.11392295D+04 6.4809050 0.0056567 FS
7 -0.11388696D+04 0.3599491 0.0003160 FS
8 -0.11388292D+04 0.0403701 0.0000354 FS
9 -0.11388282D+04 0.0009841 0.0000009 FS
BIVARIATE ESTIMATION FOR U11 AND U31
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.12056806D+04 0.0000000 0.0000000 EM
2 -0.11925616D+04 13.1189501 0.0108809 FS
3 -0.11799281D+04 12.6335595 0.0105936 FS
4 -0.11702139D+04 9.7141870 0.0082329 FS
5 -0.11657415D+04 4.4723838 0.0038219 FS
6 -0.11652353D+04 0.5062515 0.0004343 FS
7 -0.11652199D+04 0.0153765 0.0000132 FS
8 -0.11652194D+04 0.0005304 0.0000005 FS
BIVARIATE ESTIMATION FOR U21 AND U31
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11916810D+04 0.0000000 0.0000000 EM
2 -0.11691562D+04 22.5247838 0.0189017 FS
3 -0.11551395D+04 14.0167758 0.0119888 FS
4 -0.11430358D+04 12.1036512 0.0104781 FS
5 -0.11341124D+04 8.9234059 0.0078068 FS
6 -0.11309209D+04 3.1914718 0.0028141 FS
7 -0.11308677D+04 0.0532362 0.0000471 FS
8 -0.11308645D+04 0.0032232 0.0000029 FS
9 -0.11308641D+04 0.0003500 0.0000003 FS
BIVARIATE ESTIMATION FOR U11 AND U12
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11510386D+04 0.0000000 0.0000000 EM
2 -0.11320183D+04 19.0202329 0.0165244 FS
3 -0.11246483D+04 7.3700007 0.0065105 FS
4 -0.11227515D+04 1.8968710 0.0016866 FS
5 -0.11227255D+04 0.0260027 0.0000232 FS
6 -0.11227233D+04 0.0021260 0.0000019 FS
7 -0.11227233D+04 0.0000156 0.0000000 FS
BIVARIATE ESTIMATION FOR U21 AND U12
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11370390D+04 0.0000000 0.0000000 EM
2 -0.11072504D+04 29.7885863 0.0261984 FS
3 -0.10974396D+04 9.8107817 0.0088605 FS
4 -0.10915672D+04 5.8724756 0.0053511 FS
5 -0.10903792D+04 1.1879888 0.0010883 FS
6 -0.10903299D+04 0.0493092 0.0000452 FS
7 -0.10903243D+04 0.0055262 0.0000051 FS
8 -0.10903240D+04 0.0003780 0.0000003 FS
BIVARIATE ESTIMATION FOR U31 AND U12
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11260783D+04 0.0000000 0.0000000 EM
2 -0.11109562D+04 15.1220674 0.0134290 FS
3 -0.11028173D+04 8.1389244 0.0073261 FS
4 -0.10976558D+04 5.1614781 0.0046803 FS
5 -0.10964324D+04 1.2233821 0.0011145 FS
6 -0.10963557D+04 0.0767387 0.0000700 FS
7 -0.10963526D+04 0.0031319 0.0000029 FS
8 -0.10963525D+04 0.0000097 0.0000000 FS
BIVARIATE ESTIMATION FOR U11 AND U22
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10363541D+04 0.0000000 0.0000000 EM
2 -0.10162337D+04 20.1203434 0.0194145 FS
3 -0.10143213D+04 1.9124733 0.0018819 FS
4 -0.10133130D+04 1.0082545 0.0009940 FS
5 -0.10132668D+04 0.0462122 0.0000456 FS
6 -0.10132666D+04 0.0001898 0.0000002 EM
BIVARIATE ESTIMATION FOR U21 AND U22
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10223545D+04 0.0000000 0.0000000 EM
2 -0.99334554D+03 29.0089399 0.0283746 FS
3 -0.98685301D+03 6.4925385 0.0065360 FS
4 -0.98306193D+03 3.7910720 0.0038416 FS
5 -0.98190414D+03 1.1577936 0.0011777 FS
6 -0.98180299D+03 0.1011498 0.0001030 FS
7 -0.98179943D+03 0.0035577 0.0000036 FS
8 -0.98179930D+03 0.0001365 0.0000001 FS
BIVARIATE ESTIMATION FOR U31 AND U22
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10113938D+04 0.0000000 0.0000000 EM
2 -0.99629004D+03 15.1037193 0.0149336 FS
3 -0.99185295D+03 4.4370910 0.0044536 FS
4 -0.99032725D+03 1.5257068 0.0015382 FS
5 -0.99005815D+03 0.2690951 0.0002717 FS
6 -0.99001635D+03 0.0417978 0.0000422 FS
7 -0.99000917D+03 0.0071795 0.0000073 FS
8 -0.99000805D+03 0.0011226 0.0000011 FS
9 -0.99000789D+03 0.0001643 0.0000002 FS
BIVARIATE ESTIMATION FOR U12 AND U22
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.95675174D+03 0.0000000 0.0000000 EM
2 -0.92883930D+03 27.9124419 0.0291742 FS
3 -0.91653694D+03 12.3023624 0.0132449 FS
4 -0.90629044D+03 10.2465044 0.0111796 FS
5 -0.89944779D+03 6.8426489 0.0075502 FS
6 -0.89848753D+03 0.9602590 0.0010676 FS
7 -0.89840786D+03 0.0796695 0.0000887 FS
8 -0.89840194D+03 0.0059184 0.0000066 FS
9 -0.89839771D+03 0.0042307 0.0000047 FS
10 -0.89839738D+03 0.0003278 0.0000004 EM
BIVARIATE ESTIMATION FOR U11 AND U32
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11957457D+04 0.0000000 0.0000000 EM
2 -0.11813950D+04 14.3507295 0.0120015 FS
3 -0.11763730D+04 5.0219429 0.0042509 FS
4 -0.11751038D+04 1.2692084 0.0010789 FS
5 -0.11749874D+04 0.1164059 0.0000991 FS
6 -0.11749799D+04 0.0074802 0.0000064 FS
7 -0.11749794D+04 0.0005726 0.0000005 FS
BIVARIATE ESTIMATION FOR U21 AND U32
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11817461D+04 0.0000000 0.0000000 EM
2 -0.11565865D+04 25.1596407 0.0212902 FS
3 -0.11496503D+04 6.9361381 0.0059971 FS
4 -0.11472172D+04 2.4331511 0.0021164 FS
5 -0.11469182D+04 0.2989815 0.0002606 FS
6 -0.11468643D+04 0.0538857 0.0000470 FS
7 -0.11468514D+04 0.0129336 0.0000113 FS
8 -0.11468485D+04 0.0028975 0.0000025 FS
9 -0.11468479D+04 0.0006273 0.0000005 FS
BIVARIATE ESTIMATION FOR U31 AND U32
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11707854D+04 0.0000000 0.0000000 EM
2 -0.11594608D+04 11.3246035 0.0096727 FS
3 -0.11545797D+04 4.8810714 0.0042098 FS
4 -0.11529977D+04 1.5819869 0.0013702 FS
5 -0.11529545D+04 0.0432629 0.0000375 FS
6 -0.11528795D+04 0.0749460 0.0000650 EM
7 -0.11528773D+04 0.0022650 0.0000020 EM
8 -0.11528772D+04 0.0000392 0.0000000 QN
9 -0.11528772D+04 0.0000033 0.0000000 FS
BIVARIATE ESTIMATION FOR U12 AND U32
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11161434D+04 0.0000000 0.0000000 EM
2 -0.10923186D+04 23.8247723 0.0213456 FS
3 -0.10795600D+04 12.7586388 0.0116803 FS
4 -0.10673889D+04 12.1710937 0.0112741 FS
5 -0.10560415D+04 11.3474070 0.0106310 FS
6 -0.10459936D+04 10.0479083 0.0095147 FS
7 -0.10381980D+04 7.7955696 0.0074528 FS
8 -0.10341224D+04 4.0755541 0.0039256 FS
9 -0.10334872D+04 0.6352075 0.0006142 FS
10 -0.10334821D+04 0.0051329 0.0000050 FS
11 -0.10334820D+04 0.0000546 0.0000001 EM
BIVARIATE ESTIMATION FOR U22 AND U32
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10014589D+04 0.0000000 0.0000000 EM
2 -0.97530680D+03 26.1520572 0.0261140 FS
3 -0.96353194D+03 11.7748669 0.0120730 FS
4 -0.95386252D+03 9.6694147 0.0100354 FS
5 -0.94712464D+03 6.7378859 0.0070638 FS
6 -0.94480849D+03 2.3161436 0.0024454 FS
7 -0.94470231D+03 0.1061816 0.0001124 FS
8 -0.94470180D+03 0.0005073 0.0000005 FS
BIVARIATE ESTIMATION FOR U11 AND U13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10937147D+04 0.0000000 0.0000000 EM
2 -0.10811663D+04 12.5483271 0.0114731 FS
3 -0.10778388D+04 3.3275301 0.0030777 FS
4 -0.10778097D+04 0.0290482 0.0000270 FS
5 -0.10778080D+04 0.0017496 0.0000016 FS
6 -0.10778077D+04 0.0002500 0.0000002 FS
BIVARIATE ESTIMATION FOR U21 AND U13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10797151D+04 0.0000000 0.0000000 EM
2 -0.10585133D+04 21.2017266 0.0196364 FS
3 -0.10560233D+04 2.4900203 0.0023524 FS
4 -0.10556205D+04 0.4027927 0.0003814 FS
5 -0.10555767D+04 0.0438761 0.0000416 FS
6 -0.10555723D+04 0.0043856 0.0000042 FS
7 -0.10555719D+04 0.0003727 0.0000004 FS
BIVARIATE ESTIMATION FOR U31 AND U13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10687543D+04 0.0000000 0.0000000 EM
2 -0.10571434D+04 11.6109262 0.0108640 FS
3 -0.10498285D+04 7.3149189 0.0069195 FS
4 -0.10496440D+04 0.1845099 0.0001758 FS
5 -0.10494639D+04 0.1801297 0.0001716 FS
6 -0.10494407D+04 0.0232117 0.0000221 FS
7 -0.10494202D+04 0.0204188 0.0000195 FS
8 -0.10494141D+04 0.0061697 0.0000059 FS
9 -0.10494097D+04 0.0043382 0.0000041 FS
10 -0.10494081D+04 0.0016737 0.0000016 FS
11 -0.10494070D+04 0.0010567 0.0000010 FS
12 -0.10494066D+04 0.0004406 0.0000004 FS
BIVARIATE ESTIMATION FOR U12 AND U13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10141123D+04 0.0000000 0.0000000 EM
2 -0.99685770D+03 17.2546327 0.0170145 FS
3 -0.98886140D+03 7.9962994 0.0080215 FS
4 -0.98246507D+03 6.3963301 0.0064684 FS
5 -0.97781218D+03 4.6528865 0.0047359 FS
6 -0.97502711D+03 2.7850697 0.0028483 FS
7 -0.97374726D+03 1.2798553 0.0013126 FS
8 -0.97329370D+03 0.4535606 0.0004658 FS
9 -0.97315734D+03 0.1363592 0.0001401 FS
10 -0.97311912D+03 0.0382183 0.0000393 FS
11 -0.97310867D+03 0.0104502 0.0000107 FS
12 -0.97310584D+03 0.0028302 0.0000029 FS
13 -0.97310508D+03 0.0007608 0.0000008 FS
BIVARIATE ESTIMATION FOR U22 AND U13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.89942782D+03 0.0000000 0.0000000 EM
2 -0.87587319D+03 23.5546302 0.0261885 FS
3 -0.86655747D+03 9.3157199 0.0106359 FS
4 -0.85987562D+03 6.6818422 0.0077108 FS
5 -0.85663834D+03 3.2372863 0.0037648 FS
6 -0.85598298D+03 0.6553553 0.0007650 FS
7 -0.85592319D+03 0.0597941 0.0000699 FS
8 -0.85591812D+03 0.0050656 0.0000059 FS
9 -0.85591759D+03 0.0005355 0.0000006 FS
BIVARIATE ESTIMATION FOR U32 AND U13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10588194D+04 0.0000000 0.0000000 EM
2 -0.10393125D+04 19.5069250 0.0184233 FS
3 -0.10283091D+04 11.0033814 0.0105872 FS
4 -0.10186867D+04 9.6224194 0.0093575 FS
5 -0.10117332D+04 6.9534719 0.0068259 FS
6 -0.10087450D+04 2.9882867 0.0029536 FS
7 -0.10084534D+04 0.2915868 0.0002891 FS
8 -0.10084513D+04 0.0020655 0.0000020 FS
9 -0.10084513D+04 0.0000053 0.0000000 FS
BIVARIATE ESTIMATION FOR U11 AND U23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10199770D+04 0.0000000 0.0000000 EM
2 -0.10157234D+04 4.2536328 0.0041703 FS
3 -0.10148754D+04 0.8479668 0.0008348 FS
4 -0.10148574D+04 0.0180663 0.0000178 FS
5 -0.10148573D+04 0.0000291 0.0000000 FS
BIVARIATE ESTIMATION FOR U21 AND U23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10059774D+04 0.0000000 0.0000000 EM
2 -0.98982575D+03 16.1517008 0.0160557 FS
3 -0.98877291D+03 1.0528319 0.0010637 FS
4 -0.98876277D+03 0.0101437 0.0000103 FS
5 -0.98876080D+03 0.0019717 0.0000020 FS
6 -0.98875691D+03 0.0038857 0.0000039 FS
7 -0.98875603D+03 0.0008831 0.0000009 FS
BIVARIATE ESTIMATION FOR U31 AND U23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.99501672D+03 0.0000000 0.0000000 EM
2 -0.99314765D+03 1.8690765 0.0018784 FS
3 -0.99231914D+03 0.8285116 0.0008342 FS
4 -0.99225424D+03 0.0648958 0.0000654 FS
5 -0.99224824D+03 0.0060018 0.0000060 FS
6 -0.99224670D+03 0.0015398 0.0000016 FS
7 -0.99224616D+03 0.0005404 0.0000005 FS
BIVARIATE ESTIMATION FOR U12 AND U23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.94037471D+03 0.0000000 0.0000000 EM
2 -0.92472235D+03 15.6523574 0.0166448 FS
3 -0.91570487D+03 9.0174824 0.0097516 FS
4 -0.90881899D+03 6.8858756 0.0075198 FS
5 -0.90535082D+03 3.4681672 0.0038161 FS
6 -0.90473370D+03 0.6171218 0.0006816 FS
7 -0.90471475D+03 0.0189539 0.0000209 FS
8 -0.90471267D+03 0.0020752 0.0000023 FS
9 -0.90471216D+03 0.0005172 0.0000006 FS
BIVARIATE ESTIMATION FOR U22 AND U23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.82569019D+03 0.0000000 0.0000000 EM
2 -0.80785443D+03 17.8357679 0.0216010 FS
3 -0.79986212D+03 7.9923029 0.0098932 FS
4 -0.79374779D+03 6.1143365 0.0076442 FS
5 -0.78988371D+03 3.8640776 0.0048681 FS
6 -0.78863431D+03 1.2494027 0.0015818 FS
7 -0.78857198D+03 0.0623246 0.0000790 FS
8 -0.78857095D+03 0.0010274 0.0000013 FS
9 -0.78857081D+03 0.0001408 0.0000002 FS
BIVARIATE ESTIMATION FOR U32 AND U23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.98508182D+03 0.0000000 0.0000000 EM
2 -0.96901741D+03 16.0644077 0.0163077 FS
3 -0.95955093D+03 9.4664840 0.0097692 FS
4 -0.95406441D+03 5.4865203 0.0057178 FS
5 -0.95372371D+03 0.3407000 0.0003571 FS
6 -0.95366330D+03 0.0604145 0.0000633 FS
7 -0.95363409D+03 0.0292077 0.0000306 FS
8 -0.95362191D+03 0.0121782 0.0000128 FS
9 -0.95361554D+03 0.0063735 0.0000067 FS
10 -0.95361259D+03 0.0029443 0.0000031 FS
11 -0.95361101D+03 0.0015789 0.0000017 FS
12 -0.95361028D+03 0.0007314 0.0000008 FS
BIVARIATE ESTIMATION FOR U13 AND U23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.88305078D+03 0.0000000 0.0000000 EM
2 -0.86578224D+03 17.2685352 0.0195555 FS
3 -0.85128245D+03 14.4997974 0.0167476 FS
4 -0.83878212D+03 12.5003271 0.0146841 FS
5 -0.82553530D+03 13.2468205 0.0157929 FS
6 -0.81361957D+03 11.9157323 0.0144339 FS
7 -0.80358611D+03 10.0334552 0.0123319 FS
8 -0.79773756D+03 5.8485464 0.0072781 FS
9 -0.79712963D+03 0.6079375 0.0007621 FS
10 -0.79712239D+03 0.0072383 0.0000091 FS
11 -0.79711676D+03 0.0056259 0.0000071 EM
12 -0.79711553D+03 0.0012366 0.0000016 EM
13 -0.79711526D+03 0.0002620 0.0000003 EM
BIVARIATE ESTIMATION FOR U11 AND U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11733754D+04 0.0000000 0.0000000 EM
2 -0.11644371D+04 8.9382607 0.0076176 FS
3 -0.11634316D+04 1.0055567 0.0008636 FS
4 -0.11633651D+04 0.0665162 0.0000572 FS
5 -0.11632229D+04 0.1421451 0.0001222 EM
6 -0.11632219D+04 0.0010033 0.0000009 EM
7 -0.11632219D+04 0.0000338 0.0000000 QN
8 -0.11632219D+04 0.0000229 0.0000000 EM
BIVARIATE ESTIMATION FOR U21 AND U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11593758D+04 0.0000000 0.0000000 EM
2 -0.11373027D+04 22.0731258 0.0190388 FS
3 -0.11317461D+04 5.5565591 0.0048857 FS
4 -0.11313133D+04 0.4328442 0.0003825 FS
5 -0.11313048D+04 0.0084937 0.0000075 FS
6 -0.11313046D+04 0.0002139 0.0000002 FS
BIVARIATE ESTIMATION FOR U31 AND U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11484151D+04 0.0000000 0.0000000 EM
2 -0.11417382D+04 6.6769353 0.0058140 FS
3 -0.11385492D+04 3.1889794 0.0027931 FS
4 -0.11383865D+04 0.1626737 0.0001429 EM
5 -0.11383839D+04 0.0026634 0.0000023 EM
6 -0.11383839D+04 0.0000009 0.0000000 FS
BIVARIATE ESTIMATION FOR U12 AND U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10937731D+04 0.0000000 0.0000000 EM
2 -0.10767071D+04 17.0659806 0.0156029 FS
3 -0.10669888D+04 9.7182904 0.0090259 FS
4 -0.10597239D+04 7.2649428 0.0068088 FS
5 -0.10561489D+04 3.5749420 0.0033735 FS
6 -0.10557339D+04 0.4150214 0.0003930 FS
7 -0.10557273D+04 0.0065718 0.0000062 FS
8 -0.10557270D+04 0.0003401 0.0000003 FS
BIVARIATE ESTIMATION FOR U22 AND U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.97908857D+03 0.0000000 0.0000000 EM
2 -0.95929803D+03 19.7905399 0.0202132 FS
3 -0.95022684D+03 9.0711948 0.0094561 FS
4 -0.94403456D+03 6.1922827 0.0065166 FS
5 -0.94098340D+03 3.0511529 0.0032320 FS
6 -0.94024818D+03 0.7352255 0.0007813 FS
7 -0.94016328D+03 0.0849022 0.0000903 FS
8 -0.94015509D+03 0.0081877 0.0000087 FS
9 -0.94015418D+03 0.0009118 0.0000010 FS
BIVARIATE ESTIMATION FOR U32 AND U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11384802D+04 0.0000000 0.0000000 EM
2 -0.11193500D+04 19.1302501 0.0168033 FS
3 -0.11068903D+04 12.4596778 0.0111312 FS
4 -0.10972400D+04 9.6502580 0.0087184 FS
5 -0.10928336D+04 4.4063820 0.0040159 FS
6 -0.10925822D+04 0.2514205 0.0002301 FS
7 -0.10925724D+04 0.0097888 0.0000090 FS
8 -0.10925719D+04 0.0005656 0.0000005 FS
BIVARIATE ESTIMATION FOR U13 AND U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10364492D+04 0.0000000 0.0000000 EM
2 -0.10172314D+04 19.2177725 0.0185419 FS
3 -0.10016340D+04 15.5973479 0.0153331 FS
4 -0.98652645D+03 15.1075871 0.0150829 FS
5 -0.97195310D+03 14.5733487 0.0147724 FS
6 -0.95807299D+03 13.8801134 0.0142806 FS
7 -0.94568450D+03 12.3884917 0.0129306 FS
8 -0.93740504D+03 8.2794554 0.0087550 FS
9 -0.93675842D+03 0.6466217 0.0006898 FS
10 -0.93654813D+03 0.2102873 0.0002245 FS
11 -0.93653799D+03 0.0101397 0.0000108 FS
12 -0.93653231D+03 0.0056856 0.0000061 FS
13 -0.93653174D+03 0.0005703 0.0000006 FS
BIVARIATE ESTIMATION FOR U23 AND U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.96271153D+03 0.0000000 0.0000000 EM
2 -0.94697916D+03 15.7323773 0.0163417 FS
3 -0.93166556D+03 15.3135952 0.0161710 FS
4 -0.91749131D+03 14.1742479 0.0152139 FS
5 -0.90428082D+03 13.2104931 0.0143985 FS
6 -0.89270521D+03 11.5756077 0.0128009 FS
7 -0.88528219D+03 7.4230281 0.0083152 FS
8 -0.88478297D+03 0.4992177 0.0005639 FS
9 -0.88446671D+03 0.3162566 0.0003574 FS
10 -0.88446101D+03 0.0057012 0.0000064 FS
11 -0.88444994D+03 0.0110717 0.0000125 EM
12 -0.88444991D+03 0.0000284 0.0000000 FS
UNIVARIATE ESTIMATION FOR U11
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.62402686D+03 0.0000000 0.0000000 EM
2 -0.62011331D+03 3.9135481 0.0062714 FS
3 -0.61710370D+03 3.0096114 0.0048533 FS
4 -0.61516818D+03 1.9355202 0.0031365 FS
5 -0.61430004D+03 0.8681388 0.0014112 FS
6 -0.61413178D+03 0.1682647 0.0002739 FS
7 -0.61412843D+03 0.0033456 0.0000054 FS
8 -0.61412857D+03 -0.0001440 -0.0000002 EM
UNIVARIATE ESTIMATION FOR U21
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.60673447D+03 0.0000000 0.0000000 EM
2 -0.60148746D+03 5.2470039 0.0086479 FS
3 -0.59748481D+03 4.0026502 0.0066546 FS
4 -0.59456557D+03 2.9192426 0.0048859 FS
5 -0.59246886D+03 2.0967126 0.0035265 FS
6 -0.59111724D+03 1.3516141 0.0022813 FS
7 -0.59049083D+03 0.6264144 0.0010597 FS
8 -0.59032132D+03 0.1695113 0.0002871 FS
9 -0.59030273D+03 0.0185912 0.0000315 FS
10 -0.59030206D+03 0.0006687 0.0000011 FS
11 -0.59030206D+03 -0.0000065 0.0000000 EM
UNIVARIATE ESTIMATION FOR U31
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.61081745D+03 0.0000000 0.0000000 EM
2 -0.60636777D+03 4.4496748 0.0072848 FS
3 -0.60245107D+03 3.9167042 0.0064593 FS
4 -0.59920507D+03 3.2459939 0.0053880 FS
5 -0.59669338D+03 2.5116917 0.0041917 FS
6 -0.59493980D+03 1.7535877 0.0029388 FS
7 -0.59388865D+03 1.0511480 0.0017668 FS
8 -0.59338123D+03 0.5074219 0.0008544 FS
9 -0.59319612D+03 0.1851007 0.0003119 FS
10 -0.59314660D+03 0.0495235 0.0000835 FS
11 -0.59313659D+03 0.0100064 0.0000169 FS
12 -0.59313498D+03 0.0016106 0.0000027 FS
13 -0.59313479D+03 0.0001971 0.0000003 FS
UNIVARIATE ESTIMATION FOR U12
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.57605616D+03 0.0000000 0.0000000 EM
2 -0.56602934D+03 10.0268145 0.0174060 FS
3 -0.56089032D+03 5.1390198 0.0090791 FS
4 -0.55643204D+03 4.4582811 0.0079486 FS
5 -0.55229221D+03 4.1398311 0.0074400 FS
6 -0.54849097D+03 3.8012387 0.0068827 FS
7 -0.54507190D+03 3.4190728 0.0062336 FS
8 -0.54207146D+03 3.0004340 0.0055047 FS
9 -0.53953421D+03 2.5372540 0.0046807 FS
10 -0.53748994D+03 2.0442693 0.0037890 FS
11 -0.53596148D+03 1.5284628 0.0028437 FS
12 -0.53492042D+03 1.0410587 0.0019424 FS
13 -0.53431883D+03 0.6015856 0.0011246 FS
14 -0.53404373D+03 0.2750992 0.0005149 FS
15 -0.53396313D+03 0.0806026 0.0001509 EM
16 -0.53391467D+03 0.0484590 0.0000908 EM
17 -0.53388510D+03 0.0295766 0.0000554 EM
18 -0.53386691D+03 0.0181822 0.0000341 EM
19 -0.53385568D+03 0.0112346 0.0000210 EM
20 -0.53384871D+03 0.0069649 0.0000130 EM
21 -0.53384439D+03 0.0043198 0.0000081 EM
22 -0.53384171D+03 0.0026855 0.0000050 EM
23 -0.53384004D+03 0.0016686 0.0000031 EM
24 -0.53383901D+03 0.0010343 0.0000019 EM
25 -0.53383837D+03 0.0006385 0.0000012 EM
26 -0.53383798D+03 0.0003917 0.0000007 EM
UNIVARIATE ESTIMATION FOR U22
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.49515180D+03 0.0000000 0.0000000 EM
2 -0.48327245D+03 11.8793447 0.0239913 FS
3 -0.47254132D+03 10.7311342 0.0222051 FS
4 -0.46241570D+03 10.1256229 0.0214280 FS
5 -0.45288296D+03 9.5327339 0.0206151 FS
6 -0.44402722D+03 8.8557425 0.0195542 FS
7 -0.43599538D+03 8.0318432 0.0180886 FS
8 -0.42900300D+03 6.9923764 0.0160377 FS
9 -0.42334846D+03 5.6545355 0.0131806 FS
10 -0.41939620D+03 3.9522598 0.0093357 FS
11 -0.41739319D+03 2.0030149 0.0047759 FS
12 -0.41692049D+03 0.4727010 0.0011325 FS
13 -0.41690262D+03 0.0178686 0.0000429 FS
14 -0.41690349D+03 -0.0008739 -0.0000021 EM
UNIVARIATE ESTIMATION FOR U32
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.59618557D+03 0.0000000 0.0000000 EM
2 -0.58994128D+03 6.2442980 0.0104737 FS
3 -0.58433909D+03 5.6021829 0.0094962 FS
4 -0.57982516D+03 4.5139355 0.0077249 FS
5 -0.57657351D+03 3.2516503 0.0056080 FS
6 -0.57464396D+03 1.9295451 0.0033466 FS
7 -0.57382409D+03 0.8198760 0.0014268 FS
8 -0.57361820D+03 0.2058865 0.0003588 FS
9 -0.57359166D+03 0.0265450 0.0000463 FS
10 -0.57358989D+03 0.0017690 0.0000031 FS
11 -0.57358988D+03 0.0000064 0.0000000 FS
UNIVARIATE ESTIMATION FOR U13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.52947584D+03 0.0000000 0.0000000 EM
2 -0.51645173D+03 13.0241092 0.0245981 FS
3 -0.50503387D+03 11.4178647 0.0221083 FS
4 -0.49503869D+03 9.9951756 0.0197911 FS
5 -0.48657494D+03 8.4637502 0.0170971 FS
6 -0.47992415D+03 6.6507904 0.0136686 FS
7 -0.47546169D+03 4.4624601 0.0092983 FS
8 -0.47336024D+03 2.1014560 0.0044198 FS
9 -0.47292593D+03 0.4343042 0.0009175 FS
10 -0.47290650D+03 0.0194339 0.0000411 FS
11 -0.47290414D+03 0.0023559 0.0000050 FS
12 -0.47290368D+03 0.0004630 0.0000010 FS
UNIVARIATE ESTIMATION FOR U23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.48538736D+03 0.0000000 0.0000000 EM
2 -0.46592083D+03 19.4665255 0.0401051 FS
3 -0.44903692D+03 16.8839156 0.0362377 FS
4 -0.43577044D+03 13.2664754 0.0295443 FS
5 -0.42528041D+03 10.4900354 0.0240724 FS
6 -0.41686261D+03 8.4177962 0.0197935 FS
7 -0.41039521D+03 6.4673980 0.0155145 FS
8 -0.40589349D+03 4.5017254 0.0109692 FS
9 -0.40322231D+03 2.6711765 0.0065810 FS
10 -0.40194810D+03 1.2742051 0.0031601 FS
11 -0.40146828D+03 0.4798268 0.0011938 FS
12 -0.40132145D+03 0.1468310 0.0003657 FS
13 -0.40128569D+03 0.0357549 0.0000891 FS
14 -0.40127913D+03 0.0065649 0.0000164 FS
15 -0.40127821D+03 0.0009170 0.0000023 FS
16 -0.40127813D+03 0.0000811 0.0000002 FS
UNIVARIATE ESTIMATION FOR U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.59111777D+03 0.0000000 0.0000000 EM
2 -0.58220482D+03 8.9129441 0.0150781 FS
3 -0.57692945D+03 5.2753673 0.0090610 FS
4 -0.57236779D+03 4.5616634 0.0079068 FS
5 -0.56859031D+03 3.7774851 0.0065998 FS
6 -0.56567375D+03 2.9165587 0.0051295 FS
7 -0.56366166D+03 2.0120906 0.0035570 FS
8 -0.56250032D+03 1.1613342 0.0020603 FS
9 -0.56199007D+03 0.5102563 0.0009071 FS
10 -0.56183641D+03 0.1536609 0.0002734 FS
11 -0.56180641D+03 0.0299927 0.0000534 FS
12 -0.56180246D+03 0.0039505 0.0000070 FS
13 -0.56180211D+03 0.0003524 0.0000006 FS
BIVARIATE ESTIMATION FOR U11 AND U21
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.12166413D+04 0.0000000 0.0000000 EM
2 -0.11879047D+04 28.7365854 0.0236196 FS
3 -0.11722845D+04 15.6202058 0.0131494 FS
4 -0.11577831D+04 14.5014007 0.0123702 FS
5 -0.11457104D+04 12.0726990 0.0104274 FS
6 -0.11392295D+04 6.4809050 0.0056567 FS
7 -0.11388696D+04 0.3599491 0.0003160 FS
8 -0.11388292D+04 0.0403701 0.0000354 FS
9 -0.11388282D+04 0.0009841 0.0000009 FS
BIVARIATE ESTIMATION FOR U11 AND U31
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.12056806D+04 0.0000000 0.0000000 EM
2 -0.11925616D+04 13.1189501 0.0108809 FS
3 -0.11799281D+04 12.6335595 0.0105936 FS
4 -0.11702139D+04 9.7141870 0.0082329 FS
5 -0.11657415D+04 4.4723838 0.0038219 FS
6 -0.11652353D+04 0.5062515 0.0004343 FS
7 -0.11652199D+04 0.0153765 0.0000132 FS
8 -0.11652194D+04 0.0005304 0.0000005 FS
BIVARIATE ESTIMATION FOR U21 AND U31
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11916810D+04 0.0000000 0.0000000 EM
2 -0.11691562D+04 22.5247838 0.0189017 FS
3 -0.11551395D+04 14.0167758 0.0119888 FS
4 -0.11430358D+04 12.1036512 0.0104781 FS
5 -0.11341124D+04 8.9234059 0.0078068 FS
6 -0.11309209D+04 3.1914718 0.0028141 FS
7 -0.11308677D+04 0.0532362 0.0000471 FS
8 -0.11308645D+04 0.0032232 0.0000029 FS
9 -0.11308641D+04 0.0003500 0.0000003 FS
BIVARIATE ESTIMATION FOR U11 AND U12
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11579571D+04 0.0000000 0.0000000 EM
2 -0.11361423D+04 21.8147493 0.0188390 FS
3 -0.11292984D+04 6.8438752 0.0060238 FS
4 -0.11262938D+04 3.0046656 0.0026606 FS
5 -0.11261531D+04 0.1407139 0.0001249 FS
6 -0.11261527D+04 0.0003554 0.0000003 FS
BIVARIATE ESTIMATION FOR U21 AND U12
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11439575D+04 0.0000000 0.0000000 EM
2 -0.11105208D+04 33.4367249 0.0292290 FS
3 -0.11008746D+04 9.6461894 0.0086862 FS
4 -0.10952907D+04 5.5839080 0.0050722 FS
5 -0.10944367D+04 0.8539657 0.0007797 FS
6 -0.10943304D+04 0.1062744 0.0000971 FS
7 -0.10943136D+04 0.0168367 0.0000154 FS
8 -0.10943121D+04 0.0015266 0.0000014 FS
9 -0.10943120D+04 0.0000942 0.0000001 FS
BIVARIATE ESTIMATION FOR U31 AND U12
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11329968D+04 0.0000000 0.0000000 EM
2 -0.11151460D+04 17.8507642 0.0157554 FS
3 -0.11110405D+04 4.1054761 0.0036816 FS
4 -0.11051490D+04 5.8915160 0.0053027 FS
5 -0.11035122D+04 1.6368473 0.0014811 FS
6 -0.11029073D+04 0.6048868 0.0005481 FS
7 -0.11027720D+04 0.1352581 0.0001226 FS
8 -0.11027566D+04 0.0153754 0.0000139 FS
9 -0.11027557D+04 0.0009053 0.0000008 FS
BIVARIATE ESTIMATION FOR U11 AND U22
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10397050D+04 0.0000000 0.0000000 EM
2 -0.10215570D+04 18.1479696 0.0174549 FS
3 -0.10191722D+04 2.3848410 0.0023345 FS
4 -0.10185621D+04 0.6101281 0.0005987 FS
5 -0.10185285D+04 0.0335612 0.0000329 FS
6 -0.10185250D+04 0.0035562 0.0000035 FS
7 -0.10185245D+04 0.0004954 0.0000005 FS
BIVARIATE ESTIMATION FOR U21 AND U22
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10257054D+04 0.0000000 0.0000000 EM
2 -0.99988396D+03 25.8214738 0.0251744 FS
3 -0.99350201D+03 6.3819431 0.0063827 FS
4 -0.99065122D+03 2.8507892 0.0028694 FS
5 -0.99005148D+03 0.5997409 0.0006054 FS
6 -0.99001406D+03 0.0374181 0.0000378 FS
7 -0.99001259D+03 0.0014785 0.0000015 FS
8 -0.99001253D+03 0.0000591 0.0000001 FS
BIVARIATE ESTIMATION FOR U31 AND U22
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10147447D+04 0.0000000 0.0000000 EM
2 -0.10022637D+04 12.4809893 0.0122996 FS
3 -0.99979838D+03 2.4653392 0.0024598 FS
4 -0.99944416D+03 0.3542146 0.0003543 FS
5 -0.99939792D+03 0.0462415 0.0000463 FS
6 -0.99939210D+03 0.0058266 0.0000058 FS
7 -0.99939157D+03 0.0005230 0.0000005 FS
BIVARIATE ESTIMATION FOR U12 AND U22
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.96702117D+03 0.0000000 0.0000000 EM
2 -0.93832161D+03 28.6995621 0.0296783 FS
3 -0.92561356D+03 12.7080483 0.0135434 FS
4 -0.91551494D+03 10.0986236 0.0109102 FS
5 -0.90756941D+03 7.9455233 0.0086787 FS
6 -0.90328566D+03 4.2837524 0.0047200 FS
7 -0.90252477D+03 0.7608878 0.0008424 FS
8 -0.90248684D+03 0.0379354 0.0000420 FS
9 -0.90248445D+03 0.0023884 0.0000026 FS
10 -0.90248405D+03 0.0003952 0.0000004 FS
BIVARIATE ESTIMATION FOR U11 AND U32
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11910807D+04 0.0000000 0.0000000 EM
2 -0.11789367D+04 12.1439586 0.0101957 FS
3 -0.11742522D+04 4.6845140 0.0039735 FS
4 -0.11733904D+04 0.8618407 0.0007339 FS
5 -0.11733425D+04 0.0478920 0.0000408 FS
6 -0.11733401D+04 0.0024072 0.0000021 FS
7 -0.11733399D+04 0.0001494 0.0000001 FS
BIVARIATE ESTIMATION FOR U21 AND U32
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11770811D+04 0.0000000 0.0000000 EM
2 -0.11533154D+04 23.7656925 0.0201904 FS
3 -0.11457660D+04 7.5494044 0.0065458 FS
4 -0.11438138D+04 1.9521968 0.0017038 FS
5 -0.11438044D+04 0.0094287 0.0000082 FS
6 -0.11438036D+04 0.0007519 0.0000007 FS
BIVARIATE ESTIMATION FOR U31 AND U32
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11661204D+04 0.0000000 0.0000000 EM
2 -0.11566693D+04 9.4510421 0.0081047 FS
3 -0.11515625D+04 5.1067990 0.0044151 FS
4 -0.11490005D+04 2.5619740 0.0022248 FS
5 -0.11486688D+04 0.3317639 0.0002887 FS
6 -0.11485579D+04 0.1109204 0.0000966 EM
7 -0.11485542D+04 0.0036748 0.0000032 EM
8 -0.11485541D+04 0.0000940 0.0000001 EM
BIVARIATE ESTIMATION FOR U12 AND U32
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11183968D+04 0.0000000 0.0000000 EM
2 -0.10933997D+04 24.9971637 0.0223509 FS
3 -0.10797278D+04 13.6718352 0.0125040 FS
4 -0.10677101D+04 12.0176751 0.0111303 FS
5 -0.10571964D+04 10.5137627 0.0098470 FS
6 -0.10492208D+04 7.9756144 0.0075441 FS
7 -0.10456728D+04 3.5480133 0.0033816 FS
8 -0.10454543D+04 0.2184948 0.0002090 FS
9 -0.10454533D+04 0.0009181 0.0000009 FS
BIVARIATE ESTIMATION FOR U22 AND U32
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10001448D+04 0.0000000 0.0000000 EM
2 -0.97828680D+03 21.8579784 0.0218548 FS
3 -0.96628372D+03 12.0030774 0.0122695 FS
4 -0.95641689D+03 9.8668304 0.0102111 FS
5 -0.94909686D+03 7.3200330 0.0076536 FS
6 -0.94594543D+03 3.1514261 0.0033204 FS
7 -0.94568176D+03 0.2636706 0.0002787 FS
8 -0.94567985D+03 0.0019110 0.0000020 FS
9 -0.94567981D+03 0.0000396 0.0000000 FS
BIVARIATE ESTIMATION FOR U11 AND U13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10900572D+04 0.0000000 0.0000000 EM
2 -0.10781688D+04 11.8884638 0.0109063 FS
3 -0.10749386D+04 3.2301760 0.0029960 FS
4 -0.10745532D+04 0.3853697 0.0003585 FS
5 -0.10745293D+04 0.0239785 0.0000223 FS
6 -0.10745293D+04 -0.0000439 0.0000000 EM
BIVARIATE ESTIMATION FOR U21 AND U13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10760577D+04 0.0000000 0.0000000 EM
2 -0.10540587D+04 21.9989127 0.0204440 FS
3 -0.10493229D+04 4.7358484 0.0044930 FS
4 -0.10475547D+04 1.7681916 0.0016851 FS
5 -0.10472377D+04 0.3169687 0.0003026 FS
6 -0.10471986D+04 0.0391240 0.0000374 FS
7 -0.10471938D+04 0.0047697 0.0000046 FS
8 -0.10471933D+04 0.0005687 0.0000005 FS
BIVARIATE ESTIMATION FOR U31 AND U13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10650969D+04 0.0000000 0.0000000 EM
2 -0.10546409D+04 10.4560258 0.0098170 FS
3 -0.10474984D+04 7.1425328 0.0067725 FS
4 -0.10464726D+04 1.0257977 0.0009793 FS
5 -0.10464377D+04 0.0348694 0.0000333 FS
6 -0.10464367D+04 0.0009913 0.0000009 FS
BIVARIATE ESTIMATION FOR U12 AND U13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10173734D+04 0.0000000 0.0000000 EM
2 -0.99835224D+03 19.0211570 0.0186963 FS
3 -0.98937812D+03 8.9741208 0.0089889 FS
4 -0.98242079D+03 6.9573344 0.0070320 FS
5 -0.97714878D+03 5.2720049 0.0053663 FS
6 -0.97375720D+03 3.3915790 0.0034709 FS
7 -0.97204395D+03 1.7132471 0.0017594 FS
8 -0.97138367D+03 0.6602844 0.0006793 FS
9 -0.97117610D+03 0.2075741 0.0002137 FS
10 -0.97111711D+03 0.0589861 0.0000607 FS
11 -0.97110097D+03 0.0161347 0.0000166 FS
12 -0.97109662D+03 0.0043520 0.0000045 FS
13 -0.97109546D+03 0.0011656 0.0000012 FS
14 -0.97109515D+03 0.0003101 0.0000003 FS
BIVARIATE ESTIMATION FOR U22 AND U13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.89912135D+03 0.0000000 0.0000000 EM
2 -0.87720130D+03 21.9200534 0.0243794 FS
3 -0.86563806D+03 11.5632365 0.0131820 FS
4 -0.85670885D+03 8.9292088 0.0103152 FS
5 -0.85210590D+03 4.6029503 0.0053728 FS
6 -0.85168078D+03 0.4251168 0.0004989 FS
7 -0.85167427D+03 0.0065176 0.0000077 FS
8 -0.85166963D+03 0.0046327 0.0000054 EM
9 -0.85166953D+03 0.0001073 0.0000001 FS
BIVARIATE ESTIMATION FOR U32 AND U13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10504970D+04 0.0000000 0.0000000 EM
2 -0.10339766D+04 16.5203976 0.0157263 FS
3 -0.10228898D+04 11.0867835 0.0107225 FS
4 -0.10146396D+04 8.2502522 0.0080656 FS
5 -0.10105583D+04 4.0812956 0.0040224 FS
6 -0.10099123D+04 0.6459447 0.0006392 FS
7 -0.10098722D+04 0.0400949 0.0000397 FS
8 -0.10098684D+04 0.0038595 0.0000038 FS
9 -0.10098680D+04 0.0004137 0.0000004 FS
BIVARIATE ESTIMATION FOR U11 AND U23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10166810D+04 0.0000000 0.0000000 EM
2 -0.10105179D+04 6.1630729 0.0060620 FS
3 -0.10091927D+04 1.3252399 0.0013114 FS
4 -0.10091555D+04 0.0371796 0.0000368 FS
5 -0.10091545D+04 0.0010310 0.0000010 FS
6 -0.10091543D+04 0.0001155 0.0000001 FS
BIVARIATE ESTIMATION FOR U21 AND U23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10026814D+04 0.0000000 0.0000000 EM
2 -0.98625730D+03 16.4241088 0.0163802 FS
3 -0.98404961D+03 2.2076814 0.0022384 FS
4 -0.98377510D+03 0.2745128 0.0002790 FS
5 -0.98376478D+03 0.0103225 0.0000105 FS
6 -0.98376438D+03 0.0004033 0.0000004 FS
BIVARIATE ESTIMATION FOR U31 AND U23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.99172068D+03 0.0000000 0.0000000 EM
2 -0.98806543D+03 3.6552529 0.0036858 FS
3 -0.98619974D+03 1.8656936 0.0018882 FS
4 -0.98614952D+03 0.0502205 0.0000509 FS
5 -0.98614379D+03 0.0057217 0.0000058 FS
6 -0.98614284D+03 0.0009499 0.0000010 FS
BIVARIATE ESTIMATION FOR U12 AND U23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.94399714D+03 0.0000000 0.0000000 EM
2 -0.92520269D+03 18.7944573 0.0199094 FS
3 -0.91466588D+03 10.5368057 0.0113886 FS
4 -0.90619129D+03 8.4745903 0.0092652 FS
5 -0.90027264D+03 5.9186555 0.0065314 FS
6 -0.89855975D+03 1.7128865 0.0019026 FS
7 -0.89852477D+03 0.0349756 0.0000389 FS
8 -0.89851897D+03 0.0058032 0.0000065 FS
9 -0.89851795D+03 0.0010183 0.0000011 FS
10 -0.89851749D+03 0.0004641 0.0000005 FS
BIVARIATE ESTIMATION FOR U22 AND U23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.82574510D+03 0.0000000 0.0000000 EM
2 -0.80940575D+03 16.3393431 0.0197874 FS
3 -0.80103132D+03 8.3744374 0.0103464 FS
4 -0.79497592D+03 6.0553933 0.0075595 FS
5 -0.79122832D+03 3.7476065 0.0047141 FS
6 -0.79008967D+03 1.1386481 0.0014391 FS
7 -0.79003789D+03 0.0517818 0.0000655 FS
8 -0.79003519D+03 0.0026934 0.0000034 FS
9 -0.79003085D+03 0.0043484 0.0000055 FS
10 -0.79003006D+03 0.0007814 0.0000010 FS
BIVARIATE ESTIMATION FOR U32 AND U23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.97712075D+03 0.0000000 0.0000000 EM
2 -0.96257195D+03 14.5487976 0.0148895 FS
3 -0.95213123D+03 10.4407216 0.0108467 FS
4 -0.94580282D+03 6.3284160 0.0066466 FS
5 -0.94384225D+03 1.9605610 0.0020729 FS
6 -0.94368605D+03 0.1562005 0.0001655 FS
7 -0.94367814D+03 0.0079106 0.0000084 FS
8 -0.94367626D+03 0.0018823 0.0000020 FS
9 -0.94367586D+03 0.0003987 0.0000004 FS
BIVARIATE ESTIMATION FOR U13 AND U23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.87609733D+03 0.0000000 0.0000000 EM
2 -0.85841310D+03 17.6842300 0.0201852 FS
3 -0.84249525D+03 15.9178482 0.0185433 FS
4 -0.82893925D+03 13.5559969 0.0160903 FS
5 -0.81467218D+03 14.2670742 0.0172112 FS
6 -0.80182586D+03 12.8463129 0.0157687 FS
7 -0.79296007D+03 8.8657891 0.0110570 FS
8 -0.79222025D+03 0.7398214 0.0009330 EM
9 -0.79209900D+03 0.1212524 0.0001531 FS
10 -0.79209634D+03 0.0026637 0.0000034 EM
11 -0.79209632D+03 0.0000120 0.0000000 FS
BIVARIATE ESTIMATION FOR U11 AND U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11749397D+04 0.0000000 0.0000000 EM
2 -0.11680246D+04 6.9151467 0.0058855 FS
3 -0.11665754D+04 1.4491962 0.0012407 FS
4 -0.11659208D+04 0.6545400 0.0005611 FS
5 -0.11658055D+04 0.1153340 0.0000989 FS
6 -0.11657896D+04 0.0159045 0.0000136 FS
7 -0.11656452D+04 0.1444425 0.0001239 EM
8 -0.11656415D+04 0.0036345 0.0000031 EM
9 -0.11656413D+04 0.0002279 0.0000002 QN
10 -0.11656413D+04 0.0000123 0.0000000 FS
BIVARIATE ESTIMATION FOR U21 AND U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11609401D+04 0.0000000 0.0000000 EM
2 -0.11418596D+04 19.0804994 0.0164354 FS
3 -0.11355738D+04 6.2858121 0.0055049 FS
4 -0.11343688D+04 1.2050775 0.0010612 FS
5 -0.11343531D+04 0.0156117 0.0000138 FS
6 -0.11343529D+04 0.0002357 0.0000002 FS
BIVARIATE ESTIMATION FOR U31 AND U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11499794D+04 0.0000000 0.0000000 EM
2 -0.11463182D+04 3.6612565 0.0031838 FS
3 -0.11404888D+04 5.8293468 0.0050853 FS
4 -0.11385411D+04 1.9476750 0.0017078 FS
5 -0.11383705D+04 0.1706445 0.0001499 FS
6 -0.11383655D+04 0.0050058 0.0000044 FS
7 -0.11383650D+04 0.0004943 0.0000004 FS
BIVARIATE ESTIMATION FOR U12 AND U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11022559D+04 0.0000000 0.0000000 EM
2 -0.10857163D+04 16.5396032 0.0150052 FS
3 -0.10755303D+04 10.1859953 0.0093818 FS
4 -0.10687110D+04 6.8192776 0.0063404 FS
5 -0.10666682D+04 2.0427720 0.0019114 FS
6 -0.10666012D+04 0.0670374 0.0000628 FS
7 -0.10665914D+04 0.0097920 0.0000092 FS
8 -0.10665891D+04 0.0023192 0.0000022 FS
9 -0.10665881D+04 0.0009734 0.0000009 FS
BIVARIATE ESTIMATION FOR U22 AND U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.98400384D+03 0.0000000 0.0000000 EM
2 -0.96794198D+03 16.0618606 0.0163230 FS
3 -0.95784845D+03 10.0935304 0.0104278 FS
4 -0.95093212D+03 6.9163283 0.0072207 FS
5 -0.94767076D+03 3.2613599 0.0034296 FS
6 -0.94698687D+03 0.6838860 0.0007216 FS
7 -0.94691486D+03 0.0720100 0.0000760 FS
8 -0.94690790D+03 0.0069572 0.0000073 FS
9 -0.94690716D+03 0.0007439 0.0000008 FS
BIVARIATE ESTIMATION FOR U32 AND U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11353795D+04 0.0000000 0.0000000 EM
2 -0.11211910D+04 14.1884446 0.0124967 FS
3 -0.11078335D+04 13.3575604 0.0119137 FS
4 -0.10970300D+04 10.8035272 0.0097519 FS
5 -0.10903228D+04 6.7071983 0.0061140 FS
6 -0.10886158D+04 1.7069494 0.0015655 FS
7 -0.10885346D+04 0.0812017 0.0000746 FS
8 -0.10885302D+04 0.0043711 0.0000040 FS
9 -0.10885299D+04 0.0003692 0.0000003 FS
BIVARIATE ESTIMATION FOR U13 AND U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10343561D+04 0.0000000 0.0000000 EM
2 -0.10178666D+04 16.4894519 0.0159418 FS
3 -0.10006627D+04 17.2039499 0.0169020 FS
4 -0.98387849D+03 16.7841703 0.0167731 FS
5 -0.96781913D+03 16.0593646 0.0163225 FS
6 -0.95235919D+03 15.4599417 0.0159740 FS
7 -0.93807545D+03 14.2837339 0.0149983 FS
8 -0.92729181D+03 10.7836419 0.0114955 FS
9 -0.92603902D+03 1.2527910 0.0013510 FS
10 -0.92541712D+03 0.6219032 0.0006716 FS
11 -0.92538025D+03 0.0368647 0.0000398 EM
12 -0.92537894D+03 0.0013111 0.0000014 FS
13 -0.92537772D+03 0.0012239 0.0000013 FS
14 -0.92537725D+03 0.0004650 0.0000005 EM
BIVARIATE ESTIMATION FOR U23 AND U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.96097981D+03 0.0000000 0.0000000 EM
2 -0.94788125D+03 13.0985594 0.0136304 FS
3 -0.93269619D+03 15.1850661 0.0160200 FS
4 -0.91842752D+03 14.2686683 0.0152983 FS
5 -0.90508117D+03 13.3463494 0.0145317 FS
6 -0.89313523D+03 11.9459378 0.0131987 FS
7 -0.88499689D+03 8.1383384 0.0091121 FS
8 -0.88441674D+03 0.5801534 0.0006555 FS
9 -0.88417280D+03 0.2439403 0.0002758 FS
10 -0.88405986D+03 0.1129369 0.0001277 EM
11 -0.88405370D+03 0.0061598 0.0000070 FS
12 -0.88405314D+03 0.0005605 0.0000006 EM
UNIVARIATE ESTIMATION FOR U11
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.62402686D+03 0.0000000 0.0000000 EM
2 -0.62011331D+03 3.9135481 0.0062714 FS
3 -0.61710370D+03 3.0096114 0.0048533 FS
4 -0.61516818D+03 1.9355202 0.0031365 FS
5 -0.61430004D+03 0.8681388 0.0014112 FS
6 -0.61413178D+03 0.1682647 0.0002739 FS
7 -0.61412843D+03 0.0033456 0.0000054 FS
8 -0.61412857D+03 -0.0001440 -0.0000002 EM
UNIVARIATE ESTIMATION FOR U21
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.60673447D+03 0.0000000 0.0000000 EM
2 -0.60148746D+03 5.2470039 0.0086479 FS
3 -0.59748481D+03 4.0026502 0.0066546 FS
4 -0.59456557D+03 2.9192426 0.0048859 FS
5 -0.59246886D+03 2.0967126 0.0035265 FS
6 -0.59111724D+03 1.3516141 0.0022813 FS
7 -0.59049083D+03 0.6264144 0.0010597 FS
8 -0.59032132D+03 0.1695113 0.0002871 FS
9 -0.59030273D+03 0.0185912 0.0000315 FS
10 -0.59030206D+03 0.0006687 0.0000011 FS
11 -0.59030206D+03 -0.0000065 0.0000000 EM
UNIVARIATE ESTIMATION FOR U31
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.61081745D+03 0.0000000 0.0000000 EM
2 -0.60636777D+03 4.4496748 0.0072848 FS
3 -0.60245107D+03 3.9167042 0.0064593 FS
4 -0.59920507D+03 3.2459939 0.0053880 FS
5 -0.59669338D+03 2.5116917 0.0041917 FS
6 -0.59493980D+03 1.7535877 0.0029388 FS
7 -0.59388865D+03 1.0511480 0.0017668 FS
8 -0.59338123D+03 0.5074219 0.0008544 FS
9 -0.59319612D+03 0.1851007 0.0003119 FS
10 -0.59314660D+03 0.0495235 0.0000835 FS
11 -0.59313659D+03 0.0100064 0.0000169 FS
12 -0.59313498D+03 0.0016106 0.0000027 FS
13 -0.59313479D+03 0.0001971 0.0000003 FS
UNIVARIATE ESTIMATION FOR U12
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.57453347D+03 0.0000000 0.0000000 EM
2 -0.56360108D+03 10.9323918 0.0190283 FS
3 -0.55883475D+03 4.7663345 0.0084569 FS
4 -0.55439640D+03 4.4383411 0.0079421 FS
5 -0.55031538D+03 4.0810264 0.0073612 FS
6 -0.54651704D+03 3.7983418 0.0069021 FS
7 -0.54308729D+03 3.4297420 0.0062756 FS
8 -0.54000250D+03 3.0847934 0.0056801 FS
9 -0.53735094D+03 2.6515647 0.0049103 FS
10 -0.53508533D+03 2.2656016 0.0042162 FS
11 -0.53335167D+03 1.7336606 0.0032400 FS
12 -0.53218301D+03 1.1686614 0.0021912 FS
13 -0.53143896D+03 0.7440528 0.0013981 FS
14 -0.53112749D+03 0.3114723 0.0005861 EM
15 -0.53090812D+03 0.2193649 0.0004130 EM
16 -0.53074631D+03 0.1618159 0.0003048 EM
17 -0.53062261D+03 0.1237010 0.0002331 EM
18 -0.53052489D+03 0.0977139 0.0001841 EM
19 -0.53044543D+03 0.0794657 0.0001498 EM
20 -0.53037923D+03 0.0661911 0.0001248 EM
21 -0.53032287D+03 0.0563622 0.0001063 EM
22 -0.53027407D+03 0.0487999 0.0000920 EM
23 -0.53023126D+03 0.0428090 0.0000807 EM
24 -0.53019333D+03 0.0379345 0.0000715 EM
25 -0.53015946D+03 0.0338732 0.0000639 EM
26 -0.53012904D+03 0.0304201 0.0000574 EM
27 -0.53010160D+03 0.0274346 0.0000518 EM
28 -0.53007678D+03 0.0248181 0.0000468 EM
29 -0.53005428D+03 0.0225007 0.0000424 EM
30 -0.53003385D+03 0.0204314 0.0000385 EM
31 -0.53001528D+03 0.0185723 0.0000350 EM
32 -0.52999838D+03 0.0168942 0.0000319 EM
33 -0.52998301D+03 0.0153746 0.0000290 EM
34 -0.52996901D+03 0.0139950 0.0000264 EM
35 -0.52995627D+03 0.0127405 0.0000240 EM
36 -0.52994468D+03 0.0115984 0.0000219 EM
37 -0.52993412D+03 0.0105577 0.0000199 EM
38 -0.52992451D+03 0.0096091 0.0000181 EM
39 -0.52991576D+03 0.0087442 0.0000165 EM
40 -0.52990781D+03 0.0079555 0.0000150 EM
41 -0.52990057D+03 0.0072363 0.0000137 EM
42 -0.52989399D+03 0.0065806 0.0000124 EM
43 -0.52988801D+03 0.0059829 0.0000113 EM
44 -0.52988257D+03 0.0054381 0.0000103 EM
45 -0.52987763D+03 0.0049418 0.0000093 EM
46 -0.52987314D+03 0.0044897 0.0000085 EM
47 -0.52986906D+03 0.0040779 0.0000077 EM
48 -0.52986536D+03 0.0037031 0.0000070 EM
49 -0.52986200D+03 0.0033620 0.0000063 EM
50 -0.52985895D+03 0.0030516 0.0000058 EM
51 -0.52985618D+03 0.0027692 0.0000052 EM
52 -0.52985366D+03 0.0025125 0.0000047 EM
53 -0.52985138D+03 0.0022791 0.0000043 EM
54 -0.52984932D+03 0.0020669 0.0000039 EM
55 -0.52984744D+03 0.0018742 0.0000035 EM
56 -0.52984574D+03 0.0016991 0.0000032 EM
57 -0.52984420D+03 0.0015401 0.0000029 EM
58 -0.52984281D+03 0.0013957 0.0000026 EM
59 -0.52984154D+03 0.0012646 0.0000024 EM
60 -0.52984040D+03 0.0011466 0.0000022 EM
61 -0.52983936D+03 0.0010382 0.0000020 EM
62 -0.52983842D+03 0.0009402 0.0000018 EM
63 -0.52983757D+03 0.0008513 0.0000016 EM
64 -0.52983680D+03 0.0007707 0.0000015 EM
65 -0.52983610D+03 0.0006970 0.0000013 EM
66 -0.52983547D+03 0.0006310 0.0000012 EM
67 -0.52983490D+03 0.0005710 0.0000011 EM
68 -0.52983438D+03 0.0005166 0.0000010 EM
UNIVARIATE ESTIMATION FOR U22
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.49432412D+03 0.0000000 0.0000000 EM
2 -0.48211543D+03 12.2086866 0.0246977 FS
3 -0.47141995D+03 10.6954787 0.0221845 FS
4 -0.46127172D+03 10.1482356 0.0215270 FS
5 -0.45169256D+03 9.5791617 0.0207669 FS
6 -0.44277894D+03 8.9136163 0.0197338 FS
7 -0.43468282D+03 8.0961250 0.0182848 FS
8 -0.42762218D+03 7.0606328 0.0162432 FS
9 -0.42189737D+03 5.7248085 0.0133875 FS
10 -0.41787684D+03 4.0205343 0.0095296 FS
11 -0.41581928D+03 2.0575560 0.0049238 FS
12 -0.41532369D+03 0.4955931 0.0011918 FS
13 -0.41530407D+03 0.0196202 0.0000472 FS
14 -0.41530495D+03 -0.0008779 -0.0000021 EM
UNIVARIATE ESTIMATION FOR U32
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.58992801D+03 0.0000000 0.0000000 EM
2 -0.58289509D+03 7.0329240 0.0119217 FS
3 -0.57671615D+03 6.1789414 0.0106004 FS
4 -0.57180261D+03 4.9135363 0.0085199 FS
5 -0.56838738D+03 3.4152337 0.0059727 FS
6 -0.56654889D+03 1.8384866 0.0032346 FS
7 -0.56594073D+03 0.6081652 0.0010735 FS
8 -0.56585196D+03 0.0887618 0.0001568 FS
9 -0.56584679D+03 0.0051790 0.0000092 FS
10 -0.56584668D+03 0.0001089 0.0000002 FS
UNIVARIATE ESTIMATION FOR U13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.53176260D+03 0.0000000 0.0000000 EM
2 -0.51954420D+03 12.2183983 0.0229772 FS
3 -0.50888785D+03 10.6563527 0.0205110 FS
4 -0.49956381D+03 9.3240423 0.0183224 FS
5 -0.49160803D+03 7.9557841 0.0159255 FS
6 -0.48515831D+03 6.4497144 0.0131196 FS
7 -0.48038502D+03 4.7732867 0.0098386 FS
8 -0.47736529D+03 3.0197338 0.0062861 FS
9 -0.47588331D+03 1.4819760 0.0031045 FS
10 -0.47536457D+03 0.5187410 0.0010901 FS
11 -0.47522660D+03 0.1379735 0.0002902 FS
12 -0.47519413D+03 0.0324655 0.0000683 FS
13 -0.47518772D+03 0.0064177 0.0000135 FS
14 -0.47518673D+03 0.0009877 0.0000021 FS
15 -0.47518663D+03 0.0000950 0.0000002 FS
UNIVARIATE ESTIMATION FOR U23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.48805148D+03 0.0000000 0.0000000 EM
2 -0.46769170D+03 20.3597836 0.0417165 FS
3 -0.45051207D+03 17.1796268 0.0367328 FS
4 -0.43721527D+03 13.2968009 0.0295149 FS
5 -0.42732829D+03 9.8869797 0.0226135 FS
6 -0.41977966D+03 7.5486329 0.0176647 FS
7 -0.41413444D+03 5.6452152 0.0134480 FS
8 -0.41015254D+03 3.9819044 0.0096150 FS
9 -0.40753689D+03 2.6156481 0.0063773 FS
10 -0.40592186D+03 1.6150357 0.0039629 FS
11 -0.40497370D+03 0.9481536 0.0023358 FS
12 -0.40445621D+03 0.5174913 0.0012778 FS
13 -0.40420796D+03 0.2482514 0.0006138 FS
14 -0.40410701D+03 0.1009503 0.0002497 FS
15 -0.40407174D+03 0.0352698 0.0000873 FS
16 -0.40406081D+03 0.0109334 0.0000271 FS
17 -0.40405772D+03 0.0030912 0.0000077 FS
18 -0.40405691D+03 0.0008040 0.0000020 FS
19 -0.40405673D+03 0.0001860 0.0000005 FS
UNIVARIATE ESTIMATION FOR U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.59627483D+03 0.0000000 0.0000000 EM
2 -0.58635217D+03 9.9226618 0.0166411 FS
3 -0.58125751D+03 5.0946614 0.0086887 FS
4 -0.57701707D+03 4.2404353 0.0072953 FS
5 -0.57371506D+03 3.3020112 0.0057226 FS
6 -0.57145677D+03 2.2582888 0.0039363 FS
7 -0.57025817D+03 1.1986034 0.0020975 FS
8 -0.56986674D+03 0.3914322 0.0006864 FS
9 -0.56981432D+03 0.0524124 0.0000920 FS
10 -0.56981251D+03 0.0018143 0.0000032 FS
11 -0.56981258D+03 -0.0000708 -0.0000001 EM
BIVARIATE ESTIMATION FOR U11 AND U21
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.12166413D+04 0.0000000 0.0000000 EM
2 -0.11879047D+04 28.7365854 0.0236196 FS
3 -0.11722845D+04 15.6202058 0.0131494 FS
4 -0.11577831D+04 14.5014007 0.0123702 FS
5 -0.11457104D+04 12.0726990 0.0104274 FS
6 -0.11392295D+04 6.4809050 0.0056567 FS
7 -0.11388696D+04 0.3599491 0.0003160 FS
8 -0.11388292D+04 0.0403701 0.0000354 FS
9 -0.11388282D+04 0.0009841 0.0000009 FS
BIVARIATE ESTIMATION FOR U11 AND U31
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.12056806D+04 0.0000000 0.0000000 EM
2 -0.11925616D+04 13.1189501 0.0108809 FS
3 -0.11799281D+04 12.6335595 0.0105936 FS
4 -0.11702139D+04 9.7141870 0.0082329 FS
5 -0.11657415D+04 4.4723838 0.0038219 FS
6 -0.11652353D+04 0.5062515 0.0004343 FS
7 -0.11652199D+04 0.0153765 0.0000132 FS
8 -0.11652194D+04 0.0005304 0.0000005 FS
BIVARIATE ESTIMATION FOR U21 AND U31
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11916810D+04 0.0000000 0.0000000 EM
2 -0.11691562D+04 22.5247838 0.0189017 FS
3 -0.11551395D+04 14.0167758 0.0119888 FS
4 -0.11430358D+04 12.1036512 0.0104781 FS
5 -0.11341124D+04 8.9234059 0.0078068 FS
6 -0.11309209D+04 3.1914718 0.0028141 FS
7 -0.11308677D+04 0.0532362 0.0000471 FS
8 -0.11308645D+04 0.0032232 0.0000029 FS
9 -0.11308641D+04 0.0003500 0.0000003 FS
BIVARIATE ESTIMATION FOR U11 AND U12
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11574113D+04 0.0000000 0.0000000 EM
2 -0.11316910D+04 25.7202035 0.0222222 FS
3 -0.11282267D+04 3.4643383 0.0030612 FS
4 -0.11249196D+04 3.3071025 0.0029312 FS
5 -0.11245537D+04 0.3658962 0.0003253 FS
6 -0.11245172D+04 0.0364976 0.0000325 FS
7 -0.11245171D+04 0.0001015 0.0000001 FS
BIVARIATE ESTIMATION FOR U21 AND U12
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11434117D+04 0.0000000 0.0000000 EM
2 -0.11083492D+04 35.0624867 0.0306648 FS
3 -0.10997267D+04 8.6224351 0.0077795 FS
4 -0.10960314D+04 3.6953681 0.0033603 FS
5 -0.10954978D+04 0.5335377 0.0004868 FS
6 -0.10954369D+04 0.0609397 0.0000556 FS
7 -0.10954272D+04 0.0096669 0.0000088 FS
8 -0.10954260D+04 0.0012813 0.0000012 FS
9 -0.10954258D+04 0.0001568 0.0000001 FS
BIVARIATE ESTIMATION FOR U31 AND U12
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11324509D+04 0.0000000 0.0000000 EM
2 -0.11118629D+04 20.5880269 0.0181801 FS
3 -0.11066254D+04 5.2374976 0.0047106 FS
4 -0.11017079D+04 4.9174984 0.0044437 FS
5 -0.11008516D+04 0.8562951 0.0007772 FS
6 -0.11006337D+04 0.2178839 0.0001979 FS
7 -0.11006031D+04 0.0306733 0.0000279 FS
8 -0.11006003D+04 0.0027665 0.0000025 FS
9 -0.11006002D+04 0.0000988 0.0000001 FS
BIVARIATE ESTIMATION FOR U11 AND U22
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10377434D+04 0.0000000 0.0000000 EM
2 -0.10213480D+04 16.3953527 0.0157990 FS
3 -0.10185804D+04 2.7676646 0.0027098 FS
4 -0.10183229D+04 0.2574754 0.0002528 FS
5 -0.10181983D+04 0.1245817 0.0001223 EM
6 -0.10181983D+04 0.0000103 0.0000000 FS
BIVARIATE ESTIMATION FOR U21 AND U22
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10237438D+04 0.0000000 0.0000000 EM
2 -0.99765466D+03 26.0891315 0.0254840 FS
3 -0.99059640D+03 7.0582564 0.0070748 FS
4 -0.98685767D+03 3.7387298 0.0037742 FS
5 -0.98575593D+03 1.1017374 0.0011164 FS
6 -0.98565711D+03 0.0988231 0.0001003 FS
7 -0.98565296D+03 0.0041500 0.0000042 FS
8 -0.98565279D+03 0.0001687 0.0000002 FS
BIVARIATE ESTIMATION FOR U31 AND U22
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10127831D+04 0.0000000 0.0000000 EM
2 -0.10006331D+04 12.1499231 0.0119966 FS
3 -0.99773166D+03 2.9014839 0.0028996 FS
4 -0.99736761D+03 0.3640450 0.0003649 FS
5 -0.99731937D+03 0.0482491 0.0000484 FS
6 -0.99731312D+03 0.0062494 0.0000063 FS
7 -0.99731252D+03 0.0005960 0.0000006 FS
BIVARIATE ESTIMATION FOR U12 AND U22
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.96451372D+03 0.0000000 0.0000000 EM
2 -0.93332005D+03 31.1936661 0.0323413 FS
3 -0.92008495D+03 13.2351010 0.0141807 FS
4 -0.90987516D+03 10.2097915 0.0110966 FS
5 -0.90271922D+03 7.1559428 0.0078648 FS
6 -0.90186117D+03 0.8580453 0.0009505 FS
7 -0.90159632D+03 0.2648518 0.0002937 FS
8 -0.90157246D+03 0.0238564 0.0000265 FS
9 -0.90155521D+03 0.0172558 0.0000191 FS
10 -0.90155043D+03 0.0047830 0.0000053 FS
11 -0.90154735D+03 0.0030746 0.0000034 FS
12 -0.90154630D+03 0.0010465 0.0000012 FS
13 -0.90154566D+03 0.0006478 0.0000007 FS
BIVARIATE ESTIMATION FOR U11 AND U32
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11895694D+04 0.0000000 0.0000000 EM
2 -0.11709497D+04 18.6196442 0.0156524 FS
3 -0.11657739D+04 5.1757901 0.0044202 FS
4 -0.11644273D+04 1.3466295 0.0011551 FS
5 -0.11643322D+04 0.0951161 0.0000817 FS
6 -0.11643280D+04 0.0041374 0.0000036 FS
7 -0.11643279D+04 0.0001733 0.0000001 FS
BIVARIATE ESTIMATION FOR U21 AND U32
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11755698D+04 0.0000000 0.0000000 EM
2 -0.11454791D+04 30.0907099 0.0255967 FS
3 -0.11381727D+04 7.3063396 0.0063784 FS
4 -0.11355137D+04 2.6589771 0.0023362 FS
5 -0.11353041D+04 0.2096604 0.0001846 FS
6 -0.11352863D+04 0.0177908 0.0000157 FS
7 -0.11352833D+04 0.0030328 0.0000027 FS
8 -0.11352828D+04 0.0005063 0.0000004 FS
BIVARIATE ESTIMATION FOR U31 AND U32
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11646090D+04 0.0000000 0.0000000 EM
2 -0.11491913D+04 15.4177061 0.0132385 FS
3 -0.11450049D+04 4.1864340 0.0036429 FS
4 -0.11449598D+04 0.0450987 0.0000394 FS
5 -0.11447594D+04 0.2004346 0.0001751 EM
6 -0.11447511D+04 0.0083209 0.0000073 EM
7 -0.11447509D+04 0.0001616 0.0000001 QN
8 -0.11447509D+04 0.0000038 0.0000000 FS
BIVARIATE ESTIMATION FOR U12 AND U32
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11163397D+04 0.0000000 0.0000000 EM
2 -0.10844937D+04 31.8460426 0.0285272 FS
3 -0.10721079D+04 12.3857389 0.0114208 FS
4 -0.10619628D+04 10.1451642 0.0094628 FS
5 -0.10532214D+04 8.7413141 0.0082313 FS
6 -0.10463014D+04 6.9200697 0.0065704 FS
7 -0.10419261D+04 4.3752412 0.0041816 FS
8 -0.10402020D+04 1.7241245 0.0016547 FS
9 -0.10398748D+04 0.3271784 0.0003145 FS
10 -0.10398384D+04 0.0364485 0.0000351 FS
11 -0.10398346D+04 0.0037834 0.0000036 FS
12 -0.10398346D+04 0.0000355 0.0000000 FS
BIVARIATE ESTIMATION FOR U22 AND U32
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.99667182D+03 0.0000000 0.0000000 EM
2 -0.97087557D+03 25.7962502 0.0258824 FS
3 -0.96014850D+03 10.7270716 0.0110489 FS
4 -0.95210881D+03 8.0396861 0.0083734 FS
5 -0.94684975D+03 5.2590579 0.0055236 FS
6 -0.94496457D+03 1.8851819 0.0019910 FS
7 -0.94475950D+03 0.2050740 0.0002170 FS
8 -0.94474899D+03 0.0105073 0.0000111 FS
9 -0.94474840D+03 0.0005898 0.0000006 FS
BIVARIATE ESTIMATION FOR U11 AND U13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10953654D+04 0.0000000 0.0000000 EM
2 -0.10802799D+04 15.0854736 0.0137721 FS
3 -0.10767958D+04 3.4841645 0.0032252 FS
4 -0.10766260D+04 0.1697682 0.0001577 FS
5 -0.10766255D+04 0.0004857 0.0000005 FS
BIVARIATE ESTIMATION FOR U21 AND U13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10813658D+04 0.0000000 0.0000000 EM
2 -0.10555862D+04 25.7796547 0.0238399 FS
3 -0.10507521D+04 4.8340865 0.0045795 FS
4 -0.10488712D+04 1.8808932 0.0017900 FS
5 -0.10487188D+04 0.1524180 0.0001453 FS
6 -0.10487102D+04 0.0085909 0.0000082 FS
7 -0.10487089D+04 0.0012567 0.0000012 FS
8 -0.10487089D+04 0.0000492 0.0000000 FS
BIVARIATE ESTIMATION FOR U31 AND U13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10704051D+04 0.0000000 0.0000000 EM
2 -0.10592447D+04 11.1604134 0.0104263 FS
3 -0.10550034D+04 4.2413167 0.0040041 FS
4 -0.10547666D+04 0.2367294 0.0002244 FS
5 -0.10547622D+04 0.0044136 0.0000042 FS
6 -0.10547622D+04 0.0000489 0.0000000 FS
BIVARIATE ESTIMATION FOR U12 AND U13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10221358D+04 0.0000000 0.0000000 EM
2 -0.99562346D+03 26.5123018 0.0259381 FS
3 -0.98483728D+03 10.7861770 0.0108336 FS
4 -0.97612241D+03 8.7148683 0.0088490 FS
5 -0.96900248D+03 7.1199328 0.0072941 FS
6 -0.96403554D+03 4.9669419 0.0051258 FS
7 -0.96145999D+03 2.5755437 0.0026716 FS
8 -0.96059099D+03 0.8690001 0.0009038 FS
9 -0.96038864D+03 0.2023568 0.0002107 FS
10 -0.96034815D+03 0.0404846 0.0000422 FS
11 -0.96034030D+03 0.0078550 0.0000082 FS
12 -0.96033878D+03 0.0015135 0.0000016 FS
13 -0.96033849D+03 0.0002878 0.0000003 FS
BIVARIATE ESTIMATION FOR U22 AND U13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.90246788D+03 0.0000000 0.0000000 EM
2 -0.87880253D+03 23.6653510 0.0262229 FS
3 -0.86706475D+03 11.7377809 0.0133566 FS
4 -0.85778304D+03 9.2817054 0.0107047 FS
5 -0.85185284D+03 5.9301995 0.0069134 FS
6 -0.85073747D+03 1.1153663 0.0013093 FS
7 -0.85073245D+03 0.0050279 0.0000059 FS
8 -0.85073233D+03 0.0001182 0.0000001 FS
BIVARIATE ESTIMATION FOR U32 AND U13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10542939D+04 0.0000000 0.0000000 EM
2 -0.10286446D+04 25.6492671 0.0243284 FS
3 -0.10179236D+04 10.7210129 0.0104225 FS
4 -0.10083120D+04 9.6115859 0.0094423 FS
5 -0.10007879D+04 7.5240563 0.0074620 FS
6 -0.99616098D+03 4.6269605 0.0046233 FS
7 -0.99439629D+03 1.7646894 0.0017715 FS
8 -0.99402511D+03 0.3711804 0.0003733 FS
9 -0.99396557D+03 0.0595375 0.0000599 FS
10 -0.99395610D+03 0.0094689 0.0000095 FS
11 -0.99395456D+03 0.0015426 0.0000016 FS
12 -0.99395430D+03 0.0002535 0.0000003 FS
BIVARIATE ESTIMATION FOR U11 AND U23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10203817D+04 0.0000000 0.0000000 EM
2 -0.10131981D+04 7.1835535 0.0070401 FS
3 -0.10121334D+04 1.0647537 0.0010509 FS
4 -0.10120707D+04 0.0626693 0.0000619 FS
5 -0.10120689D+04 0.0017699 0.0000017 FS
6 -0.10120687D+04 0.0002434 0.0000002 FS
BIVARIATE ESTIMATION FOR U21 AND U23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10063821D+04 0.0000000 0.0000000 EM
2 -0.98728383D+03 19.0982565 0.0189771 FS
3 -0.98481772D+03 2.4661074 0.0024979 FS
4 -0.98464198D+03 0.1757380 0.0001784 FS
5 -0.98464177D+03 0.0002080 0.0000002 FS
BIVARIATE ESTIMATION FOR U31 AND U23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.99542136D+03 0.0000000 0.0000000 EM
2 -0.99044401D+03 4.9773465 0.0050002 FS
3 -0.98896375D+03 1.4802620 0.0014945 FS
4 -0.98881969D+03 0.1440582 0.0001457 FS
5 -0.98878966D+03 0.0300320 0.0000304 FS
6 -0.98877145D+03 0.0182064 0.0000184 FS
7 -0.98876359D+03 0.0078623 0.0000080 FS
8 -0.98875880D+03 0.0047904 0.0000048 FS
9 -0.98875641D+03 0.0023930 0.0000024 FS
10 -0.98875502D+03 0.0013908 0.0000014 FS
11 -0.98875427D+03 0.0007478 0.0000008 FS
BIVARIATE ESTIMATION FOR U12 AND U23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.94715201D+03 0.0000000 0.0000000 EM
2 -0.92405229D+03 23.0997232 0.0243886 FS
3 -0.91213312D+03 11.9191713 0.0128988 FS
4 -0.90247722D+03 9.6559024 0.0105861 FS
5 -0.89507936D+03 7.3978536 0.0081973 FS
6 -0.89259435D+03 2.4850141 0.0027763 FS
7 -0.89251312D+03 0.0812297 0.0000910 FS
8 -0.89250817D+03 0.0049473 0.0000055 FS
9 -0.89250687D+03 0.0012976 0.0000015 FS
10 -0.89250644D+03 0.0004318 0.0000005 FS
BIVARIATE ESTIMATION FOR U22 AND U23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.82748413D+03 0.0000000 0.0000000 EM
2 -0.81046971D+03 17.0144261 0.0205616 FS
3 -0.80095622D+03 9.5134907 0.0117382 FS
4 -0.79342500D+03 7.5312189 0.0094028 FS
5 -0.78774637D+03 5.6786250 0.0071571 FS
6 -0.78473232D+03 3.0140531 0.0038262 FS
7 -0.78416074D+03 0.5715760 0.0007284 FS
8 -0.78415139D+03 0.0093520 0.0000119 FS
9 -0.78415142D+03 -0.0000287 0.0000000 EM
BIVARIATE ESTIMATION FOR U32 AND U23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.97931011D+03 0.0000000 0.0000000 EM
2 -0.95777464D+03 21.5354767 0.0219905 FS
3 -0.94796670D+03 9.8079346 0.0102403 FS
4 -0.93994800D+03 8.0187016 0.0084588 FS
5 -0.93504646D+03 4.9015399 0.0052147 FS
6 -0.93372356D+03 1.3229046 0.0014148 FS
7 -0.93367446D+03 0.0490947 0.0000526 FS
8 -0.93367413D+03 0.0003276 0.0000004 FS
BIVARIATE ESTIMATION FOR U13 AND U23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.88510617D+03 0.0000000 0.0000000 EM
2 -0.86392789D+03 21.1782793 0.0239274 FS
3 -0.84844453D+03 15.4833572 0.0179220 FS
4 -0.83489133D+03 13.5532010 0.0159742 FS
5 -0.82150870D+03 13.3826347 0.0160292 FS
6 -0.80937165D+03 12.1370532 0.0147741 FS
7 -0.79959118D+03 9.7804690 0.0120840 FS
8 -0.79549029D+03 4.1008875 0.0051287 FS
9 -0.79546165D+03 0.0286368 0.0000360 FS
10 -0.79546158D+03 0.0000732 0.0000001 FS
BIVARIATE ESTIMATION FOR U11 AND U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11839962D+04 0.0000000 0.0000000 EM
2 -0.11754271D+04 8.5691251 0.0072375 FS
3 -0.11726451D+04 2.7820415 0.0023668 FS
4 -0.11713703D+04 1.2747978 0.0010871 FS
5 -0.11709394D+04 0.4308902 0.0003679 FS
6 -0.11708317D+04 0.1076572 0.0000919 FS
7 -0.11708077D+04 0.0239817 0.0000205 FS
8 -0.11708026D+04 0.0051744 0.0000044 FS
9 -0.11708014D+04 0.0011512 0.0000010 FS
10 -0.11708012D+04 0.0002047 0.0000002 FS
BIVARIATE ESTIMATION FOR U21 AND U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11699967D+04 0.0000000 0.0000000 EM
2 -0.11494573D+04 20.5393081 0.0175550 FS
3 -0.11430160D+04 6.4413327 0.0056038 FS
4 -0.11420968D+04 0.9192630 0.0008042 FS
5 -0.11420833D+04 0.0134685 0.0000118 FS
6 -0.11420826D+04 0.0006782 0.0000006 FS
BIVARIATE ESTIMATION FOR U31 AND U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11590359D+04 0.0000000 0.0000000 EM
2 -0.11535475D+04 5.4884355 0.0047353 FS
3 -0.11470097D+04 6.5378059 0.0056676 FS
4 -0.11450595D+04 1.9501559 0.0017002 FS
5 -0.11450018D+04 0.0577524 0.0000504 FS
6 -0.11449913D+04 0.0105287 0.0000092 FS
7 -0.11449908D+04 0.0004914 0.0000004 FS
BIVARIATE ESTIMATION FOR U12 AND U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11107666D+04 0.0000000 0.0000000 EM
2 -0.10901449D+04 20.6217009 0.0185653 FS
3 -0.10791850D+04 10.9598587 0.0100536 FS
4 -0.10710443D+04 8.1406943 0.0075434 FS
5 -0.10654762D+04 5.5681806 0.0051988 FS
6 -0.10631635D+04 2.3126958 0.0021706 FS
7 -0.10627906D+04 0.3728736 0.0003507 FS
8 -0.10627607D+04 0.0298912 0.0000281 FS
9 -0.10627586D+04 0.0021224 0.0000020 FS
10 -0.10627584D+04 0.0001419 0.0000001 FS
BIVARIATE ESTIMATION FOR U22 AND U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.99109871D+03 0.0000000 0.0000000 EM
2 -0.97417909D+03 16.9196147 0.0170716 FS
3 -0.96264156D+03 11.5375342 0.0118433 FS
4 -0.95295830D+03 9.6832561 0.0100590 FS
5 -0.94517214D+03 7.7861624 0.0081705 FS
6 -0.94040055D+03 4.7715888 0.0050484 FS
7 -0.93881668D+03 1.5838761 0.0016843 FS
8 -0.93862917D+03 0.1875063 0.0001997 FS
9 -0.93861422D+03 0.0149457 0.0000159 FS
10 -0.93861272D+03 0.0015028 0.0000016 FS
11 -0.93861255D+03 0.0001683 0.0000002 FS
BIVARIATE ESTIMATION FOR U32 AND U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11429247D+04 0.0000000 0.0000000 EM
2 -0.11205448D+04 22.3798903 0.0195812 FS
3 -0.11074183D+04 13.1264520 0.0117143 FS
4 -0.10978802D+04 9.5381468 0.0086130 FS
5 -0.10961907D+04 1.6895351 0.0015389 FS
6 -0.10959129D+04 0.2777704 0.0002534 FS
7 -0.10958840D+04 0.0289027 0.0000264 FS
8 -0.10958666D+04 0.0174052 0.0000159 FS
9 -0.10958614D+04 0.0051669 0.0000047 FS
10 -0.10958589D+04 0.0025046 0.0000023 FS
11 -0.10958580D+04 0.0009304 0.0000008 FS
BIVARIATE ESTIMATION FOR U13 AND U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10487207D+04 0.0000000 0.0000000 EM
2 -0.10296741D+04 19.0466126 0.0181618 FS
3 -0.10147512D+04 14.9229063 0.0144928 FS
4 -0.10012727D+04 13.4785568 0.0132826 FS
5 -0.98888792D+03 12.3847484 0.0123690 FS
6 -0.97824054D+03 10.6473792 0.0107670 FS
7 -0.97033413D+03 7.9064159 0.0080823 FS
8 -0.96607185D+03 4.2622814 0.0043926 FS
9 -0.96463393D+03 1.4379125 0.0014884 FS
10 -0.96425321D+03 0.3807227 0.0003947 FS
11 -0.96415275D+03 0.1004649 0.0001042 FS
12 -0.96412526D+03 0.0274869 0.0000285 FS
13 -0.96411747D+03 0.0077933 0.0000081 FS
14 -0.96411521D+03 0.0022552 0.0000023 FS
15 -0.96411455D+03 0.0006597 0.0000007 FS
BIVARIATE ESTIMATION FOR U23 AND U33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.97373700D+03 0.0000000 0.0000000 EM
2 -0.95794650D+03 15.7905002 0.0162164 FS
3 -0.94210680D+03 15.8396989 0.0165351 FS
4 -0.92803149D+03 14.0753152 0.0149403 FS
5 -0.91464768D+03 13.3838078 0.0144217 FS
6 -0.90280424D+03 11.8434432 0.0129486 FS
7 -0.89485246D+03 7.9517782 0.0088079 FS
8 -0.89371923D+03 1.1332309 0.0012664 FS
9 -0.89365000D+03 0.0692301 0.0000775 FS
10 -0.89364658D+03 0.0034128 0.0000038 FS
11 -0.89364601D+03 0.0005763 0.0000006 FS
12 -0.89364405D+03 0.0019607 0.0000022 FS
13 -0.89364383D+03 0.0002130 0.0000002 FS
SAVEDATA INFORMATION
Within and between sample statistics with Weight matrix
Save file
ex11.8sw*.dat
Save format Free
Beginning Time: 23:05:28
Ending Time: 23:05:57
Elapsed Time: 00:00:29
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