Mplus VERSION 8
MUTHEN & MUTHEN
04/10/2017 4:36 AM
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;
*** WARNING
One or more individual-level variables have no variation within a
cluster for the following clusters.
Variable Cluster IDs with no within-cluster variation
U31 8
U12 6 7
U22 4 7
U32 7
U13 5 7
U23 7 18
U33 7
1 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS
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 FOR THE FIRST REPLICATION
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 0.290
Category 2 0.710
U22
Category 1 0.223
Category 2 0.777
U32
Category 1 0.363
Category 2 0.637
U13
Category 1 0.234
Category 2 0.766
U23
Category 1 0.161
Category 2 0.839
U33
Category 1 0.324
Category 2 0.676
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
Proportions Percentiles
Expected Observed Expected Observed
0.990 0.000 0.000 0.000
0.980 0.000 0.000 0.000
0.950 0.000 0.000 0.000
0.900 0.000 0.000 0.000
0.800 0.000 0.000 0.000
0.700 0.000 0.000 0.000
0.500 0.000 0.000 0.000
0.300 0.000 0.000 0.000
0.200 0.000 0.000 0.000
0.100 0.000 0.000 0.000
0.050 0.000 0.000 0.000
0.020 0.000 0.000 0.000
0.010 0.000 0.000 0.000
CFI/TLI
CFI
Mean 1.000
Std Dev 0.000
Number of successful computations 5
Proportions Percentiles
Expected Observed Expected Observed
0.990 0.000 1.000 1.000
0.980 0.000 1.000 1.000
0.950 0.000 1.000 1.000
0.900 0.000 1.000 1.000
0.800 0.000 1.000 1.000
0.700 0.000 1.000 1.000
0.500 0.000 1.000 1.000
0.300 0.000 1.000 1.000
0.200 0.000 1.000 1.000
0.100 0.000 1.000 1.000
0.050 0.000 1.000 1.000
0.020 0.000 1.000 1.000
0.010 0.000 1.000 1.000
TLI
Mean 1.011
Std Dev 0.002
Number of successful computations 5
Proportions Percentiles
Expected Observed Expected Observed
0.990 1.000 1.005 1.006
0.980 1.000 1.006 1.006
0.950 0.800 1.007 1.006
0.900 0.800 1.008 1.006
0.800 0.800 1.009 1.006
0.700 0.800 1.009 1.006
0.500 0.800 1.011 1.011
0.300 0.400 1.012 1.012
0.200 0.000 1.013 1.012
0.100 0.000 1.014 1.012
0.050 0.000 1.014 1.012
0.020 0.000 1.015 1.012
0.010 0.000 1.016 1.012
SRMR (Standardized Root Mean Square Residual) for the WITHIN level
Mean 0.043
Std Dev 0.005
Number of successful computations 5
Proportions Percentiles
Expected Observed Expected Observed
0.990 1.000 0.031 0.036
0.980 1.000 0.033 0.036
0.950 1.000 0.035 0.036
0.900 0.800 0.036 0.036
0.800 0.800 0.039 0.036
0.700 0.600 0.040 0.036
0.500 0.400 0.043 0.040
0.300 0.200 0.045 0.042
0.200 0.200 0.047 0.045
0.100 0.200 0.049 0.045
0.050 0.000 0.051 0.045
0.020 0.000 0.053 0.045
0.010 0.000 0.054 0.045
SRMR (Standardized Root Mean Square Residual) for the BETWEEN level
Mean 0.165
Std Dev 0.014
Number of successful computations 5
Proportions Percentiles
Expected Observed Expected Observed
0.990 1.000 0.131 0.144
0.980 1.000 0.135 0.144
0.950 1.000 0.141 0.144
0.900 0.800 0.146 0.144
0.800 0.800 0.153 0.144
0.700 0.600 0.157 0.144
0.500 0.600 0.165 0.155
0.300 0.400 0.172 0.165
0.200 0.200 0.177 0.173
0.100 0.200 0.183 0.173
0.050 0.000 0.188 0.173
0.020 0.000 0.194 0.173
0.010 0.000 0.198 0.173
WRMR (Weighted Root Mean Square Residual)
Mean 0.635
Std Dev 0.000
Number of successful computations 5
Proportions Percentiles
Expected Observed Expected Observed
0.990 0.000 0.635 0.635
0.980 0.000 0.635 0.635
0.950 0.000 0.635 0.635
0.900 0.000 0.635 0.635
0.800 0.000 0.635 0.635
0.700 0.000 0.635 0.635
0.500 0.000 0.635 0.635
0.300 0.000 0.635 0.635
0.200 0.000 0.635 0.635
0.100 0.000 0.635 0.635
0.050 0.000 0.635 0.635
0.020 0.000 0.635 0.635
0.010 0.000 0.635 0.635
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
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.62402686D+03 0.0000000 0.0000000 1000.000 EM
2 -0.62011331D+03 3.9135481 0.0062714 1000.000 FS
3 -0.61710370D+03 3.0096114 0.0048533 1000.000 FS
4 -0.61516818D+03 1.9355202 0.0031365 1000.000 FS
5 -0.61430004D+03 0.8681388 0.0014112 1000.000 FS
6 -0.61413178D+03 0.1682647 0.0002739 1000.000 FS
7 -0.61412843D+03 0.0033456 0.0000054 1000.000 FS
8 -0.61412857D+03 -0.0001440 -0.0000002 1000.000 EM
UNIVARIATE ESTIMATION FOR U21
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.60673447D+03 0.0000000 0.0000000 1000.000 EM
2 -0.60148746D+03 5.2470039 0.0086479 1000.000 FS
3 -0.59748481D+03 4.0026502 0.0066546 1000.000 FS
4 -0.59456557D+03 2.9192426 0.0048859 1000.000 FS
5 -0.59246886D+03 2.0967126 0.0035265 1000.000 FS
6 -0.59111724D+03 1.3516141 0.0022813 1000.000 FS
7 -0.59049083D+03 0.6264144 0.0010597 1000.000 FS
8 -0.59032132D+03 0.1695113 0.0002871 1000.000 FS
9 -0.59030273D+03 0.0185912 0.0000315 1000.000 FS
10 -0.59030206D+03 0.0006687 0.0000011 1000.000 FS
11 -0.59030206D+03 -0.0000065 0.0000000 1000.000 EM
UNIVARIATE ESTIMATION FOR U31
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.61081745D+03 0.0000000 0.0000000 1000.000 EM
2 -0.60636777D+03 4.4496748 0.0072848 1000.000 FS
3 -0.60245107D+03 3.9167042 0.0064593 1000.000 FS
4 -0.59920507D+03 3.2459939 0.0053880 1000.000 FS
5 -0.59669338D+03 2.5116917 0.0041917 1000.000 FS
6 -0.59493980D+03 1.7535877 0.0029388 1000.000 FS
7 -0.59388865D+03 1.0511480 0.0017668 1000.000 FS
8 -0.59338123D+03 0.5074219 0.0008544 1000.000 FS
9 -0.59319612D+03 0.1851007 0.0003119 1000.000 FS
10 -0.59314660D+03 0.0495235 0.0000835 1000.000 FS
11 -0.59313659D+03 0.0100064 0.0000169 1000.000 FS
12 -0.59313498D+03 0.0016106 0.0000027 1000.000 FS
13 -0.59313479D+03 0.0001971 0.0000003 1000.000 FS
UNIVARIATE ESTIMATION FOR U12
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.57644548D+03 0.0000000 0.0000000 1000.000 EM
2 -0.56498718D+03 11.4583002 0.0198775 1000.000 FS
3 -0.56017279D+03 4.8143832 0.0085212 1000.000 FS
4 -0.55578284D+03 4.3899548 0.0078368 1000.000 FS
5 -0.55176838D+03 4.0144564 0.0072231 1000.000 FS
6 -0.54812437D+03 3.6440095 0.0066042 1000.000 FS
7 -0.54489146D+03 3.2329113 0.0058981 1000.000 FS
8 -0.54210258D+03 2.7888816 0.0051182 1000.000 FS
9 -0.53979053D+03 2.3120501 0.0042650 1000.000 FS
10 -0.53797434D+03 1.8161910 0.0033646 1000.000 FS
11 -0.53665222D+03 1.3221155 0.0024576 1000.000 FS
12 -0.53578335D+03 0.8688697 0.0016191 1000.000 FS
13 -0.53528653D+03 0.4968269 0.0009273 1000.000 FS
14 -0.53504512D+03 0.2414045 0.0004510 1000.000 FS
15 -0.53495072D+03 0.0943998 0.0001764 1000.000 FS
16 -0.53493217D+03 0.0185571 0.0000347 1000.000 FS
17 -0.53492223D+03 0.0099395 0.0000186 1000.000 EM
18 -0.53491611D+03 0.0061167 0.0000114 1000.000 EM
19 -0.53491224D+03 0.0038663 0.0000072 1000.000 EM
20 -0.53490977D+03 0.0024774 0.0000046 1000.000 EM
21 -0.53490815D+03 0.0016138 0.0000030 1000.000 EM
22 -0.53490708D+03 0.0010728 0.0000020 1000.000 EM
23 -0.53490635D+03 0.0007304 0.0000014 1000.000 EM
24 -0.53490584D+03 0.0005117 0.0000010 1000.000 EM
UNIVARIATE ESTIMATION FOR U22
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.50526239D+03 0.0000000 0.0000000 1000.000 EM
2 -0.49284560D+03 12.4167898 0.0245749 1000.000 FS
3 -0.48281092D+03 10.0346833 0.0203607 1000.000 FS
4 -0.47329707D+03 9.5138502 0.0197051 1000.000 FS
5 -0.46435501D+03 8.9420607 0.0188931 1000.000 FS
6 -0.45609539D+03 8.2596215 0.0177873 1000.000 FS
7 -0.44868405D+03 7.4113398 0.0162495 1000.000 FS
8 -0.44235432D+03 6.3297219 0.0141073 1000.000 FS
9 -0.43741522D+03 4.9391024 0.0111655 1000.000 FS
10 -0.43419943D+03 3.2157947 0.0073518 1000.000 FS
11 -0.43279219D+03 1.4072334 0.0032410 1000.000 FS
12 -0.43254157D+03 0.2506203 0.0005791 1000.000 FS
13 -0.43253606D+03 0.0055123 0.0000127 1000.000 FS
14 -0.43253654D+03 -0.0004825 -0.0000011 1000.000 EM
UNIVARIATE ESTIMATION FOR U32
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.59215707D+03 0.0000000 0.0000000 1000.000 EM
2 -0.58548289D+03 6.6741849 0.0112710 1000.000 FS
3 -0.57968389D+03 5.7989992 0.0099046 1000.000 FS
4 -0.57490744D+03 4.7764461 0.0082397 1000.000 FS
5 -0.57134249D+03 3.5649516 0.0062009 1000.000 FS
6 -0.56910853D+03 2.2339543 0.0039100 1000.000 FS
7 -0.56808863D+03 1.0199001 0.0017921 1000.000 FS
8 -0.56781841D+03 0.2702262 0.0004757 1000.000 FS
9 -0.56778587D+03 0.0325337 0.0000573 1000.000 FS
10 -0.56778431D+03 0.0015673 0.0000028 1000.000 FS
11 -0.56778441D+03 -0.0001078 -0.0000002 1000.000 EM
UNIVARIATE ESTIMATION FOR U13
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.53328355D+03 0.0000000 0.0000000 1000.000 EM
2 -0.52099187D+03 12.2916770 0.0230490 1000.000 FS
3 -0.51066814D+03 10.3237273 0.0198155 1000.000 FS
4 -0.50165638D+03 9.0117614 0.0176470 1000.000 FS
5 -0.49394437D+03 7.7120074 0.0153731 1000.000 FS
6 -0.48762325D+03 6.3211218 0.0127972 1000.000 FS
7 -0.48282297D+03 4.8002842 0.0098442 1000.000 FS
8 -0.47961888D+03 3.2040898 0.0066362 1000.000 FS
9 -0.47788331D+03 1.7355679 0.0036186 1000.000 FS
10 -0.47718698D+03 0.6963300 0.0014571 1000.000 FS
11 -0.47698632D+03 0.2006640 0.0004205 1000.000 FS
12 -0.47694196D+03 0.0443542 0.0000930 1000.000 FS
13 -0.47693437D+03 0.0075869 0.0000159 1000.000 FS
14 -0.47693344D+03 0.0009373 0.0000020 1000.000 FS
15 -0.47693339D+03 0.0000480 0.0000001 1000.000 FS
UNIVARIATE ESTIMATION FOR U23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.49227615D+03 0.0000000 0.0000000 1000.000 EM
2 -0.47309882D+03 19.1773269 0.0389564 1000.000 FS
3 -0.45693755D+03 16.1612664 0.0341604 1000.000 FS
4 -0.44443565D+03 12.5019006 0.0273602 1000.000 FS
5 -0.43462529D+03 9.8103644 0.0220738 1000.000 FS
6 -0.42680954D+03 7.8157454 0.0179827 1000.000 FS
7 -0.42080329D+03 6.0062521 0.0140724 1000.000 FS
8 -0.41653196D+03 4.2713315 0.0101504 1000.000 FS
9 -0.41382220D+03 2.7097554 0.0065055 1000.000 FS
10 -0.41233349D+03 1.4887167 0.0035975 1000.000 FS
11 -0.41163881D+03 0.6946805 0.0016848 1000.000 FS
12 -0.41137145D+03 0.2673536 0.0006495 1000.000 FS
13 -0.41129181D+03 0.0796460 0.0001936 1000.000 FS
14 -0.41127419D+03 0.0176194 0.0000428 1000.000 FS
15 -0.41127118D+03 0.0030031 0.0000073 1000.000 FS
16 -0.41127079D+03 0.0003923 0.0000010 1000.000 FS
UNIVARIATE ESTIMATION FOR U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.59212935D+03 0.0000000 0.0000000 1000.000 EM
2 -0.58428135D+03 7.8479997 0.0132539 1000.000 FS
3 -0.57920475D+03 5.0765927 0.0086886 1000.000 FS
4 -0.57475741D+03 4.4473405 0.0076784 1000.000 FS
5 -0.57096340D+03 3.7940118 0.0066011 1000.000 FS
6 -0.56792256D+03 3.0408381 0.0053258 1000.000 FS
7 -0.56569317D+03 2.2293934 0.0039255 1000.000 FS
8 -0.56427124D+03 1.4219329 0.0025136 1000.000 FS
9 -0.56353877D+03 0.7324709 0.0012981 1000.000 FS
10 -0.56326156D+03 0.2772093 0.0004919 1000.000 FS
11 -0.56319026D+03 0.0712976 0.0001266 1000.000 FS
12 -0.56317784D+03 0.0124219 0.0000221 1000.000 FS
13 -0.56317629D+03 0.0015490 0.0000028 1000.000 FS
14 -0.56317617D+03 0.0001193 0.0000002 1000.000 FS
BIVARIATE ESTIMATION FOR U11 AND U21
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.12166413D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11879047D+04 28.7365854 0.0236196 1000.000 FS
3 -0.11722845D+04 15.6202058 0.0131494 1000.000 FS
4 -0.11577831D+04 14.5014007 0.0123702 1000.000 FS
5 -0.11457104D+04 12.0726990 0.0104274 1000.000 FS
6 -0.11392295D+04 6.4809050 0.0056567 1000.000 FS
7 -0.11388696D+04 0.3599491 0.0003160 1000.000 FS
8 -0.11388292D+04 0.0403701 0.0000354 1000.000 FS
9 -0.11388282D+04 0.0009841 0.0000009 1000.000 FS
BIVARIATE ESTIMATION FOR U11 AND U31
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.12056806D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11925616D+04 13.1189501 0.0108809 1000.000 FS
3 -0.11799281D+04 12.6335595 0.0105936 1000.000 FS
4 -0.11702139D+04 9.7141870 0.0082329 1000.000 FS
5 -0.11657415D+04 4.4723838 0.0038219 1000.000 FS
6 -0.11652353D+04 0.5062515 0.0004343 1000.000 FS
7 -0.11652199D+04 0.0153765 0.0000132 1000.000 FS
8 -0.11652194D+04 0.0005304 0.0000005 1000.000 FS
BIVARIATE ESTIMATION FOR U21 AND U31
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11916810D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11691562D+04 22.5247838 0.0189017 1000.000 FS
3 -0.11551395D+04 14.0167758 0.0119888 1000.000 FS
4 -0.11430358D+04 12.1036512 0.0104781 1000.000 FS
5 -0.11341124D+04 8.9234059 0.0078068 1000.000 FS
6 -0.11309209D+04 3.1914718 0.0028141 1000.000 FS
7 -0.11308677D+04 0.0532362 0.0000471 1000.000 FS
8 -0.11308645D+04 0.0032232 0.0000029 1000.000 FS
9 -0.11308641D+04 0.0003500 0.0000003 1000.000 FS
BIVARIATE ESTIMATION FOR U11 AND U12
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11547611D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11384640D+04 16.2971400 0.0141130 1000.000 FS
3 -0.11335841D+04 4.8798454 0.0042863 1000.000 FS
4 -0.11324231D+04 1.1610671 0.0010242 1000.000 FS
5 -0.11324170D+04 0.0060911 0.0000054 1000.000 FS
6 -0.11324170D+04 -0.0000844 -0.0000001 1000.000 EM
BIVARIATE ESTIMATION FOR U21 AND U12
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11407615D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11113030D+04 29.4584798 0.0258235 1000.000 FS
3 -0.10998973D+04 11.4057371 0.0102634 1000.000 FS
4 -0.10918080D+04 8.0892955 0.0073546 1000.000 FS
5 -0.10895857D+04 2.2223457 0.0020355 1000.000 FS
6 -0.10895550D+04 0.0306874 0.0000282 1000.000 FS
7 -0.10895510D+04 0.0039857 0.0000037 1000.000 FS
8 -0.10895504D+04 0.0005542 0.0000005 1000.000 FS
BIVARIATE ESTIMATION FOR U31 AND U12
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11298008D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11163544D+04 13.4463980 0.0119016 1000.000 FS
3 -0.11100779D+04 6.2764690 0.0056223 1000.000 FS
4 -0.11061559D+04 3.9219992 0.0035331 1000.000 FS
5 -0.11058080D+04 0.3479654 0.0003146 1000.000 FS
6 -0.11057821D+04 0.0258594 0.0000234 1000.000 FS
7 -0.11057814D+04 0.0006715 0.0000006 1000.000 FS
BIVARIATE ESTIMATION FOR U11 AND U22
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10561267D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10391319D+04 16.9947621 0.0160916 1000.000 FS
3 -0.10377790D+04 1.3529227 0.0013020 1000.000 FS
4 -0.10374805D+04 0.2985064 0.0002876 1000.000 FS
5 -0.10374633D+04 0.0171479 0.0000165 1000.000 FS
6 -0.10374418D+04 0.0215345 0.0000208 1000.000 FS
7 -0.10374143D+04 0.0275084 0.0000265 1000.000 EM
8 -0.10374140D+04 0.0002870 0.0000003 1000.000 FS
BIVARIATE ESTIMATION FOR U21 AND U22
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10421271D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10161963D+04 25.9308300 0.0248826 1000.000 FS
3 -0.10113458D+04 4.8504500 0.0047731 1000.000 FS
4 -0.10095789D+04 1.7668863 0.0017471 1000.000 FS
5 -0.10092509D+04 0.3280614 0.0003249 1000.000 FS
6 -0.10092227D+04 0.0282144 0.0000280 1000.000 FS
7 -0.10092208D+04 0.0018627 0.0000018 1000.000 FS
8 -0.10092207D+04 0.0001143 0.0000001 1000.000 FS
BIVARIATE ESTIMATION FOR U31 AND U22
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10311664D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10189846D+04 12.1817603 0.0118136 1000.000 FS
3 -0.10169657D+04 2.0189390 0.0019813 1000.000 FS
4 -0.10168821D+04 0.0835847 0.0000822 1000.000 FS
5 -0.10168784D+04 0.0036972 0.0000036 1000.000 FS
6 -0.10168780D+04 0.0003961 0.0000004 1000.000 FS
BIVARIATE ESTIMATION FOR U12 AND U22
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.98024689D+03 0.0000000 0.0000000 1000.000 EM
2 -0.95456647D+03 25.6804107 0.0261979 1000.000 FS
3 -0.94284686D+03 11.7196108 0.0122774 1000.000 FS
4 -0.93304974D+03 9.7971248 0.0103910 1000.000 FS
5 -0.92626910D+03 6.7806403 0.0072672 1000.000 FS
6 -0.92445385D+03 1.8152493 0.0019597 1000.000 FS
7 -0.92444870D+03 0.0051452 0.0000056 1000.000 FS
8 -0.92444856D+03 0.0001418 0.0000002 1000.000 FS
BIVARIATE ESTIMATION FOR U11 AND U32
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11888333D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11737267D+04 15.1065616 0.0127070 1000.000 FS
3 -0.11703414D+04 3.3853170 0.0028842 1000.000 FS
4 -0.11701896D+04 0.1518488 0.0001297 1000.000 FS
5 -0.11701896D+04 -0.0000181 0.0000000 1000.000 EM
BIVARIATE ESTIMATION FOR U21 AND U32
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11748337D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11477988D+04 27.0349400 0.0230117 1000.000 FS
3 -0.11413768D+04 6.4219753 0.0055950 1000.000 FS
4 -0.11400621D+04 1.3147003 0.0011519 1000.000 FS
5 -0.11399512D+04 0.1109407 0.0000973 1000.000 FS
6 -0.11399248D+04 0.0263440 0.0000231 1000.000 FS
7 -0.11399194D+04 0.0053879 0.0000047 1000.000 FS
8 -0.11399184D+04 0.0010494 0.0000009 1000.000 FS
9 -0.11399182D+04 0.0001994 0.0000002 1000.000 FS
BIVARIATE ESTIMATION FOR U31 AND U32
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11638730D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11517082D+04 12.1647783 0.0104520 1000.000 FS
3 -0.11483125D+04 3.3956777 0.0029484 1000.000 FS
4 -0.11467711D+04 1.5414237 0.0013423 1000.000 FS
5 -0.11466949D+04 0.0762031 0.0000665 1000.000 FS
6 -0.11464997D+04 0.1952429 0.0001703 1000.000 EM
7 -0.11464934D+04 0.0062951 0.0000055 1000.000 EM
8 -0.11464932D+04 0.0001389 0.0000001 1000.000 QN
9 -0.11464932D+04 0.0000091 0.0000000 1000.000 FS
BIVARIATE ESTIMATION FOR U12 AND U32
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11129535D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10893506D+04 23.6028643 0.0212074 1000.000 FS
3 -0.10771067D+04 12.2438874 0.0112396 1000.000 FS
4 -0.10661542D+04 10.9525763 0.0101685 1000.000 FS
5 -0.10565297D+04 9.6244928 0.0090273 1000.000 FS
6 -0.10489432D+04 7.5864821 0.0071806 1000.000 FS
7 -0.10444673D+04 4.4758800 0.0042670 1000.000 FS
8 -0.10432188D+04 1.2485366 0.0011954 1000.000 FS
9 -0.10431349D+04 0.0838262 0.0000804 1000.000 FS
10 -0.10431328D+04 0.0021637 0.0000021 1000.000 FS
11 -0.10431327D+04 0.0000377 0.0000000 1000.000 FS
BIVARIATE ESTIMATION FOR U22 AND U32
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10143191D+04 0.0000000 0.0000000 1000.000 EM
2 -0.98914386D+03 25.1752123 0.0248198 1000.000 FS
3 -0.97847702D+03 10.6668366 0.0107839 1000.000 FS
4 -0.96980368D+03 8.6733377 0.0088641 1000.000 FS
5 -0.96318732D+03 6.6163618 0.0068224 1000.000 FS
6 -0.95917109D+03 4.0162357 0.0041697 1000.000 FS
7 -0.95751337D+03 1.6577182 0.0017283 1000.000 FS
8 -0.95705526D+03 0.4581132 0.0004784 1000.000 FS
9 -0.95694866D+03 0.1065915 0.0001114 1000.000 FS
10 -0.95692408D+03 0.0245811 0.0000257 1000.000 FS
11 -0.95691831D+03 0.0057731 0.0000060 1000.000 FS
12 -0.95691694D+03 0.0013709 0.0000014 1000.000 FS
13 -0.95691661D+03 0.0003258 0.0000003 1000.000 FS
BIVARIATE ESTIMATION FOR U11 AND U13
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10966566D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10820036D+04 14.6530852 0.0133616 1000.000 FS
3 -0.10802536D+04 1.7499850 0.0016174 1000.000 FS
4 -0.10798573D+04 0.3963038 0.0003669 1000.000 FS
5 -0.10798253D+04 0.0320165 0.0000296 1000.000 FS
6 -0.10797930D+04 0.0322629 0.0000299 1000.000 FS
7 -0.10797250D+04 0.0679899 0.0000630 1000.000 EM
8 -0.10797249D+04 0.0000739 0.0000001 1000.000 FS
BIVARIATE ESTIMATION FOR U21 AND U13
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10826571D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10578830D+04 24.7741116 0.0228827 1000.000 FS
3 -0.10534579D+04 4.4250585 0.0041829 1000.000 FS
4 -0.10522756D+04 1.1823161 0.0011223 1000.000 FS
5 -0.10522283D+04 0.0473082 0.0000450 1000.000 FS
6 -0.10522270D+04 0.0012292 0.0000012 1000.000 FS
7 -0.10522270D+04 0.0000684 0.0000001 1000.000 FS
BIVARIATE ESTIMATION FOR U31 AND U13
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10716963D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10591322D+04 12.5640983 0.0117236 1000.000 FS
3 -0.10522055D+04 6.9267261 0.0065400 1000.000 FS
4 -0.10512335D+04 0.9720355 0.0009238 1000.000 FS
5 -0.10512142D+04 0.0193292 0.0000184 1000.000 FS
6 -0.10512139D+04 0.0002103 0.0000002 1000.000 FS
BIVARIATE ESTIMATION FOR U12 AND U13
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10207768D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10022603D+04 18.5165793 0.0181397 1000.000 FS
3 -0.99272479D+03 9.5354755 0.0095140 1000.000 FS
4 -0.98483553D+03 7.8892621 0.0079471 1000.000 FS
5 -0.97864857D+03 6.1869620 0.0062822 1000.000 FS
6 -0.97449087D+03 4.1576951 0.0042484 1000.000 FS
7 -0.97230123D+03 2.1896453 0.0022470 1000.000 FS
8 -0.97143468D+03 0.8665529 0.0008912 1000.000 FS
9 -0.97115798D+03 0.2767017 0.0002848 1000.000 FS
10 -0.97107777D+03 0.0802059 0.0000826 1000.000 FS
11 -0.97105517D+03 0.0225955 0.0000233 1000.000 FS
12 -0.97104885D+03 0.0063254 0.0000065 1000.000 FS
13 -0.97104708D+03 0.0017669 0.0000018 1000.000 FS
14 -0.97104659D+03 0.0004917 0.0000005 1000.000 FS
BIVARIATE ESTIMATION FOR U22 AND U13
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.92214243D+03 0.0000000 0.0000000 1000.000 EM
2 -0.89685542D+03 25.2870095 0.0274220 1000.000 FS
3 -0.88483465D+03 12.0207660 0.0134032 1000.000 FS
4 -0.87439402D+03 10.4406346 0.0117995 1000.000 FS
5 -0.86586232D+03 8.5317000 0.0097573 1000.000 FS
6 -0.86071360D+03 5.1487120 0.0059463 1000.000 FS
7 -0.85948116D+03 1.2324471 0.0014319 1000.000 FS
8 -0.85943588D+03 0.0452755 0.0000527 1000.000 FS
9 -0.85943480D+03 0.0010803 0.0000013 1000.000 FS
10 -0.85943479D+03 0.0000142 0.0000000 1000.000 FS
BIVARIATE ESTIMATION FOR U32 AND U13
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10548490D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10323038D+04 22.5452099 0.0213729 1000.000 FS
3 -0.10209130D+04 11.3908511 0.0110344 1000.000 FS
4 -0.10110470D+04 9.8659468 0.0096638 1000.000 FS
5 -0.10038640D+04 7.1830323 0.0071045 1000.000 FS
6 -0.10006920D+04 3.1719878 0.0031598 1000.000 FS
7 -0.10003182D+04 0.3738259 0.0003736 1000.000 FS
8 -0.10003092D+04 0.0089627 0.0000090 1000.000 FS
9 -0.10003089D+04 0.0003106 0.0000003 1000.000 FS
BIVARIATE ESTIMATION FOR U11 AND U23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10276023D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10211355D+04 6.4667427 0.0062930 1000.000 FS
3 -0.10204721D+04 0.6634329 0.0006497 1000.000 FS
4 -0.10203963D+04 0.0757695 0.0000742 1000.000 FS
5 -0.10203842D+04 0.0121101 0.0000119 1000.000 FS
6 -0.10203790D+04 0.0051783 0.0000051 1000.000 FS
7 -0.10203777D+04 0.0013348 0.0000013 1000.000 FS
8 -0.10203770D+04 0.0006730 0.0000007 1000.000 FS
BIVARIATE ESTIMATION FOR U21 AND U23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10136027D+04 0.0000000 0.0000000 1000.000 EM
2 -0.99693900D+03 16.6636848 0.0164401 1000.000 FS
3 -0.99672039D+03 0.2186079 0.0002193 1000.000 FS
4 -0.99671147D+03 0.0089203 0.0000089 1000.000 FS
5 -0.99670905D+03 0.0024205 0.0000024 1000.000 FS
6 -0.99670557D+03 0.0034791 0.0000035 1000.000 FS
7 -0.99667962D+03 0.0259481 0.0000260 1000.000 EM
8 -0.99667786D+03 0.0017629 0.0000018 1000.000 QN
9 -0.99667785D+03 0.0000137 0.0000000 1000.000 EM
BIVARIATE ESTIMATION FOR U31 AND U23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10026420D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10004643D+04 2.1776462 0.0021719 1000.000 FS
3 -0.99973515D+03 0.7291681 0.0007288 1000.000 FS
4 -0.99973175D+03 0.0033946 0.0000034 1000.000 FS
5 -0.99973119D+03 0.0005641 0.0000006 1000.000 FS
BIVARIATE ESTIMATION FOR U12 AND U23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.95172247D+03 0.0000000 0.0000000 1000.000 EM
2 -0.93594282D+03 15.7796500 0.0165801 1000.000 FS
3 -0.92581784D+03 10.1249792 0.0108179 1000.000 FS
4 -0.91766680D+03 8.1510420 0.0088042 1000.000 FS
5 -0.91249779D+03 5.1690103 0.0056328 1000.000 FS
6 -0.91122442D+03 1.2733652 0.0013955 1000.000 FS
7 -0.91118623D+03 0.0381981 0.0000419 1000.000 FS
8 -0.91118579D+03 0.0004305 0.0000005 1000.000 FS
BIVARIATE ESTIMATION FOR U22 AND U23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.85308805D+03 0.0000000 0.0000000 1000.000 EM
2 -0.83441246D+03 18.6755901 0.0218917 1000.000 FS
3 -0.82536881D+03 9.0436472 0.0108383 1000.000 FS
4 -0.81821074D+03 7.1580681 0.0086726 1000.000 FS
5 -0.81333516D+03 4.8755860 0.0059588 1000.000 FS
6 -0.81139526D+03 1.9398978 0.0023851 1000.000 FS
7 -0.81121085D+03 0.1844119 0.0002273 1000.000 FS
8 -0.81120941D+03 0.0014334 0.0000018 1000.000 FS
9 -0.81120938D+03 0.0000281 0.0000000 1000.000 FS
BIVARIATE ESTIMATION FOR U32 AND U23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.98579466D+03 0.0000000 0.0000000 1000.000 EM
2 -0.96669434D+03 19.1003154 0.0193756 1000.000 FS
3 -0.95731467D+03 9.3796739 0.0097028 1000.000 FS
4 -0.95057894D+03 6.7357295 0.0070361 1000.000 FS
5 -0.94717920D+03 3.3997394 0.0035765 1000.000 FS
6 -0.94614707D+03 1.0321300 0.0010897 1000.000 FS
7 -0.94606894D+03 0.0781250 0.0000826 1000.000 FS
8 -0.94605591D+03 0.0130347 0.0000138 1000.000 EM
9 -0.94605519D+03 0.0007180 0.0000008 1000.000 EM
BIVARIATE ESTIMATION FOR U13 AND U23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.89361801D+03 0.0000000 0.0000000 1000.000 EM
2 -0.87300540D+03 20.6126124 0.0230665 1000.000 FS
3 -0.85762023D+03 15.3851730 0.0176232 1000.000 FS
4 -0.84480067D+03 12.8195604 0.0149478 1000.000 FS
5 -0.83123899D+03 13.5616737 0.0160531 1000.000 FS
6 -0.81910345D+03 12.1355454 0.0145993 1000.000 FS
7 -0.80949640D+03 9.6070501 0.0117287 1000.000 FS
8 -0.80595988D+03 3.5365181 0.0043688 1000.000 FS
9 -0.80595981D+03 0.0000710 0.0000001 1000.000 FS
BIVARIATE ESTIMATION FOR U11 AND U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11789365D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11692836D+04 9.6529746 0.0081879 1000.000 FS
3 -0.11675402D+04 1.7433449 0.0014910 1000.000 FS
4 -0.11671212D+04 0.4190182 0.0003589 1000.000 FS
5 -0.11670729D+04 0.0483335 0.0000414 1000.000 FS
6 -0.11670631D+04 0.0097672 0.0000084 1000.000 FS
7 -0.11670011D+04 0.0620371 0.0000532 1000.000 EM
8 -0.11669994D+04 0.0017046 0.0000015 1000.000 EM
9 -0.11669994D+04 0.0000016 0.0000000 1000.000 FS
BIVARIATE ESTIMATION FOR U21 AND U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11649370D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11435024D+04 21.4345654 0.0183998 1000.000 FS
3 -0.11401212D+04 3.3811999 0.0029569 1000.000 FS
4 -0.11400244D+04 0.0967684 0.0000849 1000.000 FS
5 -0.11398249D+04 0.1995754 0.0001751 1000.000 EM
6 -0.11398239D+04 0.0009715 0.0000009 1000.000 FS
BIVARIATE ESTIMATION FOR U31 AND U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11539762D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11487902D+04 5.1860374 0.0044941 1000.000 FS
3 -0.11444238D+04 4.3663722 0.0038008 1000.000 FS
4 -0.11435123D+04 0.9114860 0.0007965 1000.000 FS
5 -0.11434943D+04 0.0180498 0.0000158 1000.000 FS
6 -0.11434942D+04 0.0000949 0.0000001 1000.000 FS
BIVARIATE ESTIMATION FOR U12 AND U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11030567D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10870105D+04 16.0462886 0.0145471 1000.000 FS
3 -0.10763496D+04 10.6608446 0.0098075 1000.000 FS
4 -0.10685254D+04 7.8241975 0.0072692 1000.000 FS
5 -0.10654884D+04 3.0370152 0.0028422 1000.000 FS
6 -0.10653618D+04 0.1265945 0.0001188 1000.000 FS
7 -0.10653364D+04 0.0253846 0.0000238 1000.000 FS
8 -0.10653324D+04 0.0040037 0.0000038 1000.000 FS
9 -0.10653318D+04 0.0005794 0.0000005 1000.000 FS
BIVARIATE ESTIMATION FOR U22 AND U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10044223D+04 0.0000000 0.0000000 1000.000 EM
2 -0.98261523D+03 21.8070951 0.0217111 1000.000 FS
3 -0.96966907D+03 12.9461589 0.0131752 1000.000 FS
4 -0.95955785D+03 10.1112142 0.0104275 1000.000 FS
5 -0.95574621D+03 3.8116406 0.0039723 1000.000 FS
6 -0.95481813D+03 0.9280796 0.0009711 1000.000 FS
7 -0.95472000D+03 0.0981370 0.0001028 1000.000 FS
8 -0.95470631D+03 0.0136823 0.0000143 1000.000 FS
9 -0.95470332D+03 0.0029942 0.0000031 1000.000 FS
10 -0.95470220D+03 0.0011209 0.0000012 1000.000 FS
11 -0.95470179D+03 0.0004126 0.0000004 1000.000 FS
BIVARIATE ESTIMATION FOR U32 AND U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11371289D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11154595D+04 21.6694730 0.0190563 1000.000 FS
3 -0.11016338D+04 13.8256205 0.0123946 1000.000 FS
4 -0.10926581D+04 8.9757723 0.0081477 1000.000 FS
5 -0.10914302D+04 1.2278560 0.0011237 1000.000 FS
6 -0.10911789D+04 0.2513448 0.0002303 1000.000 FS
7 -0.10911414D+04 0.0374609 0.0000343 1000.000 FS
8 -0.10911175D+04 0.0238818 0.0000219 1000.000 FS
9 -0.10911112D+04 0.0063084 0.0000058 1000.000 FS
10 -0.10911082D+04 0.0029741 0.0000027 1000.000 FS
11 -0.10911072D+04 0.0010321 0.0000009 1000.000 FS
12 -0.10911068D+04 0.0004266 0.0000004 1000.000 FS
BIVARIATE ESTIMATION FOR U13 AND U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10449523D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10242018D+04 20.7504437 0.0198578 1000.000 FS
3 -0.10082942D+04 15.9076149 0.0155317 1000.000 FS
4 -0.99366713D+03 14.6270951 0.0145068 1000.000 FS
5 -0.97955599D+03 14.1111429 0.0142011 1000.000 FS
6 -0.96664300D+03 12.9129912 0.0131825 1000.000 FS
7 -0.95608973D+03 10.5532719 0.0109174 1000.000 FS
8 -0.95094297D+03 5.1467524 0.0053831 1000.000 FS
9 -0.95047694D+03 0.4660368 0.0004901 1000.000 FS
10 -0.95045105D+03 0.0258895 0.0000272 1000.000 FS
11 -0.95045080D+03 0.0002437 0.0000003 1000.000 FS
BIVARIATE ESTIMATION FOR U23 AND U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.97589791D+03 0.0000000 0.0000000 1000.000 EM
2 -0.95953429D+03 16.3636164 0.0167678 1000.000 FS
3 -0.94447303D+03 15.0612606 0.0156964 1000.000 FS
4 -0.93111223D+03 13.3607971 0.0141463 1000.000 FS
5 -0.91890749D+03 12.2047458 0.0131077 1000.000 FS
6 -0.90993961D+03 8.9678742 0.0097593 1000.000 FS
7 -0.90633350D+03 3.6061127 0.0039630 1000.000 FS
8 -0.90618245D+03 0.1510489 0.0001667 1000.000 FS
9 -0.90618055D+03 0.0018979 0.0000021 1000.000 FS
10 -0.90618061D+03 -0.0000520 -0.0000001 1000.000 EM
UNIVARIATE ESTIMATION FOR U11
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.62402686D+03 0.0000000 0.0000000 1000.000 EM
2 -0.62011331D+03 3.9135481 0.0062714 1000.000 FS
3 -0.61710370D+03 3.0096114 0.0048533 1000.000 FS
4 -0.61516818D+03 1.9355202 0.0031365 1000.000 FS
5 -0.61430004D+03 0.8681388 0.0014112 1000.000 FS
6 -0.61413178D+03 0.1682647 0.0002739 1000.000 FS
7 -0.61412843D+03 0.0033456 0.0000054 1000.000 FS
8 -0.61412857D+03 -0.0001440 -0.0000002 1000.000 EM
UNIVARIATE ESTIMATION FOR U21
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.60673447D+03 0.0000000 0.0000000 1000.000 EM
2 -0.60148746D+03 5.2470039 0.0086479 1000.000 FS
3 -0.59748481D+03 4.0026502 0.0066546 1000.000 FS
4 -0.59456557D+03 2.9192426 0.0048859 1000.000 FS
5 -0.59246886D+03 2.0967126 0.0035265 1000.000 FS
6 -0.59111724D+03 1.3516141 0.0022813 1000.000 FS
7 -0.59049083D+03 0.6264144 0.0010597 1000.000 FS
8 -0.59032132D+03 0.1695113 0.0002871 1000.000 FS
9 -0.59030273D+03 0.0185912 0.0000315 1000.000 FS
10 -0.59030206D+03 0.0006687 0.0000011 1000.000 FS
11 -0.59030206D+03 -0.0000065 0.0000000 1000.000 EM
UNIVARIATE ESTIMATION FOR U31
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.61081745D+03 0.0000000 0.0000000 1000.000 EM
2 -0.60636777D+03 4.4496748 0.0072848 1000.000 FS
3 -0.60245107D+03 3.9167042 0.0064593 1000.000 FS
4 -0.59920507D+03 3.2459939 0.0053880 1000.000 FS
5 -0.59669338D+03 2.5116917 0.0041917 1000.000 FS
6 -0.59493980D+03 1.7535877 0.0029388 1000.000 FS
7 -0.59388865D+03 1.0511480 0.0017668 1000.000 FS
8 -0.59338123D+03 0.5074219 0.0008544 1000.000 FS
9 -0.59319612D+03 0.1851007 0.0003119 1000.000 FS
10 -0.59314660D+03 0.0495235 0.0000835 1000.000 FS
11 -0.59313659D+03 0.0100064 0.0000169 1000.000 FS
12 -0.59313498D+03 0.0016106 0.0000027 1000.000 FS
13 -0.59313479D+03 0.0001971 0.0000003 1000.000 FS
UNIVARIATE ESTIMATION FOR U12
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.57832924D+03 0.0000000 0.0000000 1000.000 EM
2 -0.56693980D+03 11.3894383 0.0196937 1000.000 FS
3 -0.56217930D+03 4.7604966 0.0083968 1000.000 FS
4 -0.55784167D+03 4.3376360 0.0077158 1000.000 FS
5 -0.55392545D+03 3.9162224 0.0070203 1000.000 FS
6 -0.55036161D+03 3.5638368 0.0064338 1000.000 FS
7 -0.54723505D+03 3.1265590 0.0056809 1000.000 FS
8 -0.54454826D+03 2.6867847 0.0049097 1000.000 FS
9 -0.54237352D+03 2.1747416 0.0039937 1000.000 FS
10 -0.54068947D+03 1.6840510 0.0031050 1000.000 FS
11 -0.53955775D+03 1.1317217 0.0020931 1000.000 FS
12 -0.53889197D+03 0.6657827 0.0012339 1000.000 FS
13 -0.53878281D+03 0.1091554 0.0002026 1000.000 FS
14 -0.53871459D+03 0.0682245 0.0001266 1000.000 EM
15 -0.53865661D+03 0.0579772 0.0001076 1000.000 EM
16 -0.53860705D+03 0.0495593 0.0000920 1000.000 EM
17 -0.53856431D+03 0.0427393 0.0000794 1000.000 EM
18 -0.53852721D+03 0.0370983 0.0000689 1000.000 EM
19 -0.53849486D+03 0.0323536 0.0000601 1000.000 EM
20 -0.53846656D+03 0.0282973 0.0000525 1000.000 EM
21 -0.53844174D+03 0.0248200 0.0000461 1000.000 EM
22 -0.53841994D+03 0.0218046 0.0000405 1000.000 EM
23 -0.53840076D+03 0.0191751 0.0000356 1000.000 EM
24 -0.53838389D+03 0.0168731 0.0000313 1000.000 EM
25 -0.53836904D+03 0.0148525 0.0000276 1000.000 EM
26 -0.53835596D+03 0.0130754 0.0000243 1000.000 EM
27 -0.53834445D+03 0.0115107 0.0000214 1000.000 EM
28 -0.53833432D+03 0.0101319 0.0000188 1000.000 EM
29 -0.53832540D+03 0.0089165 0.0000166 1000.000 EM
30 -0.53831756D+03 0.0078449 0.0000146 1000.000 EM
31 -0.53831066D+03 0.0069002 0.0000128 1000.000 EM
32 -0.53830459D+03 0.0060674 0.0000113 1000.000 EM
33 -0.53829926D+03 0.0053336 0.0000099 1000.000 EM
34 -0.53829457D+03 0.0046870 0.0000087 1000.000 EM
35 -0.53829045D+03 0.0041175 0.0000076 1000.000 EM
36 -0.53828684D+03 0.0036162 0.0000067 1000.000 EM
37 -0.53828366D+03 0.0031749 0.0000059 1000.000 EM
38 -0.53828087D+03 0.0027868 0.0000052 1000.000 EM
39 -0.53827843D+03 0.0024454 0.0000045 1000.000 EM
40 -0.53827628D+03 0.0021452 0.0000040 1000.000 EM
41 -0.53827440D+03 0.0018814 0.0000035 1000.000 EM
42 -0.53827275D+03 0.0016497 0.0000031 1000.000 EM
43 -0.53827131D+03 0.0014462 0.0000027 1000.000 EM
44 -0.53827004D+03 0.0012674 0.0000024 1000.000 EM
45 -0.53826893D+03 0.0011106 0.0000021 1000.000 EM
46 -0.53826796D+03 0.0009729 0.0000018 1000.000 EM
47 -0.53826710D+03 0.0008522 0.0000016 1000.000 EM
48 -0.53826636D+03 0.0007463 0.0000014 1000.000 EM
49 -0.53826570D+03 0.0006534 0.0000012 1000.000 EM
50 -0.53826513D+03 0.0005720 0.0000011 1000.000 EM
51 -0.53826463D+03 0.0005007 0.0000009 1000.000 EM
UNIVARIATE ESTIMATION FOR U22
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.49521640D+03 0.0000000 0.0000000 1000.000 EM
2 -0.48365799D+03 11.5584135 0.0233401 1000.000 FS
3 -0.47295277D+03 10.7052244 0.0221339 1000.000 FS
4 -0.46272867D+03 10.2240971 0.0216176 1000.000 FS
5 -0.45306770D+03 9.6609732 0.0208783 1000.000 FS
6 -0.44410126D+03 8.9664352 0.0197905 1000.000 FS
7 -0.43602310D+03 8.0781636 0.0181899 1000.000 FS
8 -0.42911439D+03 6.9087054 0.0158448 1000.000 FS
9 -0.42376788D+03 5.3465090 0.0124594 1000.000 FS
10 -0.42043516D+03 3.3327246 0.0078645 1000.000 FS
11 -0.41921143D+03 1.2237281 0.0029106 1000.000 FS
12 -0.41909358D+03 0.1178452 0.0002811 1000.000 FS
13 -0.41909487D+03 -0.0012825 -0.0000031 1000.000 EM
UNIVARIATE ESTIMATION FOR U32
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.59619744D+03 0.0000000 0.0000000 1000.000 EM
2 -0.59010645D+03 6.0909853 0.0102164 1000.000 FS
3 -0.58467550D+03 5.4309593 0.0092034 1000.000 FS
4 -0.58025721D+03 4.4182861 0.0075568 1000.000 FS
5 -0.57701164D+03 3.2455648 0.0055933 1000.000 FS
6 -0.57500940D+03 2.0022441 0.0034700 1000.000 FS
7 -0.57409385D+03 0.9155503 0.0015922 1000.000 FS
8 -0.57383417D+03 0.2596828 0.0004523 1000.000 FS
9 -0.57379493D+03 0.0392336 0.0000684 1000.000 FS
10 -0.57379181D+03 0.0031270 0.0000054 1000.000 FS
11 -0.57379173D+03 0.0000749 0.0000001 1000.000 FS
UNIVARIATE ESTIMATION FOR U13
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.52526603D+03 0.0000000 0.0000000 1000.000 EM
2 -0.51253266D+03 12.7333760 0.0242418 1000.000 FS
3 -0.50168070D+03 10.8519579 0.0211732 1000.000 FS
4 -0.49211293D+03 9.5677705 0.0190714 1000.000 FS
5 -0.48383670D+03 8.2762236 0.0168177 1000.000 FS
6 -0.47695917D+03 6.8775312 0.0142146 1000.000 FS
7 -0.47163628D+03 5.3228923 0.0111601 1000.000 FS
8 -0.46799103D+03 3.6452525 0.0077289 1000.000 FS
9 -0.46595875D+03 2.0322762 0.0043426 1000.000 FS
10 -0.46513172D+03 0.8270341 0.0017749 1000.000 FS
11 -0.46489914D+03 0.2325731 0.0005000 1000.000 FS
12 -0.46484918D+03 0.0499649 0.0001075 1000.000 FS
13 -0.46484055D+03 0.0086315 0.0000186 1000.000 FS
14 -0.46483947D+03 0.0010829 0.0000023 1000.000 FS
15 -0.46483940D+03 0.0000605 0.0000001 1000.000 FS
UNIVARIATE ESTIMATION FOR U23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.48766567D+03 0.0000000 0.0000000 1000.000 EM
2 -0.46782010D+03 19.8455664 0.0406950 1000.000 FS
3 -0.45123695D+03 16.5831520 0.0354477 1000.000 FS
4 -0.43840785D+03 12.8290956 0.0284310 1000.000 FS
5 -0.42850204D+03 9.9058074 0.0225950 1000.000 FS
6 -0.42065794D+03 7.8441045 0.0183059 1000.000 FS
7 -0.41459683D+03 6.0611110 0.0144086 1000.000 FS
8 -0.41019083D+03 4.4059954 0.0106272 1000.000 FS
9 -0.40724353D+03 2.9473002 0.0071852 1000.000 FS
10 -0.40544212D+03 1.8014113 0.0044234 1000.000 FS
11 -0.40443392D+03 1.0082028 0.0024867 1000.000 FS
12 -0.40392562D+03 0.5082990 0.0012568 1000.000 FS
13 -0.40370631D+03 0.2193073 0.0005429 1000.000 FS
14 -0.40362859D+03 0.0777222 0.0001925 1000.000 FS
15 -0.40360559D+03 0.0229967 0.0000570 1000.000 FS
16 -0.40359968D+03 0.0059165 0.0000147 1000.000 FS
17 -0.40359832D+03 0.0013561 0.0000034 1000.000 FS
18 -0.40359805D+03 0.0002684 0.0000007 1000.000 FS
UNIVARIATE ESTIMATION FOR U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.59294241D+03 0.0000000 0.0000000 1000.000 EM
2 -0.58527658D+03 7.6658361 0.0129285 1000.000 FS
3 -0.57991852D+03 5.3580626 0.0091548 1000.000 FS
4 -0.57534289D+03 4.5756262 0.0078901 1000.000 FS
5 -0.57160050D+03 3.7423896 0.0065046 1000.000 FS
6 -0.56876592D+03 2.8345818 0.0049590 1000.000 FS
7 -0.56686564D+03 1.9002755 0.0033411 1000.000 FS
8 -0.56581277D+03 1.0528690 0.0018574 1000.000 FS
9 -0.56537390D+03 0.4388696 0.0007756 1000.000 FS
10 -0.56524883D+03 0.1250709 0.0002212 1000.000 FS
11 -0.56522535D+03 0.0234786 0.0000415 1000.000 FS
12 -0.56522231D+03 0.0030488 0.0000054 1000.000 FS
13 -0.56522204D+03 0.0002671 0.0000005 1000.000 FS
BIVARIATE ESTIMATION FOR U11 AND U21
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.12166413D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11879047D+04 28.7365854 0.0236196 1000.000 FS
3 -0.11722845D+04 15.6202058 0.0131494 1000.000 FS
4 -0.11577831D+04 14.5014007 0.0123702 1000.000 FS
5 -0.11457104D+04 12.0726990 0.0104274 1000.000 FS
6 -0.11392295D+04 6.4809050 0.0056567 1000.000 FS
7 -0.11388696D+04 0.3599491 0.0003160 1000.000 FS
8 -0.11388292D+04 0.0403701 0.0000354 1000.000 FS
9 -0.11388282D+04 0.0009841 0.0000009 1000.000 FS
BIVARIATE ESTIMATION FOR U11 AND U31
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.12056806D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11925616D+04 13.1189501 0.0108809 1000.000 FS
3 -0.11799281D+04 12.6335595 0.0105936 1000.000 FS
4 -0.11702139D+04 9.7141870 0.0082329 1000.000 FS
5 -0.11657415D+04 4.4723838 0.0038219 1000.000 FS
6 -0.11652353D+04 0.5062515 0.0004343 1000.000 FS
7 -0.11652199D+04 0.0153765 0.0000132 1000.000 FS
8 -0.11652194D+04 0.0005304 0.0000005 1000.000 FS
BIVARIATE ESTIMATION FOR U21 AND U31
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11916810D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11691562D+04 22.5247838 0.0189017 1000.000 FS
3 -0.11551395D+04 14.0167758 0.0119888 1000.000 FS
4 -0.11430358D+04 12.1036512 0.0104781 1000.000 FS
5 -0.11341124D+04 8.9234059 0.0078068 1000.000 FS
6 -0.11309209D+04 3.1914718 0.0028141 1000.000 FS
7 -0.11308677D+04 0.0532362 0.0000471 1000.000 FS
8 -0.11308645D+04 0.0032232 0.0000029 1000.000 FS
9 -0.11308641D+04 0.0003500 0.0000003 1000.000 FS
BIVARIATE ESTIMATION FOR U11 AND U12
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11587407D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11403553D+04 18.3854218 0.0158667 1000.000 FS
3 -0.11372544D+04 3.1009039 0.0027192 1000.000 FS
4 -0.11319370D+04 5.3173885 0.0046756 1000.000 FS
5 -0.11312387D+04 0.6982441 0.0006169 1000.000 FS
6 -0.11310932D+04 0.1454757 0.0001286 1000.000 FS
7 -0.11310888D+04 0.0044135 0.0000039 1000.000 FS
8 -0.11310889D+04 -0.0000735 -0.0000001 1000.000 EM
BIVARIATE ESTIMATION FOR U21 AND U12
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11447411D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11150398D+04 29.7013248 0.0259459 1000.000 FS
3 -0.11042704D+04 10.7693573 0.0096583 1000.000 FS
4 -0.10981740D+04 6.0963906 0.0055207 1000.000 FS
5 -0.10971335D+04 1.0405208 0.0009475 1000.000 FS
6 -0.10970573D+04 0.0762043 0.0000695 1000.000 FS
7 -0.10970439D+04 0.0134420 0.0000123 1000.000 FS
8 -0.10970422D+04 0.0017019 0.0000016 1000.000 FS
9 -0.10970420D+04 0.0001731 0.0000002 1000.000 FS
BIVARIATE ESTIMATION FOR U31 AND U12
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11337804D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11195425D+04 14.2378427 0.0125578 1000.000 FS
3 -0.11136311D+04 5.9114357 0.0052802 1000.000 FS
4 -0.11087878D+04 4.8433181 0.0043491 1000.000 FS
5 -0.11083981D+04 0.3897079 0.0003515 1000.000 FS
6 -0.11083728D+04 0.0252981 0.0000228 1000.000 FS
7 -0.11083721D+04 0.0006335 0.0000006 1000.000 FS
BIVARIATE ESTIMATION FOR U11 AND U22
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10458364D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10257076D+04 20.1288137 0.0192466 1000.000 FS
3 -0.10223746D+04 3.3330610 0.0032495 1000.000 FS
4 -0.10213465D+04 1.0280787 0.0010056 1000.000 FS
5 -0.10213195D+04 0.0270127 0.0000264 1000.000 FS
6 -0.10213186D+04 0.0008475 0.0000008 1000.000 FS
BIVARIATE ESTIMATION FOR U21 AND U22
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10318368D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10009690D+04 30.8678889 0.0299155 1000.000 FS
3 -0.99415147D+03 6.8174850 0.0068109 1000.000 FS
4 -0.99022027D+03 3.9312023 0.0039543 1000.000 FS
5 -0.98893739D+03 1.2828751 0.0012955 1000.000 FS
6 -0.98879526D+03 0.1421370 0.0001437 1000.000 FS
7 -0.98878791D+03 0.0073492 0.0000074 1000.000 FS
8 -0.98878752D+03 0.0003911 0.0000004 1000.000 FS
BIVARIATE ESTIMATION FOR U31 AND U22
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10208761D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10044706D+04 16.4055146 0.0160700 1000.000 FS
3 -0.10011090D+04 3.3616034 0.0033466 1000.000 FS
4 -0.10007066D+04 0.4023813 0.0004019 1000.000 FS
5 -0.10007022D+04 0.0044714 0.0000045 1000.000 FS
6 -0.10007019D+04 0.0002055 0.0000002 1000.000 FS
BIVARIATE ESTIMATION FOR U12 AND U22
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.97393620D+03 0.0000000 0.0000000 1000.000 EM
2 -0.94350700D+03 30.4292018 0.0312435 1000.000 FS
3 -0.93036443D+03 13.1425686 0.0139295 1000.000 FS
4 -0.92010589D+03 10.2585438 0.0110264 1000.000 FS
5 -0.91384112D+03 6.2647713 0.0068088 1000.000 FS
6 -0.91301403D+03 0.8270864 0.0009051 1000.000 FS
7 -0.91300074D+03 0.0132924 0.0000146 1000.000 FS
8 -0.91299981D+03 0.0009303 0.0000010 1000.000 FS
9 -0.91299912D+03 0.0006836 0.0000007 1000.000 FS
BIVARIATE ESTIMATION FOR U11 AND U32
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11918328D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11796426D+04 12.1901510 0.0102281 1000.000 FS
3 -0.11752779D+04 4.3647288 0.0037000 1000.000 FS
4 -0.11749089D+04 0.3689422 0.0003139 1000.000 FS
5 -0.11749075D+04 0.0013787 0.0000012 1000.000 FS
6 -0.11749076D+04 -0.0000037 0.0000000 1000.000 EM
BIVARIATE ESTIMATION FOR U21 AND U32
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11778332D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11529994D+04 24.8337423 0.0210843 1000.000 FS
3 -0.11454115D+04 7.5879725 0.0065811 1000.000 FS
4 -0.11436372D+04 1.7742209 0.0015490 1000.000 FS
5 -0.11434955D+04 0.1417492 0.0001239 1000.000 FS
6 -0.11434626D+04 0.0328468 0.0000287 1000.000 FS
7 -0.11434564D+04 0.0062813 0.0000055 1000.000 FS
8 -0.11434552D+04 0.0011604 0.0000010 1000.000 FS
9 -0.11434550D+04 0.0002078 0.0000002 1000.000 FS
BIVARIATE ESTIMATION FOR U31 AND U32
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11668724D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11568086D+04 10.0638311 0.0086246 1000.000 FS
3 -0.11511334D+04 5.6752031 0.0049059 1000.000 FS
4 -0.11497432D+04 1.3901979 0.0012077 1000.000 FS
5 -0.11495572D+04 0.1860143 0.0001618 1000.000 EM
6 -0.11495544D+04 0.0028012 0.0000024 1000.000 EM
7 -0.11495543D+04 0.0000815 0.0000001 1000.000 EM
BIVARIATE ESTIMATION FOR U12 AND U32
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11199325D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10979369D+04 21.9956201 0.0196401 1000.000 FS
3 -0.10851864D+04 12.7505129 0.0116132 1000.000 FS
4 -0.10739096D+04 11.2768172 0.0103916 1000.000 FS
5 -0.10646768D+04 9.2328246 0.0085974 1000.000 FS
6 -0.10588595D+04 5.8172151 0.0054638 1000.000 FS
7 -0.10574666D+04 1.3929580 0.0013155 1000.000 FS
8 -0.10574581D+04 0.0084532 0.0000080 1000.000 FS
9 -0.10574578D+04 0.0002990 0.0000003 1000.000 EM
BIVARIATE ESTIMATION FOR U22 AND U32
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10070283D+04 0.0000000 0.0000000 1000.000 EM
2 -0.98082939D+03 26.1988827 0.0260160 1000.000 FS
3 -0.96889529D+03 11.9341046 0.0121674 1000.000 FS
4 -0.95850366D+03 10.3916243 0.0107252 1000.000 FS
5 -0.95008055D+03 8.4231082 0.0087878 1000.000 FS
6 -0.94493662D+03 5.1439314 0.0054142 1000.000 FS
7 -0.94359249D+03 1.3441346 0.0014225 1000.000 FS
8 -0.94353067D+03 0.0618163 0.0000655 1000.000 FS
9 -0.94352923D+03 0.0014393 0.0000015 1000.000 FS
10 -0.94352922D+03 0.0000093 0.0000000 1000.000 FS
BIVARIATE ESTIMATION FOR U11 AND U13
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10840040D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10710026D+04 13.0013912 0.0119939 1000.000 FS
3 -0.10675387D+04 3.4639628 0.0032343 1000.000 FS
4 -0.10672438D+04 0.2948227 0.0002762 1000.000 FS
5 -0.10672437D+04 0.0001732 0.0000002 1000.000 FS
BIVARIATE ESTIMATION FOR U21 AND U13
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10700044D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10471953D+04 22.8091192 0.0213168 1000.000 FS
3 -0.10441906D+04 3.0047211 0.0028693 1000.000 FS
4 -0.10428816D+04 1.3090465 0.0012536 1000.000 FS
5 -0.10427274D+04 0.1541247 0.0001478 1000.000 FS
6 -0.10427087D+04 0.0187210 0.0000180 1000.000 FS
7 -0.10427056D+04 0.0031601 0.0000030 1000.000 FS
8 -0.10427052D+04 0.0003331 0.0000003 1000.000 FS
BIVARIATE ESTIMATION FOR U31 AND U13
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10590437D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10466047D+04 12.4390566 0.0117456 1000.000 FS
3 -0.10382348D+04 8.3699080 0.0079972 1000.000 FS
4 -0.10359649D+04 2.2698729 0.0021863 1000.000 FS
5 -0.10359587D+04 0.0061487 0.0000059 1000.000 FS
6 -0.10359587D+04 0.0000692 0.0000001 1000.000 FS
BIVARIATE ESTIMATION FOR U12 AND U13
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10121038D+04 0.0000000 0.0000000 1000.000 EM
2 -0.99262614D+03 19.4776627 0.0192447 1000.000 FS
3 -0.98242758D+03 10.1985627 0.0102743 1000.000 FS
4 -0.97422472D+03 8.2028568 0.0083496 1000.000 FS
5 -0.96845823D+03 5.7664928 0.0059191 1000.000 FS
6 -0.96568505D+03 2.7731771 0.0028635 1000.000 FS
7 -0.96501554D+03 0.6695120 0.0006933 1000.000 FS
8 -0.96493358D+03 0.0819576 0.0000849 1000.000 FS
9 -0.96492553D+03 0.0080499 0.0000083 1000.000 FS
10 -0.96492476D+03 0.0007735 0.0000008 1000.000 FS
BIVARIATE ESTIMATION FOR U22 AND U13
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.89919955D+03 0.0000000 0.0000000 1000.000 EM
2 -0.87199264D+03 27.2069085 0.0302568 1000.000 FS
3 -0.86039972D+03 11.5929264 0.0132948 1000.000 FS
4 -0.85210463D+03 8.2950852 0.0096410 1000.000 FS
5 -0.84818486D+03 3.9197736 0.0046001 1000.000 FS
6 -0.84771310D+03 0.4717519 0.0005562 1000.000 FS
7 -0.84769947D+03 0.0136309 0.0000161 1000.000 FS
8 -0.84769902D+03 0.0004511 0.0000005 1000.000 FS
BIVARIATE ESTIMATION FOR U32 AND U13
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10451959D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10273147D+04 17.8812215 0.0171080 1000.000 FS
3 -0.10171003D+04 10.2143447 0.0099428 1000.000 FS
4 -0.10086468D+04 8.4535050 0.0083114 1000.000 FS
5 -0.10025307D+04 6.1160616 0.0060636 1000.000 FS
6 -0.99919829D+03 3.3324523 0.0033240 1000.000 FS
7 -0.99802490D+03 1.1733876 0.0011743 1000.000 FS
8 -0.99773938D+03 0.2855174 0.0002861 1000.000 FS
9 -0.99767728D+03 0.0621010 0.0000622 1000.000 FS
10 -0.99766368D+03 0.0136055 0.0000136 1000.000 FS
11 -0.99766064D+03 0.0030384 0.0000030 1000.000 FS
12 -0.99765995D+03 0.0006844 0.0000007 1000.000 FS
BIVARIATE ESTIMATION FOR U11 AND U23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10196353D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10117480D+04 7.8873456 0.0077355 1000.000 FS
3 -0.10097768D+04 1.9711730 0.0019483 1000.000 FS
4 -0.10097172D+04 0.0596320 0.0000591 1000.000 FS
5 -0.10097152D+04 0.0019915 0.0000020 1000.000 FS
6 -0.10097150D+04 0.0001426 0.0000001 1000.000 FS
BIVARIATE ESTIMATION FOR U21 AND U23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10056357D+04 0.0000000 0.0000000 1000.000 EM
2 -0.98795984D+03 17.6759130 0.0175769 1000.000 FS
3 -0.98644198D+03 1.5178606 0.0015364 1000.000 FS
4 -0.98643830D+03 0.0036748 0.0000037 1000.000 FS
5 -0.98643827D+03 0.0000293 0.0000000 1000.000 FS
BIVARIATE ESTIMATION FOR U31 AND U23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.99467503D+03 0.0000000 0.0000000 1000.000 EM
2 -0.99052213D+03 4.1528963 0.0041751 1000.000 FS
3 -0.98926575D+03 1.2563799 0.0012684 1000.000 FS
4 -0.98918815D+03 0.0776029 0.0000784 1000.000 FS
5 -0.98917034D+03 0.0178045 0.0000180 1000.000 FS
6 -0.98916401D+03 0.0063306 0.0000064 1000.000 FS
7 -0.98916198D+03 0.0020332 0.0000021 1000.000 FS
8 -0.98916130D+03 0.0006849 0.0000007 1000.000 FS
BIVARIATE ESTIMATION FOR U12 AND U23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.94773511D+03 0.0000000 0.0000000 1000.000 EM
2 -0.93161326D+03 16.1218509 0.0170109 1000.000 FS
3 -0.92144977D+03 10.1634827 0.0109096 1000.000 FS
4 -0.91324880D+03 8.2009767 0.0089001 1000.000 FS
5 -0.90776334D+03 5.4854570 0.0060065 1000.000 FS
6 -0.90602424D+03 1.7391048 0.0019158 1000.000 FS
7 -0.90597771D+03 0.0465232 0.0000513 1000.000 FS
8 -0.90597697D+03 0.0007410 0.0000008 1000.000 FS
BIVARIATE ESTIMATION FOR U22 AND U23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.83483086D+03 0.0000000 0.0000000 1000.000 EM
2 -0.81297520D+03 21.8556585 0.0261797 1000.000 FS
3 -0.80249111D+03 10.4840873 0.0128959 1000.000 FS
4 -0.79401762D+03 8.4734926 0.0105590 1000.000 FS
5 -0.78759870D+03 6.4189147 0.0080841 1000.000 FS
6 -0.78421447D+03 3.3842374 0.0042969 1000.000 FS
7 -0.78362079D+03 0.5936760 0.0007570 1000.000 FS
8 -0.78361318D+03 0.0076082 0.0000097 1000.000 FS
9 -0.78361294D+03 0.0002437 0.0000003 1000.000 FS
BIVARIATE ESTIMATION FOR U32 AND U23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.98082718D+03 0.0000000 0.0000000 1000.000 EM
2 -0.96689243D+03 13.9347542 0.0142071 1000.000 FS
3 -0.95828009D+03 8.6123351 0.0089072 1000.000 FS
4 -0.95133280D+03 6.9472891 0.0072497 1000.000 FS
5 -0.94644607D+03 4.8867319 0.0051367 1000.000 FS
6 -0.94378784D+03 2.6582251 0.0028086 1000.000 FS
7 -0.94280323D+03 0.9846122 0.0010433 1000.000 FS
8 -0.94255228D+03 0.2509492 0.0002662 1000.000 FS
9 -0.94249839D+03 0.0538914 0.0000572 1000.000 FS
10 -0.94248716D+03 0.0112296 0.0000119 1000.000 FS
11 -0.94248482D+03 0.0023454 0.0000025 1000.000 FS
12 -0.94248434D+03 0.0004815 0.0000005 1000.000 FS
BIVARIATE ESTIMATION FOR U13 AND U23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.87299846D+03 0.0000000 0.0000000 1000.000 EM
2 -0.85293320D+03 20.0652560 0.0229843 1000.000 FS
3 -0.83677742D+03 16.1557766 0.0189414 1000.000 FS
4 -0.82329886D+03 13.4785595 0.0161077 1000.000 FS
5 -0.80878920D+03 14.5096619 0.0176238 1000.000 FS
6 -0.79559754D+03 13.1916657 0.0163104 1000.000 FS
7 -0.78445686D+03 11.1406749 0.0140029 1000.000 FS
8 -0.77966141D+03 4.7954544 0.0061131 1000.000 FS
9 -0.77961259D+03 0.0488175 0.0000626 1000.000 FS
10 -0.77961062D+03 0.0019679 0.0000025 1000.000 FS
11 -0.77960610D+03 0.0045163 0.0000058 1000.000 FS
12 -0.77960576D+03 0.0003443 0.0000004 1000.000 FS
BIVARIATE ESTIMATION FOR U11 AND U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11795451D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11692885D+04 10.2566232 0.0086954 1000.000 FS
3 -0.11680745D+04 1.2140004 0.0010382 1000.000 EM
4 -0.11680744D+04 0.0001036 0.0000001 1000.000 QN
5 -0.11680744D+04 0.0000011 0.0000000 1000.000 FS
BIVARIATE ESTIMATION FOR U21 AND U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11655455D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11469694D+04 18.5761225 0.0159377 1000.000 FS
3 -0.11425509D+04 4.4185268 0.0038523 1000.000 FS
4 -0.11421597D+04 0.3911603 0.0003424 1000.000 FS
5 -0.11421583D+04 0.0014394 0.0000013 1000.000 FS
6 -0.11421583D+04 0.0000218 0.0000000 1000.000 FS
BIVARIATE ESTIMATION FOR U31 AND U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11545848D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11499470D+04 4.6378391 0.0040169 1000.000 FS
3 -0.11451385D+04 4.8084871 0.0041815 1000.000 FS
4 -0.11445609D+04 0.5775855 0.0005044 1000.000 FS
5 -0.11445580D+04 0.0029338 0.0000026 1000.000 FS
6 -0.11445511D+04 0.0069086 0.0000060 1000.000 FS
7 -0.11445494D+04 0.0016915 0.0000015 1000.000 FS
8 -0.11445465D+04 0.0029117 0.0000025 1000.000 FS
9 -0.11445456D+04 0.0009003 0.0000008 1000.000 FS
BIVARIATE ESTIMATION FOR U12 AND U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11076449D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10917463D+04 15.8986147 0.0143535 1000.000 FS
3 -0.10810020D+04 10.7443261 0.0098414 1000.000 FS
4 -0.10748322D+04 6.1697510 0.0057074 1000.000 FS
5 -0.10746195D+04 0.2127540 0.0001979 1000.000 FS
6 -0.10744954D+04 0.1240960 0.0001155 1000.000 FS
7 -0.10744681D+04 0.0272317 0.0000253 1000.000 FS
8 -0.10744380D+04 0.0301193 0.0000280 1000.000 FS
9 -0.10744274D+04 0.0105831 0.0000098 1000.000 FS
10 -0.10744153D+04 0.0121147 0.0000113 1000.000 FS
11 -0.10744099D+04 0.0054234 0.0000050 1000.000 FS
12 -0.10744042D+04 0.0056415 0.0000053 1000.000 FS
13 -0.10744013D+04 0.0029639 0.0000028 1000.000 FS
14 -0.10743985D+04 0.0028056 0.0000026 1000.000 FS
15 -0.10743968D+04 0.0016575 0.0000015 1000.000 FS
16 -0.10743954D+04 0.0014452 0.0000013 1000.000 FS
17 -0.10743944D+04 0.0009356 0.0000009 1000.000 FS
BIVARIATE ESTIMATION FOR U22 AND U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.99474065D+03 0.0000000 0.0000000 1000.000 EM
2 -0.97267818D+03 22.0624707 0.0221791 1000.000 FS
3 -0.96012483D+03 12.5533482 0.0129060 1000.000 FS
4 -0.94987439D+03 10.2504434 0.0106762 1000.000 FS
5 -0.94262248D+03 7.2519131 0.0076346 1000.000 FS
6 -0.93979503D+03 2.8274478 0.0029996 1000.000 FS
7 -0.93918167D+03 0.6133632 0.0006527 1000.000 FS
8 -0.93905365D+03 0.1280151 0.0001363 1000.000 FS
9 -0.93902678D+03 0.0268737 0.0000286 1000.000 FS
10 -0.93901795D+03 0.0088217 0.0000094 1000.000 FS
11 -0.93901448D+03 0.0034700 0.0000037 1000.000 FS
12 -0.93901289D+03 0.0015902 0.0000017 1000.000 FS
13 -0.93901245D+03 0.0004458 0.0000005 1000.000 FS
BIVARIATE ESTIMATION FOR U32 AND U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11407370D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11244451D+04 16.2918354 0.0142819 1000.000 FS
3 -0.11112577D+04 13.1874480 0.0117280 1000.000 FS
4 -0.11011243D+04 10.1333757 0.0091188 1000.000 FS
5 -0.10972225D+04 3.9018619 0.0035435 1000.000 FS
6 -0.10971014D+04 0.1210064 0.0001103 1000.000 FS
7 -0.10970941D+04 0.0073206 0.0000067 1000.000 FS
8 -0.10970930D+04 0.0011144 0.0000010 1000.000 FS
9 -0.10970927D+04 0.0003414 0.0000003 1000.000 FS
BIVARIATE ESTIMATION FOR U13 AND U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10329083D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10146189D+04 18.2893205 0.0177066 1000.000 FS
3 -0.99902790D+03 15.5910344 0.0153664 1000.000 FS
4 -0.98419258D+03 14.8353149 0.0148498 1000.000 FS
5 -0.97007489D+03 14.1176901 0.0143444 1000.000 FS
6 -0.95688644D+03 13.1884463 0.0135953 1000.000 FS
7 -0.94542223D+03 11.4642105 0.0119807 1000.000 FS
8 -0.93760147D+03 7.8207681 0.0082722 1000.000 FS
9 -0.93534016D+03 2.2613029 0.0024118 1000.000 FS
10 -0.93521662D+03 0.1235434 0.0001321 1000.000 FS
11 -0.93520752D+03 0.0091043 0.0000097 1000.000 FS
12 -0.93520641D+03 0.0011064 0.0000012 1000.000 FS
13 -0.93520634D+03 0.0000715 0.0000001 1000.000 EM
BIVARIATE ESTIMATION FOR U23 AND U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.96853956D+03 0.0000000 0.0000000 1000.000 EM
2 -0.95431930D+03 14.2202525 0.0146822 1000.000 FS
3 -0.93954784D+03 14.7714656 0.0154785 1000.000 FS
4 -0.92602492D+03 13.5229230 0.0143930 1000.000 FS
5 -0.91352657D+03 12.4983437 0.0134968 1000.000 FS
6 -0.90240136D+03 11.1252167 0.0121783 1000.000 FS
7 -0.89419709D+03 8.2042706 0.0090916 1000.000 FS
8 -0.89172445D+03 2.4726391 0.0027652 1000.000 FS
9 -0.89172093D+03 0.0035176 0.0000039 1000.000 FS
10 -0.89170003D+03 0.0208958 0.0000234 1000.000 FS
11 -0.89169657D+03 0.0034664 0.0000039 1000.000 FS
12 -0.89169188D+03 0.0046884 0.0000053 1000.000 FS
13 -0.89169122D+03 0.0006530 0.0000007 1000.000 FS
UNIVARIATE ESTIMATION FOR U11
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.62402686D+03 0.0000000 0.0000000 1000.000 EM
2 -0.62011331D+03 3.9135481 0.0062714 1000.000 FS
3 -0.61710370D+03 3.0096114 0.0048533 1000.000 FS
4 -0.61516818D+03 1.9355202 0.0031365 1000.000 FS
5 -0.61430004D+03 0.8681388 0.0014112 1000.000 FS
6 -0.61413178D+03 0.1682647 0.0002739 1000.000 FS
7 -0.61412843D+03 0.0033456 0.0000054 1000.000 FS
8 -0.61412857D+03 -0.0001440 -0.0000002 1000.000 EM
UNIVARIATE ESTIMATION FOR U21
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.60673447D+03 0.0000000 0.0000000 1000.000 EM
2 -0.60148746D+03 5.2470039 0.0086479 1000.000 FS
3 -0.59748481D+03 4.0026502 0.0066546 1000.000 FS
4 -0.59456557D+03 2.9192426 0.0048859 1000.000 FS
5 -0.59246886D+03 2.0967126 0.0035265 1000.000 FS
6 -0.59111724D+03 1.3516141 0.0022813 1000.000 FS
7 -0.59049083D+03 0.6264144 0.0010597 1000.000 FS
8 -0.59032132D+03 0.1695113 0.0002871 1000.000 FS
9 -0.59030273D+03 0.0185912 0.0000315 1000.000 FS
10 -0.59030206D+03 0.0006687 0.0000011 1000.000 FS
11 -0.59030206D+03 -0.0000065 0.0000000 1000.000 EM
UNIVARIATE ESTIMATION FOR U31
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.61081745D+03 0.0000000 0.0000000 1000.000 EM
2 -0.60636777D+03 4.4496748 0.0072848 1000.000 FS
3 -0.60245107D+03 3.9167042 0.0064593 1000.000 FS
4 -0.59920507D+03 3.2459939 0.0053880 1000.000 FS
5 -0.59669338D+03 2.5116917 0.0041917 1000.000 FS
6 -0.59493980D+03 1.7535877 0.0029388 1000.000 FS
7 -0.59388865D+03 1.0511480 0.0017668 1000.000 FS
8 -0.59338123D+03 0.5074219 0.0008544 1000.000 FS
9 -0.59319612D+03 0.1851007 0.0003119 1000.000 FS
10 -0.59314660D+03 0.0495235 0.0000835 1000.000 FS
11 -0.59313659D+03 0.0100064 0.0000169 1000.000 FS
12 -0.59313498D+03 0.0016106 0.0000027 1000.000 FS
13 -0.59313479D+03 0.0001971 0.0000003 1000.000 FS
UNIVARIATE ESTIMATION FOR U12
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.57259358D+03 0.0000000 0.0000000 1000.000 EM
2 -0.56098785D+03 11.6057242 0.0202687 1000.000 FS
3 -0.55586617D+03 5.1216834 0.0091298 1000.000 FS
4 -0.55116106D+03 4.7051132 0.0084645 1000.000 FS
5 -0.54685832D+03 4.3027390 0.0078067 1000.000 FS
6 -0.54294320D+03 3.9151167 0.0071593 1000.000 FS
7 -0.53948513D+03 3.4580678 0.0063691 1000.000 FS
8 -0.53652428D+03 2.9608520 0.0054883 1000.000 FS
9 -0.53412431D+03 2.3999757 0.0044732 1000.000 FS
10 -0.53231031D+03 1.8139941 0.0033962 1000.000 FS
11 -0.53110135D+03 1.2089658 0.0022712 1000.000 FS
12 -0.53040694D+03 0.6944051 0.0013075 1000.000 FS
13 -0.53013661D+03 0.2703307 0.0005097 1000.000 FS
14 -0.53010233D+03 0.0342810 0.0000647 1000.000 EM
15 -0.53007755D+03 0.0247763 0.0000467 1000.000 EM
16 -0.53005953D+03 0.0180208 0.0000340 1000.000 EM
17 -0.53004598D+03 0.0135510 0.0000256 1000.000 EM
18 -0.53003547D+03 0.0105086 0.0000198 1000.000 EM
19 -0.53002710D+03 0.0083740 0.0000158 1000.000 EM
20 -0.53002027D+03 0.0068241 0.0000129 1000.000 EM
21 -0.53001460D+03 0.0056700 0.0000107 1000.000 EM
22 -0.53000982D+03 0.0047809 0.0000090 1000.000 EM
23 -0.53000575D+03 0.0040765 0.0000077 1000.000 EM
24 -0.53000224D+03 0.0035050 0.0000066 1000.000 EM
25 -0.52999921D+03 0.0030323 0.0000057 1000.000 EM
26 -0.52999657D+03 0.0026350 0.0000050 1000.000 EM
27 -0.52999428D+03 0.0022971 0.0000043 1000.000 EM
28 -0.52999227D+03 0.0020071 0.0000038 1000.000 EM
29 -0.52999051D+03 0.0017564 0.0000033 1000.000 EM
30 -0.52998898D+03 0.0015386 0.0000029 1000.000 EM
31 -0.52998763D+03 0.0013488 0.0000025 1000.000 EM
32 -0.52998644D+03 0.0011830 0.0000022 1000.000 EM
33 -0.52998541D+03 0.0010378 0.0000020 1000.000 EM
34 -0.52998450D+03 0.0009106 0.0000017 1000.000 EM
35 -0.52998370D+03 0.0007990 0.0000015 1000.000 EM
36 -0.52998300D+03 0.0007010 0.0000013 1000.000 EM
37 -0.52998238D+03 0.0006151 0.0000012 1000.000 EM
38 -0.52998184D+03 0.0005396 0.0000010 1000.000 EM
39 -0.52998137D+03 0.0004733 0.0000009 1000.000 EM
UNIVARIATE ESTIMATION FOR U22
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.49137434D+03 0.0000000 0.0000000 1000.000 EM
2 -0.47960619D+03 11.7681516 0.0239495 1000.000 FS
3 -0.46876974D+03 10.8364480 0.0225945 1000.000 FS
4 -0.45843859D+03 10.3311547 0.0220389 1000.000 FS
5 -0.44865026D+03 9.7883224 0.0213514 1000.000 FS
6 -0.43950940D+03 9.1408600 0.0203741 1000.000 FS
7 -0.43117907D+03 8.3303307 0.0189537 1000.000 FS
8 -0.42389767D+03 7.2814024 0.0168872 1000.000 FS
9 -0.41800334D+03 5.8943341 0.0139051 1000.000 FS
10 -0.41392514D+03 4.0781948 0.0097564 1000.000 FS
11 -0.41196434D+03 1.9607986 0.0047371 1000.000 FS
12 -0.41158650D+03 0.3778434 0.0009172 1000.000 FS
13 -0.41157992D+03 0.0065824 0.0000160 1000.000 FS
14 -0.41158024D+03 -0.0003173 -0.0000008 1000.000 EM
UNIVARIATE ESTIMATION FOR U32
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.59731256D+03 0.0000000 0.0000000 1000.000 EM
2 -0.59073532D+03 6.5772422 0.0110114 1000.000 FS
3 -0.58504313D+03 5.6921939 0.0096358 1000.000 FS
4 -0.58059410D+03 4.4490254 0.0076046 1000.000 FS
5 -0.57766303D+03 2.9310758 0.0050484 1000.000 FS
6 -0.57634845D+03 1.3145705 0.0022757 1000.000 FS
7 -0.57612371D+03 0.2247465 0.0003899 1000.000 FS
8 -0.57612036D+03 0.0033455 0.0000058 1000.000 FS
9 -0.57612034D+03 0.0000190 0.0000000 1000.000 FS
UNIVARIATE ESTIMATION FOR U13
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.53156304D+03 0.0000000 0.0000000 1000.000 EM
2 -0.51914448D+03 12.4185653 0.0233624 1000.000 FS
3 -0.50857144D+03 10.5730392 0.0203663 1000.000 FS
4 -0.49928971D+03 9.2817312 0.0182506 1000.000 FS
5 -0.49133658D+03 7.9531305 0.0159289 1000.000 FS
6 -0.48486132D+03 6.4752603 0.0131789 1000.000 FS
7 -0.48006968D+03 4.7916386 0.0098825 1000.000 FS
8 -0.47710929D+03 2.9603834 0.0061666 1000.000 FS
9 -0.47581611D+03 1.2931809 0.0027105 1000.000 FS
10 -0.47551276D+03 0.3033530 0.0006375 1000.000 FS
11 -0.47547925D+03 0.0335072 0.0000705 1000.000 FS
12 -0.47547603D+03 0.0032189 0.0000068 1000.000 FS
13 -0.47547578D+03 0.0002516 0.0000005 1000.000 FS
UNIVARIATE ESTIMATION FOR U23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.48774026D+03 0.0000000 0.0000000 1000.000 EM
2 -0.46846089D+03 19.2793630 0.0395279 1000.000 FS
3 -0.45200424D+03 16.4566523 0.0351292 1000.000 FS
4 -0.43938910D+03 12.6151459 0.0279094 1000.000 FS
5 -0.42931688D+03 10.0722163 0.0229232 1000.000 FS
6 -0.42106764D+03 8.2492414 0.0192148 1000.000 FS
7 -0.41456672D+03 6.5009145 0.0154391 1000.000 FS
8 -0.40988570D+03 4.6810209 0.0112914 1000.000 FS
9 -0.40699120D+03 2.8945066 0.0070617 1000.000 FS
10 -0.40556942D+03 1.4217714 0.0034934 1000.000 FS
11 -0.40505250D+03 0.5169249 0.0012746 1000.000 FS
12 -0.40491683D+03 0.1356670 0.0003349 1000.000 FS
13 -0.40489129D+03 0.0255439 0.0000631 1000.000 FS
14 -0.40488791D+03 0.0033759 0.0000083 1000.000 FS
15 -0.40488762D+03 0.0002894 0.0000007 1000.000 FS
UNIVARIATE ESTIMATION FOR U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.58699209D+03 0.0000000 0.0000000 1000.000 EM
2 -0.57930628D+03 7.6858156 0.0130936 1000.000 FS
3 -0.57355911D+03 5.7471712 0.0099208 1000.000 FS
4 -0.56860466D+03 4.9544505 0.0086381 1000.000 FS
5 -0.56448087D+03 4.1237817 0.0072525 1000.000 FS
6 -0.56128865D+03 3.1922200 0.0056551 1000.000 FS
7 -0.55910200D+03 2.1866526 0.0038958 1000.000 FS
8 -0.55788166D+03 1.2203380 0.0021827 1000.000 FS
9 -0.55739386D+03 0.4878060 0.0008744 1000.000 FS
10 -0.55727445D+03 0.1194119 0.0002142 1000.000 FS
11 -0.55725817D+03 0.0162713 0.0000292 1000.000 FS
12 -0.55725693D+03 0.0012456 0.0000022 1000.000 FS
13 -0.55725691D+03 0.0000151 0.0000000 1000.000 FS
BIVARIATE ESTIMATION FOR U11 AND U21
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.12166413D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11879047D+04 28.7365854 0.0236196 1000.000 FS
3 -0.11722845D+04 15.6202058 0.0131494 1000.000 FS
4 -0.11577831D+04 14.5014007 0.0123702 1000.000 FS
5 -0.11457104D+04 12.0726990 0.0104274 1000.000 FS
6 -0.11392295D+04 6.4809050 0.0056567 1000.000 FS
7 -0.11388696D+04 0.3599491 0.0003160 1000.000 FS
8 -0.11388292D+04 0.0403701 0.0000354 1000.000 FS
9 -0.11388282D+04 0.0009841 0.0000009 1000.000 FS
BIVARIATE ESTIMATION FOR U11 AND U31
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.12056806D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11925616D+04 13.1189501 0.0108809 1000.000 FS
3 -0.11799281D+04 12.6335595 0.0105936 1000.000 FS
4 -0.11702139D+04 9.7141870 0.0082329 1000.000 FS
5 -0.11657415D+04 4.4723838 0.0038219 1000.000 FS
6 -0.11652353D+04 0.5062515 0.0004343 1000.000 FS
7 -0.11652199D+04 0.0153765 0.0000132 1000.000 FS
8 -0.11652194D+04 0.0005304 0.0000005 1000.000 FS
BIVARIATE ESTIMATION FOR U21 AND U31
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11916810D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11691562D+04 22.5247838 0.0189017 1000.000 FS
3 -0.11551395D+04 14.0167758 0.0119888 1000.000 FS
4 -0.11430358D+04 12.1036512 0.0104781 1000.000 FS
5 -0.11341124D+04 8.9234059 0.0078068 1000.000 FS
6 -0.11309209D+04 3.1914718 0.0028141 1000.000 FS
7 -0.11308677D+04 0.0532362 0.0000471 1000.000 FS
8 -0.11308645D+04 0.0032232 0.0000029 1000.000 FS
9 -0.11308641D+04 0.0003500 0.0000003 1000.000 FS
BIVARIATE ESTIMATION FOR U11 AND U12
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11510386D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11320183D+04 19.0202329 0.0165244 1000.000 FS
3 -0.11246483D+04 7.3700007 0.0065105 1000.000 FS
4 -0.11227515D+04 1.8968710 0.0016866 1000.000 FS
5 -0.11227255D+04 0.0260027 0.0000232 1000.000 FS
6 -0.11227233D+04 0.0021260 0.0000019 1000.000 FS
7 -0.11227233D+04 0.0000156 0.0000000 1000.000 FS
BIVARIATE ESTIMATION FOR U21 AND U12
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11370390D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11072504D+04 29.7885863 0.0261984 1000.000 FS
3 -0.10974396D+04 9.8107817 0.0088605 1000.000 FS
4 -0.10915672D+04 5.8724756 0.0053511 1000.000 FS
5 -0.10903792D+04 1.1879888 0.0010883 1000.000 FS
6 -0.10903299D+04 0.0493092 0.0000452 1000.000 FS
7 -0.10903243D+04 0.0055262 0.0000051 1000.000 FS
8 -0.10903240D+04 0.0003780 0.0000003 1000.000 FS
BIVARIATE ESTIMATION FOR U31 AND U12
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11260783D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11109562D+04 15.1220674 0.0134290 1000.000 FS
3 -0.11028173D+04 8.1389244 0.0073261 1000.000 FS
4 -0.10976558D+04 5.1614781 0.0046803 1000.000 FS
5 -0.10964324D+04 1.2233821 0.0011145 1000.000 FS
6 -0.10963557D+04 0.0767387 0.0000700 1000.000 FS
7 -0.10963526D+04 0.0031319 0.0000029 1000.000 FS
8 -0.10963525D+04 0.0000097 0.0000000 1000.000 FS
BIVARIATE ESTIMATION FOR U11 AND U22
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10363541D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10162337D+04 20.1203434 0.0194145 1000.000 FS
3 -0.10143213D+04 1.9124733 0.0018819 1000.000 FS
4 -0.10133130D+04 1.0082545 0.0009940 1000.000 FS
5 -0.10132668D+04 0.0462122 0.0000456 1000.000 FS
6 -0.10132666D+04 0.0001898 0.0000002 1000.000 EM
BIVARIATE ESTIMATION FOR U21 AND U22
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10223545D+04 0.0000000 0.0000000 1000.000 EM
2 -0.99334554D+03 29.0089399 0.0283746 1000.000 FS
3 -0.98685301D+03 6.4925385 0.0065360 1000.000 FS
4 -0.98306193D+03 3.7910720 0.0038416 1000.000 FS
5 -0.98190414D+03 1.1577936 0.0011777 1000.000 FS
6 -0.98180299D+03 0.1011498 0.0001030 1000.000 FS
7 -0.98179943D+03 0.0035577 0.0000036 1000.000 FS
8 -0.98179930D+03 0.0001365 0.0000001 1000.000 FS
BIVARIATE ESTIMATION FOR U31 AND U22
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10113938D+04 0.0000000 0.0000000 1000.000 EM
2 -0.99629004D+03 15.1037193 0.0149336 1000.000 FS
3 -0.99185295D+03 4.4370910 0.0044536 1000.000 FS
4 -0.99032725D+03 1.5257068 0.0015382 1000.000 FS
5 -0.99005815D+03 0.2690951 0.0002717 1000.000 FS
6 -0.99001635D+03 0.0417978 0.0000422 1000.000 FS
7 -0.99000917D+03 0.0071795 0.0000073 1000.000 FS
8 -0.99000805D+03 0.0011226 0.0000011 1000.000 FS
9 -0.99000789D+03 0.0001643 0.0000002 1000.000 FS
BIVARIATE ESTIMATION FOR U12 AND U22
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.95675174D+03 0.0000000 0.0000000 1000.000 EM
2 -0.92883930D+03 27.9124419 0.0291742 1000.000 FS
3 -0.91653694D+03 12.3023624 0.0132449 1000.000 FS
4 -0.90629044D+03 10.2465044 0.0111796 1000.000 FS
5 -0.89944779D+03 6.8426489 0.0075502 1000.000 FS
6 -0.89848753D+03 0.9602590 0.0010676 1000.000 FS
7 -0.89840786D+03 0.0796695 0.0000887 1000.000 FS
8 -0.89840194D+03 0.0059184 0.0000066 1000.000 FS
9 -0.89839771D+03 0.0042307 0.0000047 1000.000 FS
10 -0.89839738D+03 0.0003278 0.0000004 1000.000 EM
BIVARIATE ESTIMATION FOR U11 AND U32
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11957457D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11813950D+04 14.3507295 0.0120015 1000.000 FS
3 -0.11763730D+04 5.0219429 0.0042509 1000.000 FS
4 -0.11751038D+04 1.2692084 0.0010789 1000.000 FS
5 -0.11749874D+04 0.1164059 0.0000991 1000.000 FS
6 -0.11749799D+04 0.0074802 0.0000064 1000.000 FS
7 -0.11749794D+04 0.0005726 0.0000005 1000.000 FS
BIVARIATE ESTIMATION FOR U21 AND U32
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11817461D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11565865D+04 25.1596407 0.0212902 1000.000 FS
3 -0.11496503D+04 6.9361381 0.0059971 1000.000 FS
4 -0.11472172D+04 2.4331511 0.0021164 1000.000 FS
5 -0.11469182D+04 0.2989815 0.0002606 1000.000 FS
6 -0.11468643D+04 0.0538857 0.0000470 1000.000 FS
7 -0.11468514D+04 0.0129336 0.0000113 1000.000 FS
8 -0.11468485D+04 0.0028975 0.0000025 1000.000 FS
9 -0.11468479D+04 0.0006273 0.0000005 1000.000 FS
BIVARIATE ESTIMATION FOR U31 AND U32
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11707854D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11594608D+04 11.3246035 0.0096727 1000.000 FS
3 -0.11545797D+04 4.8810714 0.0042098 1000.000 FS
4 -0.11529977D+04 1.5819869 0.0013702 1000.000 FS
5 -0.11529545D+04 0.0432629 0.0000375 1000.000 FS
6 -0.11528795D+04 0.0749460 0.0000650 1000.000 EM
7 -0.11528773D+04 0.0022650 0.0000020 1000.000 EM
8 -0.11528772D+04 0.0000392 0.0000000 1000.000 QN
9 -0.11528772D+04 0.0000033 0.0000000 1000.000 FS
BIVARIATE ESTIMATION FOR U12 AND U32
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11161434D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10923186D+04 23.8247723 0.0213456 1000.000 FS
3 -0.10795600D+04 12.7586388 0.0116803 1000.000 FS
4 -0.10673889D+04 12.1710937 0.0112741 1000.000 FS
5 -0.10560415D+04 11.3474070 0.0106310 1000.000 FS
6 -0.10459936D+04 10.0479083 0.0095147 1000.000 FS
7 -0.10381980D+04 7.7955696 0.0074528 1000.000 FS
8 -0.10341224D+04 4.0755541 0.0039256 1000.000 FS
9 -0.10334872D+04 0.6352075 0.0006142 1000.000 FS
10 -0.10334821D+04 0.0051329 0.0000050 1000.000 FS
11 -0.10334820D+04 0.0000546 0.0000001 1000.000 EM
BIVARIATE ESTIMATION FOR U22 AND U32
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10014589D+04 0.0000000 0.0000000 1000.000 EM
2 -0.97530680D+03 26.1520572 0.0261140 1000.000 FS
3 -0.96353194D+03 11.7748669 0.0120730 1000.000 FS
4 -0.95386252D+03 9.6694147 0.0100354 1000.000 FS
5 -0.94712464D+03 6.7378859 0.0070638 1000.000 FS
6 -0.94480849D+03 2.3161436 0.0024454 1000.000 FS
7 -0.94470231D+03 0.1061816 0.0001124 1000.000 FS
8 -0.94470180D+03 0.0005073 0.0000005 1000.000 FS
BIVARIATE ESTIMATION FOR U11 AND U13
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10937147D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10811663D+04 12.5483271 0.0114731 1000.000 FS
3 -0.10778388D+04 3.3275301 0.0030777 1000.000 FS
4 -0.10778097D+04 0.0290482 0.0000270 1000.000 FS
5 -0.10778080D+04 0.0017496 0.0000016 1000.000 FS
6 -0.10778077D+04 0.0002500 0.0000002 1000.000 FS
BIVARIATE ESTIMATION FOR U21 AND U13
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10797151D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10585133D+04 21.2017266 0.0196364 1000.000 FS
3 -0.10560233D+04 2.4900203 0.0023524 1000.000 FS
4 -0.10556205D+04 0.4027927 0.0003814 1000.000 FS
5 -0.10555767D+04 0.0438761 0.0000416 1000.000 FS
6 -0.10555723D+04 0.0043856 0.0000042 1000.000 FS
7 -0.10555719D+04 0.0003727 0.0000004 1000.000 FS
BIVARIATE ESTIMATION FOR U31 AND U13
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10687543D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10571434D+04 11.6109262 0.0108640 1000.000 FS
3 -0.10498285D+04 7.3149189 0.0069195 1000.000 FS
4 -0.10496440D+04 0.1845099 0.0001758 1000.000 FS
5 -0.10494639D+04 0.1801297 0.0001716 1000.000 FS
6 -0.10494407D+04 0.0232117 0.0000221 1000.000 FS
7 -0.10494202D+04 0.0204188 0.0000195 1000.000 FS
8 -0.10494141D+04 0.0061697 0.0000059 1000.000 FS
9 -0.10494097D+04 0.0043382 0.0000041 1000.000 FS
10 -0.10494081D+04 0.0016737 0.0000016 1000.000 FS
11 -0.10494070D+04 0.0010567 0.0000010 1000.000 FS
12 -0.10494066D+04 0.0004406 0.0000004 1000.000 FS
BIVARIATE ESTIMATION FOR U12 AND U13
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10141123D+04 0.0000000 0.0000000 1000.000 EM
2 -0.99685770D+03 17.2546327 0.0170145 1000.000 FS
3 -0.98886140D+03 7.9962994 0.0080215 1000.000 FS
4 -0.98246507D+03 6.3963301 0.0064684 1000.000 FS
5 -0.97781218D+03 4.6528865 0.0047359 1000.000 FS
6 -0.97502711D+03 2.7850697 0.0028483 1000.000 FS
7 -0.97374726D+03 1.2798553 0.0013126 1000.000 FS
8 -0.97329370D+03 0.4535606 0.0004658 1000.000 FS
9 -0.97315734D+03 0.1363592 0.0001401 1000.000 FS
10 -0.97311912D+03 0.0382183 0.0000393 1000.000 FS
11 -0.97310867D+03 0.0104502 0.0000107 1000.000 FS
12 -0.97310584D+03 0.0028302 0.0000029 1000.000 FS
13 -0.97310508D+03 0.0007608 0.0000008 1000.000 FS
BIVARIATE ESTIMATION FOR U22 AND U13
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.89942782D+03 0.0000000 0.0000000 1000.000 EM
2 -0.87587319D+03 23.5546302 0.0261885 1000.000 FS
3 -0.86655747D+03 9.3157199 0.0106359 1000.000 FS
4 -0.85987562D+03 6.6818422 0.0077108 1000.000 FS
5 -0.85663834D+03 3.2372863 0.0037648 1000.000 FS
6 -0.85598298D+03 0.6553553 0.0007650 1000.000 FS
7 -0.85592319D+03 0.0597941 0.0000699 1000.000 FS
8 -0.85591812D+03 0.0050656 0.0000059 1000.000 FS
9 -0.85591759D+03 0.0005355 0.0000006 1000.000 FS
BIVARIATE ESTIMATION FOR U32 AND U13
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10588194D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10393125D+04 19.5069250 0.0184233 1000.000 FS
3 -0.10283091D+04 11.0033814 0.0105872 1000.000 FS
4 -0.10186867D+04 9.6224194 0.0093575 1000.000 FS
5 -0.10117332D+04 6.9534719 0.0068259 1000.000 FS
6 -0.10087450D+04 2.9882867 0.0029536 1000.000 FS
7 -0.10084534D+04 0.2915868 0.0002891 1000.000 FS
8 -0.10084513D+04 0.0020655 0.0000020 1000.000 FS
9 -0.10084513D+04 0.0000053 0.0000000 1000.000 FS
BIVARIATE ESTIMATION FOR U11 AND U23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10199770D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10157234D+04 4.2536328 0.0041703 1000.000 FS
3 -0.10148754D+04 0.8479668 0.0008348 1000.000 FS
4 -0.10148574D+04 0.0180663 0.0000178 1000.000 FS
5 -0.10148573D+04 0.0000291 0.0000000 1000.000 FS
BIVARIATE ESTIMATION FOR U21 AND U23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10059774D+04 0.0000000 0.0000000 1000.000 EM
2 -0.98982575D+03 16.1517008 0.0160557 1000.000 FS
3 -0.98877291D+03 1.0528319 0.0010637 1000.000 FS
4 -0.98876277D+03 0.0101437 0.0000103 1000.000 FS
5 -0.98876080D+03 0.0019717 0.0000020 1000.000 FS
6 -0.98875691D+03 0.0038857 0.0000039 1000.000 FS
7 -0.98875603D+03 0.0008831 0.0000009 1000.000 FS
BIVARIATE ESTIMATION FOR U31 AND U23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.99501672D+03 0.0000000 0.0000000 1000.000 EM
2 -0.99314765D+03 1.8690765 0.0018784 1000.000 FS
3 -0.99231914D+03 0.8285116 0.0008342 1000.000 FS
4 -0.99225424D+03 0.0648958 0.0000654 1000.000 FS
5 -0.99224824D+03 0.0060018 0.0000060 1000.000 FS
6 -0.99224670D+03 0.0015398 0.0000016 1000.000 FS
7 -0.99224616D+03 0.0005404 0.0000005 1000.000 FS
BIVARIATE ESTIMATION FOR U12 AND U23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.94037471D+03 0.0000000 0.0000000 1000.000 EM
2 -0.92472235D+03 15.6523574 0.0166448 1000.000 FS
3 -0.91570487D+03 9.0174824 0.0097516 1000.000 FS
4 -0.90881899D+03 6.8858756 0.0075198 1000.000 FS
5 -0.90535082D+03 3.4681672 0.0038161 1000.000 FS
6 -0.90473370D+03 0.6171218 0.0006816 1000.000 FS
7 -0.90471475D+03 0.0189539 0.0000209 1000.000 FS
8 -0.90471267D+03 0.0020752 0.0000023 1000.000 FS
9 -0.90471216D+03 0.0005172 0.0000006 1000.000 FS
BIVARIATE ESTIMATION FOR U22 AND U23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.82569019D+03 0.0000000 0.0000000 1000.000 EM
2 -0.80785443D+03 17.8357679 0.0216010 1000.000 FS
3 -0.79986212D+03 7.9923029 0.0098932 1000.000 FS
4 -0.79374779D+03 6.1143365 0.0076442 1000.000 FS
5 -0.78988371D+03 3.8640776 0.0048681 1000.000 FS
6 -0.78863431D+03 1.2494027 0.0015818 1000.000 FS
7 -0.78857198D+03 0.0623246 0.0000790 1000.000 FS
8 -0.78857095D+03 0.0010274 0.0000013 1000.000 FS
9 -0.78857081D+03 0.0001408 0.0000002 1000.000 FS
BIVARIATE ESTIMATION FOR U32 AND U23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.98508182D+03 0.0000000 0.0000000 1000.000 EM
2 -0.96901741D+03 16.0644077 0.0163077 1000.000 FS
3 -0.95955093D+03 9.4664840 0.0097692 1000.000 FS
4 -0.95406441D+03 5.4865203 0.0057178 1000.000 FS
5 -0.95372371D+03 0.3407000 0.0003571 1000.000 FS
6 -0.95366330D+03 0.0604145 0.0000633 1000.000 FS
7 -0.95363409D+03 0.0292077 0.0000306 1000.000 FS
8 -0.95362191D+03 0.0121782 0.0000128 1000.000 FS
9 -0.95361554D+03 0.0063735 0.0000067 1000.000 FS
10 -0.95361259D+03 0.0029443 0.0000031 1000.000 FS
11 -0.95361101D+03 0.0015789 0.0000017 1000.000 FS
12 -0.95361028D+03 0.0007314 0.0000008 1000.000 FS
BIVARIATE ESTIMATION FOR U13 AND U23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.88305078D+03 0.0000000 0.0000000 1000.000 EM
2 -0.86578224D+03 17.2685352 0.0195555 1000.000 FS
3 -0.85128245D+03 14.4997974 0.0167476 1000.000 FS
4 -0.83878212D+03 12.5003271 0.0146841 1000.000 FS
5 -0.82553530D+03 13.2468205 0.0157929 1000.000 FS
6 -0.81361957D+03 11.9157323 0.0144339 1000.000 FS
7 -0.80358611D+03 10.0334552 0.0123319 1000.000 FS
8 -0.79773756D+03 5.8485464 0.0072781 1000.000 FS
9 -0.79712963D+03 0.6079375 0.0007621 1000.000 FS
10 -0.79712239D+03 0.0072383 0.0000091 1000.000 FS
11 -0.79711676D+03 0.0056259 0.0000071 1000.000 EM
12 -0.79711553D+03 0.0012366 0.0000016 1000.000 EM
13 -0.79711526D+03 0.0002620 0.0000003 1000.000 EM
BIVARIATE ESTIMATION FOR U11 AND U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11733754D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11644371D+04 8.9382607 0.0076176 1000.000 FS
3 -0.11634316D+04 1.0055567 0.0008636 1000.000 FS
4 -0.11633651D+04 0.0665162 0.0000572 1000.000 FS
5 -0.11632229D+04 0.1421451 0.0001222 1000.000 EM
6 -0.11632219D+04 0.0010033 0.0000009 1000.000 EM
7 -0.11632219D+04 0.0000338 0.0000000 1000.000 QN
8 -0.11632219D+04 0.0000229 0.0000000 1000.000 EM
BIVARIATE ESTIMATION FOR U21 AND U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11593758D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11373027D+04 22.0731258 0.0190388 1000.000 FS
3 -0.11317461D+04 5.5565591 0.0048857 1000.000 FS
4 -0.11313133D+04 0.4328442 0.0003825 1000.000 FS
5 -0.11313048D+04 0.0084937 0.0000075 1000.000 FS
6 -0.11313046D+04 0.0002139 0.0000002 1000.000 FS
BIVARIATE ESTIMATION FOR U31 AND U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11484151D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11417382D+04 6.6769353 0.0058140 1000.000 FS
3 -0.11385492D+04 3.1889794 0.0027931 1000.000 FS
4 -0.11383865D+04 0.1626737 0.0001429 1000.000 EM
5 -0.11383839D+04 0.0026634 0.0000023 1000.000 EM
6 -0.11383839D+04 0.0000009 0.0000000 1000.000 FS
BIVARIATE ESTIMATION FOR U12 AND U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10937731D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10767071D+04 17.0659806 0.0156029 1000.000 FS
3 -0.10669888D+04 9.7182904 0.0090259 1000.000 FS
4 -0.10597239D+04 7.2649428 0.0068088 1000.000 FS
5 -0.10561489D+04 3.5749420 0.0033735 1000.000 FS
6 -0.10557339D+04 0.4150214 0.0003930 1000.000 FS
7 -0.10557273D+04 0.0065718 0.0000062 1000.000 FS
8 -0.10557270D+04 0.0003401 0.0000003 1000.000 FS
BIVARIATE ESTIMATION FOR U22 AND U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.97908857D+03 0.0000000 0.0000000 1000.000 EM
2 -0.95929803D+03 19.7905399 0.0202132 1000.000 FS
3 -0.95022684D+03 9.0711948 0.0094561 1000.000 FS
4 -0.94403456D+03 6.1922827 0.0065166 1000.000 FS
5 -0.94098340D+03 3.0511529 0.0032320 1000.000 FS
6 -0.94024818D+03 0.7352255 0.0007813 1000.000 FS
7 -0.94016328D+03 0.0849022 0.0000903 1000.000 FS
8 -0.94015509D+03 0.0081877 0.0000087 1000.000 FS
9 -0.94015418D+03 0.0009118 0.0000010 1000.000 FS
BIVARIATE ESTIMATION FOR U32 AND U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11384802D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11193500D+04 19.1302501 0.0168033 1000.000 FS
3 -0.11068903D+04 12.4596778 0.0111312 1000.000 FS
4 -0.10972400D+04 9.6502580 0.0087184 1000.000 FS
5 -0.10928336D+04 4.4063820 0.0040159 1000.000 FS
6 -0.10925822D+04 0.2514205 0.0002301 1000.000 FS
7 -0.10925724D+04 0.0097888 0.0000090 1000.000 FS
8 -0.10925719D+04 0.0005656 0.0000005 1000.000 FS
BIVARIATE ESTIMATION FOR U13 AND U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10364492D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10172314D+04 19.2177725 0.0185419 1000.000 FS
3 -0.10016340D+04 15.5973479 0.0153331 1000.000 FS
4 -0.98652645D+03 15.1075871 0.0150829 1000.000 FS
5 -0.97195310D+03 14.5733487 0.0147724 1000.000 FS
6 -0.95807299D+03 13.8801134 0.0142806 1000.000 FS
7 -0.94568450D+03 12.3884917 0.0129306 1000.000 FS
8 -0.93740504D+03 8.2794554 0.0087550 1000.000 FS
9 -0.93675842D+03 0.6466217 0.0006898 1000.000 FS
10 -0.93654813D+03 0.2102873 0.0002245 1000.000 FS
11 -0.93653799D+03 0.0101397 0.0000108 1000.000 FS
12 -0.93653231D+03 0.0056856 0.0000061 1000.000 FS
13 -0.93653174D+03 0.0005703 0.0000006 1000.000 FS
BIVARIATE ESTIMATION FOR U23 AND U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.96271153D+03 0.0000000 0.0000000 1000.000 EM
2 -0.94697916D+03 15.7323773 0.0163417 1000.000 FS
3 -0.93166556D+03 15.3135952 0.0161710 1000.000 FS
4 -0.91749131D+03 14.1742479 0.0152139 1000.000 FS
5 -0.90428082D+03 13.2104931 0.0143985 1000.000 FS
6 -0.89270521D+03 11.5756077 0.0128009 1000.000 FS
7 -0.88528219D+03 7.4230281 0.0083152 1000.000 FS
8 -0.88478297D+03 0.4992177 0.0005639 1000.000 FS
9 -0.88446671D+03 0.3162566 0.0003574 1000.000 FS
10 -0.88446101D+03 0.0057012 0.0000064 1000.000 FS
11 -0.88444994D+03 0.0110717 0.0000125 1000.000 EM
12 -0.88444991D+03 0.0000284 0.0000000 1000.000 FS
UNIVARIATE ESTIMATION FOR U11
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.62402686D+03 0.0000000 0.0000000 1000.000 EM
2 -0.62011331D+03 3.9135481 0.0062714 1000.000 FS
3 -0.61710370D+03 3.0096114 0.0048533 1000.000 FS
4 -0.61516818D+03 1.9355202 0.0031365 1000.000 FS
5 -0.61430004D+03 0.8681388 0.0014112 1000.000 FS
6 -0.61413178D+03 0.1682647 0.0002739 1000.000 FS
7 -0.61412843D+03 0.0033456 0.0000054 1000.000 FS
8 -0.61412857D+03 -0.0001440 -0.0000002 1000.000 EM
UNIVARIATE ESTIMATION FOR U21
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.60673447D+03 0.0000000 0.0000000 1000.000 EM
2 -0.60148746D+03 5.2470039 0.0086479 1000.000 FS
3 -0.59748481D+03 4.0026502 0.0066546 1000.000 FS
4 -0.59456557D+03 2.9192426 0.0048859 1000.000 FS
5 -0.59246886D+03 2.0967126 0.0035265 1000.000 FS
6 -0.59111724D+03 1.3516141 0.0022813 1000.000 FS
7 -0.59049083D+03 0.6264144 0.0010597 1000.000 FS
8 -0.59032132D+03 0.1695113 0.0002871 1000.000 FS
9 -0.59030273D+03 0.0185912 0.0000315 1000.000 FS
10 -0.59030206D+03 0.0006687 0.0000011 1000.000 FS
11 -0.59030206D+03 -0.0000065 0.0000000 1000.000 EM
UNIVARIATE ESTIMATION FOR U31
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.61081745D+03 0.0000000 0.0000000 1000.000 EM
2 -0.60636777D+03 4.4496748 0.0072848 1000.000 FS
3 -0.60245107D+03 3.9167042 0.0064593 1000.000 FS
4 -0.59920507D+03 3.2459939 0.0053880 1000.000 FS
5 -0.59669338D+03 2.5116917 0.0041917 1000.000 FS
6 -0.59493980D+03 1.7535877 0.0029388 1000.000 FS
7 -0.59388865D+03 1.0511480 0.0017668 1000.000 FS
8 -0.59338123D+03 0.5074219 0.0008544 1000.000 FS
9 -0.59319612D+03 0.1851007 0.0003119 1000.000 FS
10 -0.59314660D+03 0.0495235 0.0000835 1000.000 FS
11 -0.59313659D+03 0.0100064 0.0000169 1000.000 FS
12 -0.59313498D+03 0.0016106 0.0000027 1000.000 FS
13 -0.59313479D+03 0.0001971 0.0000003 1000.000 FS
UNIVARIATE ESTIMATION FOR U12
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.57605616D+03 0.0000000 0.0000000 1000.000 EM
2 -0.56602934D+03 10.0268145 0.0174060 1000.000 FS
3 -0.56089032D+03 5.1390198 0.0090791 1000.000 FS
4 -0.55643204D+03 4.4582811 0.0079486 1000.000 FS
5 -0.55229221D+03 4.1398311 0.0074400 1000.000 FS
6 -0.54849097D+03 3.8012387 0.0068827 1000.000 FS
7 -0.54507190D+03 3.4190728 0.0062336 1000.000 FS
8 -0.54207146D+03 3.0004340 0.0055047 1000.000 FS
9 -0.53953421D+03 2.5372540 0.0046807 1000.000 FS
10 -0.53748994D+03 2.0442693 0.0037890 1000.000 FS
11 -0.53596148D+03 1.5284628 0.0028437 1000.000 FS
12 -0.53492042D+03 1.0410587 0.0019424 1000.000 FS
13 -0.53431883D+03 0.6015856 0.0011246 1000.000 FS
14 -0.53404373D+03 0.2750992 0.0005149 1000.000 FS
15 -0.53396313D+03 0.0806026 0.0001509 1000.000 EM
16 -0.53391467D+03 0.0484590 0.0000908 1000.000 EM
17 -0.53388510D+03 0.0295766 0.0000554 1000.000 EM
18 -0.53386691D+03 0.0181822 0.0000341 1000.000 EM
19 -0.53385568D+03 0.0112346 0.0000210 1000.000 EM
20 -0.53384871D+03 0.0069649 0.0000130 1000.000 EM
21 -0.53384439D+03 0.0043198 0.0000081 1000.000 EM
22 -0.53384171D+03 0.0026855 0.0000050 1000.000 EM
23 -0.53384004D+03 0.0016686 0.0000031 1000.000 EM
24 -0.53383901D+03 0.0010343 0.0000019 1000.000 EM
25 -0.53383837D+03 0.0006385 0.0000012 1000.000 EM
26 -0.53383798D+03 0.0003917 0.0000007 1000.000 EM
UNIVARIATE ESTIMATION FOR U22
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.49515180D+03 0.0000000 0.0000000 1000.000 EM
2 -0.48327245D+03 11.8793447 0.0239913 1000.000 FS
3 -0.47254132D+03 10.7311342 0.0222051 1000.000 FS
4 -0.46241570D+03 10.1256229 0.0214280 1000.000 FS
5 -0.45288296D+03 9.5327339 0.0206151 1000.000 FS
6 -0.44402722D+03 8.8557425 0.0195542 1000.000 FS
7 -0.43599538D+03 8.0318432 0.0180886 1000.000 FS
8 -0.42900300D+03 6.9923764 0.0160377 1000.000 FS
9 -0.42334846D+03 5.6545355 0.0131806 1000.000 FS
10 -0.41939620D+03 3.9522598 0.0093357 1000.000 FS
11 -0.41739319D+03 2.0030149 0.0047759 1000.000 FS
12 -0.41692049D+03 0.4727010 0.0011325 1000.000 FS
13 -0.41690262D+03 0.0178686 0.0000429 1000.000 FS
14 -0.41690349D+03 -0.0008739 -0.0000021 1000.000 EM
UNIVARIATE ESTIMATION FOR U32
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.59618557D+03 0.0000000 0.0000000 1000.000 EM
2 -0.58994128D+03 6.2442980 0.0104737 1000.000 FS
3 -0.58433909D+03 5.6021829 0.0094962 1000.000 FS
4 -0.57982516D+03 4.5139355 0.0077249 1000.000 FS
5 -0.57657351D+03 3.2516503 0.0056080 1000.000 FS
6 -0.57464396D+03 1.9295451 0.0033466 1000.000 FS
7 -0.57382409D+03 0.8198760 0.0014268 1000.000 FS
8 -0.57361820D+03 0.2058865 0.0003588 1000.000 FS
9 -0.57359166D+03 0.0265450 0.0000463 1000.000 FS
10 -0.57358989D+03 0.0017690 0.0000031 1000.000 FS
11 -0.57358988D+03 0.0000064 0.0000000 1000.000 FS
UNIVARIATE ESTIMATION FOR U13
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.52947584D+03 0.0000000 0.0000000 1000.000 EM
2 -0.51645173D+03 13.0241092 0.0245981 1000.000 FS
3 -0.50503387D+03 11.4178647 0.0221083 1000.000 FS
4 -0.49503869D+03 9.9951756 0.0197911 1000.000 FS
5 -0.48657494D+03 8.4637502 0.0170971 1000.000 FS
6 -0.47992415D+03 6.6507904 0.0136686 1000.000 FS
7 -0.47546169D+03 4.4624601 0.0092983 1000.000 FS
8 -0.47336024D+03 2.1014560 0.0044198 1000.000 FS
9 -0.47292593D+03 0.4343042 0.0009175 1000.000 FS
10 -0.47290650D+03 0.0194339 0.0000411 1000.000 FS
11 -0.47290414D+03 0.0023559 0.0000050 1000.000 FS
12 -0.47290368D+03 0.0004630 0.0000010 1000.000 FS
UNIVARIATE ESTIMATION FOR U23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.48538736D+03 0.0000000 0.0000000 1000.000 EM
2 -0.46592083D+03 19.4665255 0.0401051 1000.000 FS
3 -0.44903692D+03 16.8839156 0.0362377 1000.000 FS
4 -0.43577044D+03 13.2664754 0.0295443 1000.000 FS
5 -0.42528041D+03 10.4900354 0.0240724 1000.000 FS
6 -0.41686261D+03 8.4177962 0.0197935 1000.000 FS
7 -0.41039521D+03 6.4673980 0.0155145 1000.000 FS
8 -0.40589349D+03 4.5017254 0.0109692 1000.000 FS
9 -0.40322231D+03 2.6711765 0.0065810 1000.000 FS
10 -0.40194810D+03 1.2742051 0.0031601 1000.000 FS
11 -0.40146828D+03 0.4798268 0.0011938 1000.000 FS
12 -0.40132145D+03 0.1468310 0.0003657 1000.000 FS
13 -0.40128569D+03 0.0357549 0.0000891 1000.000 FS
14 -0.40127913D+03 0.0065649 0.0000164 1000.000 FS
15 -0.40127821D+03 0.0009170 0.0000023 1000.000 FS
16 -0.40127813D+03 0.0000811 0.0000002 1000.000 FS
UNIVARIATE ESTIMATION FOR U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.59111777D+03 0.0000000 0.0000000 1000.000 EM
2 -0.58220482D+03 8.9129441 0.0150781 1000.000 FS
3 -0.57692945D+03 5.2753673 0.0090610 1000.000 FS
4 -0.57236779D+03 4.5616634 0.0079068 1000.000 FS
5 -0.56859031D+03 3.7774851 0.0065998 1000.000 FS
6 -0.56567375D+03 2.9165587 0.0051295 1000.000 FS
7 -0.56366166D+03 2.0120906 0.0035570 1000.000 FS
8 -0.56250032D+03 1.1613342 0.0020603 1000.000 FS
9 -0.56199007D+03 0.5102563 0.0009071 1000.000 FS
10 -0.56183641D+03 0.1536609 0.0002734 1000.000 FS
11 -0.56180641D+03 0.0299927 0.0000534 1000.000 FS
12 -0.56180246D+03 0.0039505 0.0000070 1000.000 FS
13 -0.56180211D+03 0.0003524 0.0000006 1000.000 FS
BIVARIATE ESTIMATION FOR U11 AND U21
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.12166413D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11879047D+04 28.7365854 0.0236196 1000.000 FS
3 -0.11722845D+04 15.6202058 0.0131494 1000.000 FS
4 -0.11577831D+04 14.5014007 0.0123702 1000.000 FS
5 -0.11457104D+04 12.0726990 0.0104274 1000.000 FS
6 -0.11392295D+04 6.4809050 0.0056567 1000.000 FS
7 -0.11388696D+04 0.3599491 0.0003160 1000.000 FS
8 -0.11388292D+04 0.0403701 0.0000354 1000.000 FS
9 -0.11388282D+04 0.0009841 0.0000009 1000.000 FS
BIVARIATE ESTIMATION FOR U11 AND U31
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.12056806D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11925616D+04 13.1189501 0.0108809 1000.000 FS
3 -0.11799281D+04 12.6335595 0.0105936 1000.000 FS
4 -0.11702139D+04 9.7141870 0.0082329 1000.000 FS
5 -0.11657415D+04 4.4723838 0.0038219 1000.000 FS
6 -0.11652353D+04 0.5062515 0.0004343 1000.000 FS
7 -0.11652199D+04 0.0153765 0.0000132 1000.000 FS
8 -0.11652194D+04 0.0005304 0.0000005 1000.000 FS
BIVARIATE ESTIMATION FOR U21 AND U31
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11916810D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11691562D+04 22.5247838 0.0189017 1000.000 FS
3 -0.11551395D+04 14.0167758 0.0119888 1000.000 FS
4 -0.11430358D+04 12.1036512 0.0104781 1000.000 FS
5 -0.11341124D+04 8.9234059 0.0078068 1000.000 FS
6 -0.11309209D+04 3.1914718 0.0028141 1000.000 FS
7 -0.11308677D+04 0.0532362 0.0000471 1000.000 FS
8 -0.11308645D+04 0.0032232 0.0000029 1000.000 FS
9 -0.11308641D+04 0.0003500 0.0000003 1000.000 FS
BIVARIATE ESTIMATION FOR U11 AND U12
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11579571D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11361423D+04 21.8147493 0.0188390 1000.000 FS
3 -0.11292984D+04 6.8438752 0.0060238 1000.000 FS
4 -0.11262938D+04 3.0046656 0.0026606 1000.000 FS
5 -0.11261531D+04 0.1407139 0.0001249 1000.000 FS
6 -0.11261527D+04 0.0003554 0.0000003 1000.000 FS
BIVARIATE ESTIMATION FOR U21 AND U12
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11439575D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11105208D+04 33.4367249 0.0292290 1000.000 FS
3 -0.11008746D+04 9.6461894 0.0086862 1000.000 FS
4 -0.10952907D+04 5.5839080 0.0050722 1000.000 FS
5 -0.10944367D+04 0.8539657 0.0007797 1000.000 FS
6 -0.10943304D+04 0.1062744 0.0000971 1000.000 FS
7 -0.10943136D+04 0.0168367 0.0000154 1000.000 FS
8 -0.10943121D+04 0.0015266 0.0000014 1000.000 FS
9 -0.10943120D+04 0.0000942 0.0000001 1000.000 FS
BIVARIATE ESTIMATION FOR U31 AND U12
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11329968D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11151460D+04 17.8507642 0.0157554 1000.000 FS
3 -0.11110405D+04 4.1054761 0.0036816 1000.000 FS
4 -0.11051490D+04 5.8915160 0.0053027 1000.000 FS
5 -0.11035122D+04 1.6368473 0.0014811 1000.000 FS
6 -0.11029073D+04 0.6048868 0.0005481 1000.000 FS
7 -0.11027720D+04 0.1352581 0.0001226 1000.000 FS
8 -0.11027566D+04 0.0153754 0.0000139 1000.000 FS
9 -0.11027557D+04 0.0009053 0.0000008 1000.000 FS
BIVARIATE ESTIMATION FOR U11 AND U22
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10397050D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10215570D+04 18.1479696 0.0174549 1000.000 FS
3 -0.10191722D+04 2.3848410 0.0023345 1000.000 FS
4 -0.10185621D+04 0.6101281 0.0005987 1000.000 FS
5 -0.10185285D+04 0.0335612 0.0000329 1000.000 FS
6 -0.10185250D+04 0.0035562 0.0000035 1000.000 FS
7 -0.10185245D+04 0.0004954 0.0000005 1000.000 FS
BIVARIATE ESTIMATION FOR U21 AND U22
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10257054D+04 0.0000000 0.0000000 1000.000 EM
2 -0.99988396D+03 25.8214738 0.0251744 1000.000 FS
3 -0.99350201D+03 6.3819431 0.0063827 1000.000 FS
4 -0.99065122D+03 2.8507892 0.0028694 1000.000 FS
5 -0.99005148D+03 0.5997409 0.0006054 1000.000 FS
6 -0.99001406D+03 0.0374181 0.0000378 1000.000 FS
7 -0.99001259D+03 0.0014785 0.0000015 1000.000 FS
8 -0.99001253D+03 0.0000591 0.0000001 1000.000 FS
BIVARIATE ESTIMATION FOR U31 AND U22
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10147447D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10022637D+04 12.4809893 0.0122996 1000.000 FS
3 -0.99979838D+03 2.4653392 0.0024598 1000.000 FS
4 -0.99944416D+03 0.3542146 0.0003543 1000.000 FS
5 -0.99939792D+03 0.0462415 0.0000463 1000.000 FS
6 -0.99939210D+03 0.0058266 0.0000058 1000.000 FS
7 -0.99939157D+03 0.0005230 0.0000005 1000.000 FS
BIVARIATE ESTIMATION FOR U12 AND U22
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.96702117D+03 0.0000000 0.0000000 1000.000 EM
2 -0.93832161D+03 28.6995621 0.0296783 1000.000 FS
3 -0.92561356D+03 12.7080483 0.0135434 1000.000 FS
4 -0.91551494D+03 10.0986236 0.0109102 1000.000 FS
5 -0.90756941D+03 7.9455233 0.0086787 1000.000 FS
6 -0.90328566D+03 4.2837524 0.0047200 1000.000 FS
7 -0.90252477D+03 0.7608878 0.0008424 1000.000 FS
8 -0.90248684D+03 0.0379354 0.0000420 1000.000 FS
9 -0.90248445D+03 0.0023884 0.0000026 1000.000 FS
10 -0.90248405D+03 0.0003952 0.0000004 1000.000 FS
BIVARIATE ESTIMATION FOR U11 AND U32
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11910807D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11789367D+04 12.1439586 0.0101957 1000.000 FS
3 -0.11742522D+04 4.6845140 0.0039735 1000.000 FS
4 -0.11733904D+04 0.8618407 0.0007339 1000.000 FS
5 -0.11733425D+04 0.0478920 0.0000408 1000.000 FS
6 -0.11733401D+04 0.0024072 0.0000021 1000.000 FS
7 -0.11733399D+04 0.0001494 0.0000001 1000.000 FS
BIVARIATE ESTIMATION FOR U21 AND U32
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11770811D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11533154D+04 23.7656925 0.0201904 1000.000 FS
3 -0.11457660D+04 7.5494044 0.0065458 1000.000 FS
4 -0.11438138D+04 1.9521968 0.0017038 1000.000 FS
5 -0.11438044D+04 0.0094287 0.0000082 1000.000 FS
6 -0.11438036D+04 0.0007519 0.0000007 1000.000 FS
BIVARIATE ESTIMATION FOR U31 AND U32
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11661204D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11566693D+04 9.4510421 0.0081047 1000.000 FS
3 -0.11515625D+04 5.1067990 0.0044151 1000.000 FS
4 -0.11490005D+04 2.5619740 0.0022248 1000.000 FS
5 -0.11486688D+04 0.3317639 0.0002887 1000.000 FS
6 -0.11485579D+04 0.1109204 0.0000966 1000.000 EM
7 -0.11485542D+04 0.0036748 0.0000032 1000.000 EM
8 -0.11485541D+04 0.0000940 0.0000001 1000.000 EM
BIVARIATE ESTIMATION FOR U12 AND U32
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11183968D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10933997D+04 24.9971637 0.0223509 1000.000 FS
3 -0.10797278D+04 13.6718352 0.0125040 1000.000 FS
4 -0.10677101D+04 12.0176751 0.0111303 1000.000 FS
5 -0.10571964D+04 10.5137627 0.0098470 1000.000 FS
6 -0.10492208D+04 7.9756144 0.0075441 1000.000 FS
7 -0.10456728D+04 3.5480133 0.0033816 1000.000 FS
8 -0.10454543D+04 0.2184948 0.0002090 1000.000 FS
9 -0.10454533D+04 0.0009181 0.0000009 1000.000 FS
BIVARIATE ESTIMATION FOR U22 AND U32
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10001448D+04 0.0000000 0.0000000 1000.000 EM
2 -0.97828680D+03 21.8579784 0.0218548 1000.000 FS
3 -0.96628372D+03 12.0030774 0.0122695 1000.000 FS
4 -0.95641689D+03 9.8668304 0.0102111 1000.000 FS
5 -0.94909686D+03 7.3200330 0.0076536 1000.000 FS
6 -0.94594543D+03 3.1514261 0.0033204 1000.000 FS
7 -0.94568176D+03 0.2636706 0.0002787 1000.000 FS
8 -0.94567985D+03 0.0019110 0.0000020 1000.000 FS
9 -0.94567981D+03 0.0000396 0.0000000 1000.000 FS
BIVARIATE ESTIMATION FOR U11 AND U13
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10900572D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10781688D+04 11.8884638 0.0109063 1000.000 FS
3 -0.10749386D+04 3.2301760 0.0029960 1000.000 FS
4 -0.10745532D+04 0.3853697 0.0003585 1000.000 FS
5 -0.10745293D+04 0.0239785 0.0000223 1000.000 FS
6 -0.10745293D+04 -0.0000439 0.0000000 1000.000 EM
BIVARIATE ESTIMATION FOR U21 AND U13
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10760577D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10540587D+04 21.9989127 0.0204440 1000.000 FS
3 -0.10493229D+04 4.7358484 0.0044930 1000.000 FS
4 -0.10475547D+04 1.7681916 0.0016851 1000.000 FS
5 -0.10472377D+04 0.3169687 0.0003026 1000.000 FS
6 -0.10471986D+04 0.0391240 0.0000374 1000.000 FS
7 -0.10471938D+04 0.0047697 0.0000046 1000.000 FS
8 -0.10471933D+04 0.0005687 0.0000005 1000.000 FS
BIVARIATE ESTIMATION FOR U31 AND U13
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10650969D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10546409D+04 10.4560258 0.0098170 1000.000 FS
3 -0.10474984D+04 7.1425328 0.0067725 1000.000 FS
4 -0.10464726D+04 1.0257977 0.0009793 1000.000 FS
5 -0.10464377D+04 0.0348694 0.0000333 1000.000 FS
6 -0.10464367D+04 0.0009913 0.0000009 1000.000 FS
BIVARIATE ESTIMATION FOR U12 AND U13
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10173734D+04 0.0000000 0.0000000 1000.000 EM
2 -0.99835224D+03 19.0211570 0.0186963 1000.000 FS
3 -0.98937812D+03 8.9741208 0.0089889 1000.000 FS
4 -0.98242079D+03 6.9573344 0.0070320 1000.000 FS
5 -0.97714878D+03 5.2720049 0.0053663 1000.000 FS
6 -0.97375720D+03 3.3915790 0.0034709 1000.000 FS
7 -0.97204395D+03 1.7132471 0.0017594 1000.000 FS
8 -0.97138367D+03 0.6602844 0.0006793 1000.000 FS
9 -0.97117610D+03 0.2075741 0.0002137 1000.000 FS
10 -0.97111711D+03 0.0589861 0.0000607 1000.000 FS
11 -0.97110097D+03 0.0161347 0.0000166 1000.000 FS
12 -0.97109662D+03 0.0043520 0.0000045 1000.000 FS
13 -0.97109546D+03 0.0011656 0.0000012 1000.000 FS
14 -0.97109515D+03 0.0003101 0.0000003 1000.000 FS
BIVARIATE ESTIMATION FOR U22 AND U13
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.89912135D+03 0.0000000 0.0000000 1000.000 EM
2 -0.87720130D+03 21.9200534 0.0243794 1000.000 FS
3 -0.86563806D+03 11.5632365 0.0131820 1000.000 FS
4 -0.85670885D+03 8.9292088 0.0103152 1000.000 FS
5 -0.85210590D+03 4.6029503 0.0053728 1000.000 FS
6 -0.85168078D+03 0.4251168 0.0004989 1000.000 FS
7 -0.85167427D+03 0.0065176 0.0000077 1000.000 FS
8 -0.85166963D+03 0.0046327 0.0000054 1000.000 EM
9 -0.85166953D+03 0.0001073 0.0000001 1000.000 FS
BIVARIATE ESTIMATION FOR U32 AND U13
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10504970D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10339766D+04 16.5203976 0.0157263 1000.000 FS
3 -0.10228898D+04 11.0867835 0.0107225 1000.000 FS
4 -0.10146396D+04 8.2502522 0.0080656 1000.000 FS
5 -0.10105583D+04 4.0812956 0.0040224 1000.000 FS
6 -0.10099123D+04 0.6459447 0.0006392 1000.000 FS
7 -0.10098722D+04 0.0400949 0.0000397 1000.000 FS
8 -0.10098684D+04 0.0038595 0.0000038 1000.000 FS
9 -0.10098680D+04 0.0004137 0.0000004 1000.000 FS
BIVARIATE ESTIMATION FOR U11 AND U23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10166810D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10105179D+04 6.1630729 0.0060620 1000.000 FS
3 -0.10091927D+04 1.3252399 0.0013114 1000.000 FS
4 -0.10091555D+04 0.0371796 0.0000368 1000.000 FS
5 -0.10091545D+04 0.0010310 0.0000010 1000.000 FS
6 -0.10091543D+04 0.0001155 0.0000001 1000.000 FS
BIVARIATE ESTIMATION FOR U21 AND U23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10026814D+04 0.0000000 0.0000000 1000.000 EM
2 -0.98625730D+03 16.4241088 0.0163802 1000.000 FS
3 -0.98404961D+03 2.2076814 0.0022384 1000.000 FS
4 -0.98377510D+03 0.2745128 0.0002790 1000.000 FS
5 -0.98376478D+03 0.0103225 0.0000105 1000.000 FS
6 -0.98376438D+03 0.0004033 0.0000004 1000.000 FS
BIVARIATE ESTIMATION FOR U31 AND U23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.99172068D+03 0.0000000 0.0000000 1000.000 EM
2 -0.98806543D+03 3.6552529 0.0036858 1000.000 FS
3 -0.98619974D+03 1.8656936 0.0018882 1000.000 FS
4 -0.98614952D+03 0.0502205 0.0000509 1000.000 FS
5 -0.98614379D+03 0.0057217 0.0000058 1000.000 FS
6 -0.98614284D+03 0.0009499 0.0000010 1000.000 FS
BIVARIATE ESTIMATION FOR U12 AND U23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.94399714D+03 0.0000000 0.0000000 1000.000 EM
2 -0.92520269D+03 18.7944573 0.0199094 1000.000 FS
3 -0.91466588D+03 10.5368057 0.0113886 1000.000 FS
4 -0.90619129D+03 8.4745903 0.0092652 1000.000 FS
5 -0.90027264D+03 5.9186555 0.0065314 1000.000 FS
6 -0.89855975D+03 1.7128865 0.0019026 1000.000 FS
7 -0.89852477D+03 0.0349756 0.0000389 1000.000 FS
8 -0.89851897D+03 0.0058032 0.0000065 1000.000 FS
9 -0.89851795D+03 0.0010183 0.0000011 1000.000 FS
10 -0.89851749D+03 0.0004641 0.0000005 1000.000 FS
BIVARIATE ESTIMATION FOR U22 AND U23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.82574510D+03 0.0000000 0.0000000 1000.000 EM
2 -0.80940575D+03 16.3393431 0.0197874 1000.000 FS
3 -0.80103132D+03 8.3744374 0.0103464 1000.000 FS
4 -0.79497592D+03 6.0553933 0.0075595 1000.000 FS
5 -0.79122832D+03 3.7476065 0.0047141 1000.000 FS
6 -0.79008967D+03 1.1386481 0.0014391 1000.000 FS
7 -0.79003789D+03 0.0517818 0.0000655 1000.000 FS
8 -0.79003519D+03 0.0026934 0.0000034 1000.000 FS
9 -0.79003085D+03 0.0043484 0.0000055 1000.000 FS
10 -0.79003006D+03 0.0007814 0.0000010 1000.000 FS
BIVARIATE ESTIMATION FOR U32 AND U23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.97712075D+03 0.0000000 0.0000000 1000.000 EM
2 -0.96257195D+03 14.5487976 0.0148895 1000.000 FS
3 -0.95213123D+03 10.4407216 0.0108467 1000.000 FS
4 -0.94580282D+03 6.3284160 0.0066466 1000.000 FS
5 -0.94384225D+03 1.9605610 0.0020729 1000.000 FS
6 -0.94368605D+03 0.1562005 0.0001655 1000.000 FS
7 -0.94367814D+03 0.0079106 0.0000084 1000.000 FS
8 -0.94367626D+03 0.0018823 0.0000020 1000.000 FS
9 -0.94367586D+03 0.0003987 0.0000004 1000.000 FS
BIVARIATE ESTIMATION FOR U13 AND U23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.87609733D+03 0.0000000 0.0000000 1000.000 EM
2 -0.85841310D+03 17.6842300 0.0201852 1000.000 FS
3 -0.84249525D+03 15.9178482 0.0185433 1000.000 FS
4 -0.82893925D+03 13.5559969 0.0160903 1000.000 FS
5 -0.81467218D+03 14.2670742 0.0172112 1000.000 FS
6 -0.80182586D+03 12.8463129 0.0157687 1000.000 FS
7 -0.79296007D+03 8.8657891 0.0110570 1000.000 FS
8 -0.79222025D+03 0.7398214 0.0009330 1000.000 EM
9 -0.79209900D+03 0.1212524 0.0001531 1000.000 FS
10 -0.79209634D+03 0.0026637 0.0000034 1000.000 EM
11 -0.79209632D+03 0.0000120 0.0000000 1000.000 FS
BIVARIATE ESTIMATION FOR U11 AND U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11749397D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11680246D+04 6.9151467 0.0058855 1000.000 FS
3 -0.11665754D+04 1.4491962 0.0012407 1000.000 FS
4 -0.11659208D+04 0.6545400 0.0005611 1000.000 FS
5 -0.11658055D+04 0.1153340 0.0000989 1000.000 FS
6 -0.11657896D+04 0.0159045 0.0000136 1000.000 FS
7 -0.11656452D+04 0.1444425 0.0001239 1000.000 EM
8 -0.11656415D+04 0.0036345 0.0000031 1000.000 EM
9 -0.11656413D+04 0.0002279 0.0000002 1000.000 QN
10 -0.11656413D+04 0.0000123 0.0000000 1000.000 FS
BIVARIATE ESTIMATION FOR U21 AND U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11609401D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11418596D+04 19.0804994 0.0164354 1000.000 FS
3 -0.11355738D+04 6.2858121 0.0055049 1000.000 FS
4 -0.11343688D+04 1.2050775 0.0010612 1000.000 FS
5 -0.11343531D+04 0.0156117 0.0000138 1000.000 FS
6 -0.11343529D+04 0.0002357 0.0000002 1000.000 FS
BIVARIATE ESTIMATION FOR U31 AND U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11499794D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11463182D+04 3.6612565 0.0031838 1000.000 FS
3 -0.11404888D+04 5.8293468 0.0050853 1000.000 FS
4 -0.11385411D+04 1.9476750 0.0017078 1000.000 FS
5 -0.11383705D+04 0.1706445 0.0001499 1000.000 FS
6 -0.11383655D+04 0.0050058 0.0000044 1000.000 FS
7 -0.11383650D+04 0.0004943 0.0000004 1000.000 FS
BIVARIATE ESTIMATION FOR U12 AND U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11022559D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10857163D+04 16.5396032 0.0150052 1000.000 FS
3 -0.10755303D+04 10.1859953 0.0093818 1000.000 FS
4 -0.10687110D+04 6.8192776 0.0063404 1000.000 FS
5 -0.10666682D+04 2.0427720 0.0019114 1000.000 FS
6 -0.10666012D+04 0.0670374 0.0000628 1000.000 FS
7 -0.10665914D+04 0.0097920 0.0000092 1000.000 FS
8 -0.10665891D+04 0.0023192 0.0000022 1000.000 FS
9 -0.10665881D+04 0.0009734 0.0000009 1000.000 FS
BIVARIATE ESTIMATION FOR U22 AND U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.98400384D+03 0.0000000 0.0000000 1000.000 EM
2 -0.96794198D+03 16.0618606 0.0163230 1000.000 FS
3 -0.95784845D+03 10.0935304 0.0104278 1000.000 FS
4 -0.95093212D+03 6.9163283 0.0072207 1000.000 FS
5 -0.94767076D+03 3.2613599 0.0034296 1000.000 FS
6 -0.94698687D+03 0.6838860 0.0007216 1000.000 FS
7 -0.94691486D+03 0.0720100 0.0000760 1000.000 FS
8 -0.94690790D+03 0.0069572 0.0000073 1000.000 FS
9 -0.94690716D+03 0.0007439 0.0000008 1000.000 FS
BIVARIATE ESTIMATION FOR U32 AND U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11353795D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11211910D+04 14.1884446 0.0124967 1000.000 FS
3 -0.11078335D+04 13.3575604 0.0119137 1000.000 FS
4 -0.10970300D+04 10.8035272 0.0097519 1000.000 FS
5 -0.10903228D+04 6.7071983 0.0061140 1000.000 FS
6 -0.10886158D+04 1.7069494 0.0015655 1000.000 FS
7 -0.10885346D+04 0.0812017 0.0000746 1000.000 FS
8 -0.10885302D+04 0.0043711 0.0000040 1000.000 FS
9 -0.10885299D+04 0.0003692 0.0000003 1000.000 FS
BIVARIATE ESTIMATION FOR U13 AND U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10343561D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10178666D+04 16.4894519 0.0159418 1000.000 FS
3 -0.10006627D+04 17.2039499 0.0169020 1000.000 FS
4 -0.98387849D+03 16.7841703 0.0167731 1000.000 FS
5 -0.96781913D+03 16.0593646 0.0163225 1000.000 FS
6 -0.95235919D+03 15.4599417 0.0159740 1000.000 FS
7 -0.93807545D+03 14.2837339 0.0149983 1000.000 FS
8 -0.92729181D+03 10.7836419 0.0114955 1000.000 FS
9 -0.92603902D+03 1.2527910 0.0013510 1000.000 FS
10 -0.92541712D+03 0.6219032 0.0006716 1000.000 FS
11 -0.92538025D+03 0.0368647 0.0000398 1000.000 EM
12 -0.92537894D+03 0.0013111 0.0000014 1000.000 FS
13 -0.92537772D+03 0.0012239 0.0000013 1000.000 FS
14 -0.92537725D+03 0.0004650 0.0000005 1000.000 EM
BIVARIATE ESTIMATION FOR U23 AND U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.96097981D+03 0.0000000 0.0000000 1000.000 EM
2 -0.94788125D+03 13.0985594 0.0136304 1000.000 FS
3 -0.93269619D+03 15.1850661 0.0160200 1000.000 FS
4 -0.91842752D+03 14.2686683 0.0152983 1000.000 FS
5 -0.90508117D+03 13.3463494 0.0145317 1000.000 FS
6 -0.89313523D+03 11.9459378 0.0131987 1000.000 FS
7 -0.88499689D+03 8.1383384 0.0091121 1000.000 FS
8 -0.88441674D+03 0.5801534 0.0006555 1000.000 FS
9 -0.88417280D+03 0.2439403 0.0002758 1000.000 FS
10 -0.88405986D+03 0.1129369 0.0001277 1000.000 EM
11 -0.88405370D+03 0.0061598 0.0000070 1000.000 FS
12 -0.88405314D+03 0.0005605 0.0000006 1000.000 EM
UNIVARIATE ESTIMATION FOR U11
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.62402686D+03 0.0000000 0.0000000 1000.000 EM
2 -0.62011331D+03 3.9135481 0.0062714 1000.000 FS
3 -0.61710370D+03 3.0096114 0.0048533 1000.000 FS
4 -0.61516818D+03 1.9355202 0.0031365 1000.000 FS
5 -0.61430004D+03 0.8681388 0.0014112 1000.000 FS
6 -0.61413178D+03 0.1682647 0.0002739 1000.000 FS
7 -0.61412843D+03 0.0033456 0.0000054 1000.000 FS
8 -0.61412857D+03 -0.0001440 -0.0000002 1000.000 EM
UNIVARIATE ESTIMATION FOR U21
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.60673447D+03 0.0000000 0.0000000 1000.000 EM
2 -0.60148746D+03 5.2470039 0.0086479 1000.000 FS
3 -0.59748481D+03 4.0026502 0.0066546 1000.000 FS
4 -0.59456557D+03 2.9192426 0.0048859 1000.000 FS
5 -0.59246886D+03 2.0967126 0.0035265 1000.000 FS
6 -0.59111724D+03 1.3516141 0.0022813 1000.000 FS
7 -0.59049083D+03 0.6264144 0.0010597 1000.000 FS
8 -0.59032132D+03 0.1695113 0.0002871 1000.000 FS
9 -0.59030273D+03 0.0185912 0.0000315 1000.000 FS
10 -0.59030206D+03 0.0006687 0.0000011 1000.000 FS
11 -0.59030206D+03 -0.0000065 0.0000000 1000.000 EM
UNIVARIATE ESTIMATION FOR U31
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.61081745D+03 0.0000000 0.0000000 1000.000 EM
2 -0.60636777D+03 4.4496748 0.0072848 1000.000 FS
3 -0.60245107D+03 3.9167042 0.0064593 1000.000 FS
4 -0.59920507D+03 3.2459939 0.0053880 1000.000 FS
5 -0.59669338D+03 2.5116917 0.0041917 1000.000 FS
6 -0.59493980D+03 1.7535877 0.0029388 1000.000 FS
7 -0.59388865D+03 1.0511480 0.0017668 1000.000 FS
8 -0.59338123D+03 0.5074219 0.0008544 1000.000 FS
9 -0.59319612D+03 0.1851007 0.0003119 1000.000 FS
10 -0.59314660D+03 0.0495235 0.0000835 1000.000 FS
11 -0.59313659D+03 0.0100064 0.0000169 1000.000 FS
12 -0.59313498D+03 0.0016106 0.0000027 1000.000 FS
13 -0.59313479D+03 0.0001971 0.0000003 1000.000 FS
UNIVARIATE ESTIMATION FOR U12
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.57453347D+03 0.0000000 0.0000000 1000.000 EM
2 -0.56360108D+03 10.9323918 0.0190283 1000.000 FS
3 -0.55883475D+03 4.7663345 0.0084569 1000.000 FS
4 -0.55439640D+03 4.4383411 0.0079421 1000.000 FS
5 -0.55031538D+03 4.0810264 0.0073612 1000.000 FS
6 -0.54651704D+03 3.7983418 0.0069021 1000.000 FS
7 -0.54308729D+03 3.4297420 0.0062756 1000.000 FS
8 -0.54000250D+03 3.0847934 0.0056801 1000.000 FS
9 -0.53735094D+03 2.6515647 0.0049103 1000.000 FS
10 -0.53508533D+03 2.2656016 0.0042162 1000.000 FS
11 -0.53335167D+03 1.7336606 0.0032400 1000.000 FS
12 -0.53218301D+03 1.1686614 0.0021912 1000.000 FS
13 -0.53143896D+03 0.7440528 0.0013981 1000.000 FS
14 -0.53112749D+03 0.3114723 0.0005861 1000.000 EM
15 -0.53090812D+03 0.2193649 0.0004130 1000.000 EM
16 -0.53074631D+03 0.1618159 0.0003048 1000.000 EM
17 -0.53062261D+03 0.1237010 0.0002331 1000.000 EM
18 -0.53052489D+03 0.0977139 0.0001841 1000.000 EM
19 -0.53044543D+03 0.0794657 0.0001498 1000.000 EM
20 -0.53037923D+03 0.0661911 0.0001248 1000.000 EM
21 -0.53032287D+03 0.0563622 0.0001063 1000.000 EM
22 -0.53027407D+03 0.0487999 0.0000920 1000.000 EM
23 -0.53023126D+03 0.0428090 0.0000807 1000.000 EM
24 -0.53019333D+03 0.0379345 0.0000715 1000.000 EM
25 -0.53015946D+03 0.0338732 0.0000639 1000.000 EM
26 -0.53012904D+03 0.0304201 0.0000574 1000.000 EM
27 -0.53010160D+03 0.0274346 0.0000518 1000.000 EM
28 -0.53007678D+03 0.0248181 0.0000468 1000.000 EM
29 -0.53005428D+03 0.0225007 0.0000424 1000.000 EM
30 -0.53003385D+03 0.0204314 0.0000385 1000.000 EM
31 -0.53001528D+03 0.0185723 0.0000350 1000.000 EM
32 -0.52999838D+03 0.0168942 0.0000319 1000.000 EM
33 -0.52998301D+03 0.0153746 0.0000290 1000.000 EM
34 -0.52996901D+03 0.0139950 0.0000264 1000.000 EM
35 -0.52995627D+03 0.0127405 0.0000240 1000.000 EM
36 -0.52994468D+03 0.0115984 0.0000219 1000.000 EM
37 -0.52993412D+03 0.0105577 0.0000199 1000.000 EM
38 -0.52992451D+03 0.0096091 0.0000181 1000.000 EM
39 -0.52991576D+03 0.0087442 0.0000165 1000.000 EM
40 -0.52990781D+03 0.0079555 0.0000150 1000.000 EM
41 -0.52990057D+03 0.0072363 0.0000137 1000.000 EM
42 -0.52989399D+03 0.0065806 0.0000124 1000.000 EM
43 -0.52988801D+03 0.0059829 0.0000113 1000.000 EM
44 -0.52988257D+03 0.0054381 0.0000103 1000.000 EM
45 -0.52987763D+03 0.0049418 0.0000093 1000.000 EM
46 -0.52987314D+03 0.0044897 0.0000085 1000.000 EM
47 -0.52986906D+03 0.0040779 0.0000077 1000.000 EM
48 -0.52986536D+03 0.0037031 0.0000070 1000.000 EM
49 -0.52986200D+03 0.0033620 0.0000063 1000.000 EM
50 -0.52985895D+03 0.0030516 0.0000058 1000.000 EM
51 -0.52985618D+03 0.0027692 0.0000052 1000.000 EM
52 -0.52985366D+03 0.0025125 0.0000047 1000.000 EM
53 -0.52985138D+03 0.0022791 0.0000043 1000.000 EM
54 -0.52984932D+03 0.0020669 0.0000039 1000.000 EM
55 -0.52984744D+03 0.0018742 0.0000035 1000.000 EM
56 -0.52984574D+03 0.0016991 0.0000032 1000.000 EM
57 -0.52984420D+03 0.0015401 0.0000029 1000.000 EM
58 -0.52984281D+03 0.0013957 0.0000026 1000.000 EM
59 -0.52984154D+03 0.0012646 0.0000024 1000.000 EM
60 -0.52984040D+03 0.0011466 0.0000022 1000.000 EM
61 -0.52983936D+03 0.0010382 0.0000020 1000.000 EM
62 -0.52983842D+03 0.0009402 0.0000018 1000.000 EM
63 -0.52983757D+03 0.0008513 0.0000016 1000.000 EM
64 -0.52983680D+03 0.0007707 0.0000015 1000.000 EM
65 -0.52983610D+03 0.0006970 0.0000013 1000.000 EM
66 -0.52983547D+03 0.0006310 0.0000012 1000.000 EM
67 -0.52983490D+03 0.0005710 0.0000011 1000.000 EM
68 -0.52983438D+03 0.0005166 0.0000010 1000.000 EM
UNIVARIATE ESTIMATION FOR U22
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.49432412D+03 0.0000000 0.0000000 1000.000 EM
2 -0.48211543D+03 12.2086866 0.0246977 1000.000 FS
3 -0.47141995D+03 10.6954787 0.0221845 1000.000 FS
4 -0.46127172D+03 10.1482356 0.0215270 1000.000 FS
5 -0.45169256D+03 9.5791617 0.0207669 1000.000 FS
6 -0.44277894D+03 8.9136163 0.0197338 1000.000 FS
7 -0.43468282D+03 8.0961250 0.0182848 1000.000 FS
8 -0.42762218D+03 7.0606328 0.0162432 1000.000 FS
9 -0.42189737D+03 5.7248085 0.0133875 1000.000 FS
10 -0.41787684D+03 4.0205343 0.0095296 1000.000 FS
11 -0.41581928D+03 2.0575560 0.0049238 1000.000 FS
12 -0.41532369D+03 0.4955931 0.0011918 1000.000 FS
13 -0.41530407D+03 0.0196202 0.0000472 1000.000 FS
14 -0.41530495D+03 -0.0008779 -0.0000021 1000.000 EM
UNIVARIATE ESTIMATION FOR U32
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.58992801D+03 0.0000000 0.0000000 1000.000 EM
2 -0.58289509D+03 7.0329240 0.0119217 1000.000 FS
3 -0.57671615D+03 6.1789414 0.0106004 1000.000 FS
4 -0.57180261D+03 4.9135363 0.0085199 1000.000 FS
5 -0.56838738D+03 3.4152337 0.0059727 1000.000 FS
6 -0.56654889D+03 1.8384866 0.0032346 1000.000 FS
7 -0.56594073D+03 0.6081652 0.0010735 1000.000 FS
8 -0.56585196D+03 0.0887618 0.0001568 1000.000 FS
9 -0.56584679D+03 0.0051790 0.0000092 1000.000 FS
10 -0.56584668D+03 0.0001089 0.0000002 1000.000 FS
UNIVARIATE ESTIMATION FOR U13
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.53176260D+03 0.0000000 0.0000000 1000.000 EM
2 -0.51954420D+03 12.2183983 0.0229772 1000.000 FS
3 -0.50888785D+03 10.6563527 0.0205110 1000.000 FS
4 -0.49956381D+03 9.3240423 0.0183224 1000.000 FS
5 -0.49160803D+03 7.9557841 0.0159255 1000.000 FS
6 -0.48515831D+03 6.4497144 0.0131196 1000.000 FS
7 -0.48038502D+03 4.7732867 0.0098386 1000.000 FS
8 -0.47736529D+03 3.0197338 0.0062861 1000.000 FS
9 -0.47588331D+03 1.4819760 0.0031045 1000.000 FS
10 -0.47536457D+03 0.5187410 0.0010901 1000.000 FS
11 -0.47522660D+03 0.1379735 0.0002902 1000.000 FS
12 -0.47519413D+03 0.0324655 0.0000683 1000.000 FS
13 -0.47518772D+03 0.0064177 0.0000135 1000.000 FS
14 -0.47518673D+03 0.0009877 0.0000021 1000.000 FS
15 -0.47518663D+03 0.0000950 0.0000002 1000.000 FS
UNIVARIATE ESTIMATION FOR U23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.48805148D+03 0.0000000 0.0000000 1000.000 EM
2 -0.46769170D+03 20.3597836 0.0417165 1000.000 FS
3 -0.45051207D+03 17.1796268 0.0367328 1000.000 FS
4 -0.43721527D+03 13.2968009 0.0295149 1000.000 FS
5 -0.42732829D+03 9.8869797 0.0226135 1000.000 FS
6 -0.41977966D+03 7.5486329 0.0176647 1000.000 FS
7 -0.41413444D+03 5.6452152 0.0134480 1000.000 FS
8 -0.41015254D+03 3.9819044 0.0096150 1000.000 FS
9 -0.40753689D+03 2.6156481 0.0063773 1000.000 FS
10 -0.40592186D+03 1.6150357 0.0039629 1000.000 FS
11 -0.40497370D+03 0.9481536 0.0023358 1000.000 FS
12 -0.40445621D+03 0.5174913 0.0012778 1000.000 FS
13 -0.40420796D+03 0.2482514 0.0006138 1000.000 FS
14 -0.40410701D+03 0.1009503 0.0002497 1000.000 FS
15 -0.40407174D+03 0.0352698 0.0000873 1000.000 FS
16 -0.40406081D+03 0.0109334 0.0000271 1000.000 FS
17 -0.40405772D+03 0.0030912 0.0000077 1000.000 FS
18 -0.40405691D+03 0.0008040 0.0000020 1000.000 FS
19 -0.40405673D+03 0.0001860 0.0000005 1000.000 FS
UNIVARIATE ESTIMATION FOR U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.59627483D+03 0.0000000 0.0000000 1000.000 EM
2 -0.58635217D+03 9.9226618 0.0166411 1000.000 FS
3 -0.58125751D+03 5.0946614 0.0086887 1000.000 FS
4 -0.57701707D+03 4.2404353 0.0072953 1000.000 FS
5 -0.57371506D+03 3.3020112 0.0057226 1000.000 FS
6 -0.57145677D+03 2.2582888 0.0039363 1000.000 FS
7 -0.57025817D+03 1.1986034 0.0020975 1000.000 FS
8 -0.56986674D+03 0.3914322 0.0006864 1000.000 FS
9 -0.56981432D+03 0.0524124 0.0000920 1000.000 FS
10 -0.56981251D+03 0.0018143 0.0000032 1000.000 FS
11 -0.56981258D+03 -0.0000708 -0.0000001 1000.000 EM
BIVARIATE ESTIMATION FOR U11 AND U21
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.12166413D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11879047D+04 28.7365854 0.0236196 1000.000 FS
3 -0.11722845D+04 15.6202058 0.0131494 1000.000 FS
4 -0.11577831D+04 14.5014007 0.0123702 1000.000 FS
5 -0.11457104D+04 12.0726990 0.0104274 1000.000 FS
6 -0.11392295D+04 6.4809050 0.0056567 1000.000 FS
7 -0.11388696D+04 0.3599491 0.0003160 1000.000 FS
8 -0.11388292D+04 0.0403701 0.0000354 1000.000 FS
9 -0.11388282D+04 0.0009841 0.0000009 1000.000 FS
BIVARIATE ESTIMATION FOR U11 AND U31
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.12056806D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11925616D+04 13.1189501 0.0108809 1000.000 FS
3 -0.11799281D+04 12.6335595 0.0105936 1000.000 FS
4 -0.11702139D+04 9.7141870 0.0082329 1000.000 FS
5 -0.11657415D+04 4.4723838 0.0038219 1000.000 FS
6 -0.11652353D+04 0.5062515 0.0004343 1000.000 FS
7 -0.11652199D+04 0.0153765 0.0000132 1000.000 FS
8 -0.11652194D+04 0.0005304 0.0000005 1000.000 FS
BIVARIATE ESTIMATION FOR U21 AND U31
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11916810D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11691562D+04 22.5247838 0.0189017 1000.000 FS
3 -0.11551395D+04 14.0167758 0.0119888 1000.000 FS
4 -0.11430358D+04 12.1036512 0.0104781 1000.000 FS
5 -0.11341124D+04 8.9234059 0.0078068 1000.000 FS
6 -0.11309209D+04 3.1914718 0.0028141 1000.000 FS
7 -0.11308677D+04 0.0532362 0.0000471 1000.000 FS
8 -0.11308645D+04 0.0032232 0.0000029 1000.000 FS
9 -0.11308641D+04 0.0003500 0.0000003 1000.000 FS
BIVARIATE ESTIMATION FOR U11 AND U12
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11574113D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11316910D+04 25.7202035 0.0222222 1000.000 FS
3 -0.11282267D+04 3.4643383 0.0030612 1000.000 FS
4 -0.11249196D+04 3.3071025 0.0029312 1000.000 FS
5 -0.11245537D+04 0.3658962 0.0003253 1000.000 FS
6 -0.11245172D+04 0.0364976 0.0000325 1000.000 FS
7 -0.11245171D+04 0.0001015 0.0000001 1000.000 FS
BIVARIATE ESTIMATION FOR U21 AND U12
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11434117D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11083492D+04 35.0624867 0.0306648 1000.000 FS
3 -0.10997267D+04 8.6224351 0.0077795 1000.000 FS
4 -0.10960314D+04 3.6953681 0.0033603 1000.000 FS
5 -0.10954978D+04 0.5335377 0.0004868 1000.000 FS
6 -0.10954369D+04 0.0609397 0.0000556 1000.000 FS
7 -0.10954272D+04 0.0096669 0.0000088 1000.000 FS
8 -0.10954260D+04 0.0012813 0.0000012 1000.000 FS
9 -0.10954258D+04 0.0001568 0.0000001 1000.000 FS
BIVARIATE ESTIMATION FOR U31 AND U12
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11324509D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11118629D+04 20.5880269 0.0181801 1000.000 FS
3 -0.11066254D+04 5.2374976 0.0047106 1000.000 FS
4 -0.11017079D+04 4.9174984 0.0044437 1000.000 FS
5 -0.11008516D+04 0.8562951 0.0007772 1000.000 FS
6 -0.11006337D+04 0.2178839 0.0001979 1000.000 FS
7 -0.11006031D+04 0.0306733 0.0000279 1000.000 FS
8 -0.11006003D+04 0.0027665 0.0000025 1000.000 FS
9 -0.11006002D+04 0.0000988 0.0000001 1000.000 FS
BIVARIATE ESTIMATION FOR U11 AND U22
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10377434D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10213480D+04 16.3953527 0.0157990 1000.000 FS
3 -0.10185804D+04 2.7676646 0.0027098 1000.000 FS
4 -0.10183229D+04 0.2574754 0.0002528 1000.000 FS
5 -0.10181983D+04 0.1245817 0.0001223 1000.000 EM
6 -0.10181983D+04 0.0000103 0.0000000 1000.000 FS
BIVARIATE ESTIMATION FOR U21 AND U22
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10237438D+04 0.0000000 0.0000000 1000.000 EM
2 -0.99765466D+03 26.0891315 0.0254840 1000.000 FS
3 -0.99059640D+03 7.0582564 0.0070748 1000.000 FS
4 -0.98685767D+03 3.7387298 0.0037742 1000.000 FS
5 -0.98575593D+03 1.1017374 0.0011164 1000.000 FS
6 -0.98565711D+03 0.0988231 0.0001003 1000.000 FS
7 -0.98565296D+03 0.0041500 0.0000042 1000.000 FS
8 -0.98565279D+03 0.0001687 0.0000002 1000.000 FS
BIVARIATE ESTIMATION FOR U31 AND U22
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10127831D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10006331D+04 12.1499231 0.0119966 1000.000 FS
3 -0.99773166D+03 2.9014839 0.0028996 1000.000 FS
4 -0.99736761D+03 0.3640450 0.0003649 1000.000 FS
5 -0.99731937D+03 0.0482491 0.0000484 1000.000 FS
6 -0.99731312D+03 0.0062494 0.0000063 1000.000 FS
7 -0.99731252D+03 0.0005960 0.0000006 1000.000 FS
BIVARIATE ESTIMATION FOR U12 AND U22
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.96451372D+03 0.0000000 0.0000000 1000.000 EM
2 -0.93332005D+03 31.1936661 0.0323413 1000.000 FS
3 -0.92008495D+03 13.2351010 0.0141807 1000.000 FS
4 -0.90987516D+03 10.2097915 0.0110966 1000.000 FS
5 -0.90271922D+03 7.1559428 0.0078648 1000.000 FS
6 -0.90186117D+03 0.8580453 0.0009505 1000.000 FS
7 -0.90159632D+03 0.2648518 0.0002937 1000.000 FS
8 -0.90157246D+03 0.0238564 0.0000265 1000.000 FS
9 -0.90155521D+03 0.0172558 0.0000191 1000.000 FS
10 -0.90155043D+03 0.0047830 0.0000053 1000.000 FS
11 -0.90154735D+03 0.0030746 0.0000034 1000.000 FS
12 -0.90154630D+03 0.0010465 0.0000012 1000.000 FS
13 -0.90154566D+03 0.0006478 0.0000007 1000.000 FS
BIVARIATE ESTIMATION FOR U11 AND U32
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11895694D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11709497D+04 18.6196442 0.0156524 1000.000 FS
3 -0.11657739D+04 5.1757901 0.0044202 1000.000 FS
4 -0.11644273D+04 1.3466295 0.0011551 1000.000 FS
5 -0.11643322D+04 0.0951161 0.0000817 1000.000 FS
6 -0.11643280D+04 0.0041374 0.0000036 1000.000 FS
7 -0.11643279D+04 0.0001733 0.0000001 1000.000 FS
BIVARIATE ESTIMATION FOR U21 AND U32
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11755698D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11454791D+04 30.0907099 0.0255967 1000.000 FS
3 -0.11381727D+04 7.3063396 0.0063784 1000.000 FS
4 -0.11355137D+04 2.6589771 0.0023362 1000.000 FS
5 -0.11353041D+04 0.2096604 0.0001846 1000.000 FS
6 -0.11352863D+04 0.0177908 0.0000157 1000.000 FS
7 -0.11352833D+04 0.0030328 0.0000027 1000.000 FS
8 -0.11352828D+04 0.0005063 0.0000004 1000.000 FS
BIVARIATE ESTIMATION FOR U31 AND U32
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11646090D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11491913D+04 15.4177061 0.0132385 1000.000 FS
3 -0.11450049D+04 4.1864340 0.0036429 1000.000 FS
4 -0.11449598D+04 0.0450987 0.0000394 1000.000 FS
5 -0.11447594D+04 0.2004346 0.0001751 1000.000 EM
6 -0.11447511D+04 0.0083209 0.0000073 1000.000 EM
7 -0.11447509D+04 0.0001616 0.0000001 1000.000 QN
8 -0.11447509D+04 0.0000038 0.0000000 1000.000 FS
BIVARIATE ESTIMATION FOR U12 AND U32
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11163397D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10844937D+04 31.8460426 0.0285272 1000.000 FS
3 -0.10721079D+04 12.3857389 0.0114208 1000.000 FS
4 -0.10619628D+04 10.1451642 0.0094628 1000.000 FS
5 -0.10532214D+04 8.7413141 0.0082313 1000.000 FS
6 -0.10463014D+04 6.9200697 0.0065704 1000.000 FS
7 -0.10419261D+04 4.3752412 0.0041816 1000.000 FS
8 -0.10402020D+04 1.7241245 0.0016547 1000.000 FS
9 -0.10398748D+04 0.3271784 0.0003145 1000.000 FS
10 -0.10398384D+04 0.0364485 0.0000351 1000.000 FS
11 -0.10398346D+04 0.0037834 0.0000036 1000.000 FS
12 -0.10398346D+04 0.0000355 0.0000000 1000.000 FS
BIVARIATE ESTIMATION FOR U22 AND U32
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.99667182D+03 0.0000000 0.0000000 1000.000 EM
2 -0.97087557D+03 25.7962502 0.0258824 1000.000 FS
3 -0.96014850D+03 10.7270716 0.0110489 1000.000 FS
4 -0.95210881D+03 8.0396861 0.0083734 1000.000 FS
5 -0.94684975D+03 5.2590579 0.0055236 1000.000 FS
6 -0.94496457D+03 1.8851819 0.0019910 1000.000 FS
7 -0.94475950D+03 0.2050740 0.0002170 1000.000 FS
8 -0.94474899D+03 0.0105073 0.0000111 1000.000 FS
9 -0.94474840D+03 0.0005898 0.0000006 1000.000 FS
BIVARIATE ESTIMATION FOR U11 AND U13
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10953654D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10802799D+04 15.0854736 0.0137721 1000.000 FS
3 -0.10767958D+04 3.4841645 0.0032252 1000.000 FS
4 -0.10766260D+04 0.1697682 0.0001577 1000.000 FS
5 -0.10766255D+04 0.0004857 0.0000005 1000.000 FS
BIVARIATE ESTIMATION FOR U21 AND U13
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10813658D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10555862D+04 25.7796547 0.0238399 1000.000 FS
3 -0.10507521D+04 4.8340865 0.0045795 1000.000 FS
4 -0.10488712D+04 1.8808932 0.0017900 1000.000 FS
5 -0.10487188D+04 0.1524180 0.0001453 1000.000 FS
6 -0.10487102D+04 0.0085909 0.0000082 1000.000 FS
7 -0.10487089D+04 0.0012567 0.0000012 1000.000 FS
8 -0.10487089D+04 0.0000492 0.0000000 1000.000 FS
BIVARIATE ESTIMATION FOR U31 AND U13
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10704051D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10592447D+04 11.1604134 0.0104263 1000.000 FS
3 -0.10550034D+04 4.2413167 0.0040041 1000.000 FS
4 -0.10547666D+04 0.2367294 0.0002244 1000.000 FS
5 -0.10547622D+04 0.0044136 0.0000042 1000.000 FS
6 -0.10547622D+04 0.0000489 0.0000000 1000.000 FS
BIVARIATE ESTIMATION FOR U12 AND U13
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10221358D+04 0.0000000 0.0000000 1000.000 EM
2 -0.99562346D+03 26.5123018 0.0259381 1000.000 FS
3 -0.98483728D+03 10.7861770 0.0108336 1000.000 FS
4 -0.97612241D+03 8.7148683 0.0088490 1000.000 FS
5 -0.96900248D+03 7.1199328 0.0072941 1000.000 FS
6 -0.96403554D+03 4.9669419 0.0051258 1000.000 FS
7 -0.96145999D+03 2.5755437 0.0026716 1000.000 FS
8 -0.96059099D+03 0.8690001 0.0009038 1000.000 FS
9 -0.96038864D+03 0.2023568 0.0002107 1000.000 FS
10 -0.96034815D+03 0.0404846 0.0000422 1000.000 FS
11 -0.96034030D+03 0.0078550 0.0000082 1000.000 FS
12 -0.96033878D+03 0.0015135 0.0000016 1000.000 FS
13 -0.96033849D+03 0.0002878 0.0000003 1000.000 FS
BIVARIATE ESTIMATION FOR U22 AND U13
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.90246788D+03 0.0000000 0.0000000 1000.000 EM
2 -0.87880253D+03 23.6653510 0.0262229 1000.000 FS
3 -0.86706475D+03 11.7377809 0.0133566 1000.000 FS
4 -0.85778304D+03 9.2817054 0.0107047 1000.000 FS
5 -0.85185284D+03 5.9301995 0.0069134 1000.000 FS
6 -0.85073747D+03 1.1153663 0.0013093 1000.000 FS
7 -0.85073245D+03 0.0050279 0.0000059 1000.000 FS
8 -0.85073233D+03 0.0001182 0.0000001 1000.000 FS
BIVARIATE ESTIMATION FOR U32 AND U13
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10542939D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10286446D+04 25.6492671 0.0243284 1000.000 FS
3 -0.10179236D+04 10.7210129 0.0104225 1000.000 FS
4 -0.10083120D+04 9.6115859 0.0094423 1000.000 FS
5 -0.10007879D+04 7.5240563 0.0074620 1000.000 FS
6 -0.99616098D+03 4.6269605 0.0046233 1000.000 FS
7 -0.99439629D+03 1.7646894 0.0017715 1000.000 FS
8 -0.99402511D+03 0.3711804 0.0003733 1000.000 FS
9 -0.99396557D+03 0.0595375 0.0000599 1000.000 FS
10 -0.99395610D+03 0.0094689 0.0000095 1000.000 FS
11 -0.99395456D+03 0.0015426 0.0000016 1000.000 FS
12 -0.99395430D+03 0.0002535 0.0000003 1000.000 FS
BIVARIATE ESTIMATION FOR U11 AND U23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10203817D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10131981D+04 7.1835535 0.0070401 1000.000 FS
3 -0.10121334D+04 1.0647537 0.0010509 1000.000 FS
4 -0.10120707D+04 0.0626693 0.0000619 1000.000 FS
5 -0.10120689D+04 0.0017699 0.0000017 1000.000 FS
6 -0.10120687D+04 0.0002434 0.0000002 1000.000 FS
BIVARIATE ESTIMATION FOR U21 AND U23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10063821D+04 0.0000000 0.0000000 1000.000 EM
2 -0.98728383D+03 19.0982565 0.0189771 1000.000 FS
3 -0.98481772D+03 2.4661074 0.0024979 1000.000 FS
4 -0.98464198D+03 0.1757380 0.0001784 1000.000 FS
5 -0.98464177D+03 0.0002080 0.0000002 1000.000 FS
BIVARIATE ESTIMATION FOR U31 AND U23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.99542136D+03 0.0000000 0.0000000 1000.000 EM
2 -0.99044401D+03 4.9773465 0.0050002 1000.000 FS
3 -0.98896375D+03 1.4802620 0.0014945 1000.000 FS
4 -0.98881969D+03 0.1440582 0.0001457 1000.000 FS
5 -0.98878966D+03 0.0300320 0.0000304 1000.000 FS
6 -0.98877145D+03 0.0182064 0.0000184 1000.000 FS
7 -0.98876359D+03 0.0078623 0.0000080 1000.000 FS
8 -0.98875880D+03 0.0047904 0.0000048 1000.000 FS
9 -0.98875641D+03 0.0023930 0.0000024 1000.000 FS
10 -0.98875502D+03 0.0013908 0.0000014 1000.000 FS
11 -0.98875427D+03 0.0007478 0.0000008 1000.000 FS
BIVARIATE ESTIMATION FOR U12 AND U23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.94715201D+03 0.0000000 0.0000000 1000.000 EM
2 -0.92405229D+03 23.0997232 0.0243886 1000.000 FS
3 -0.91213312D+03 11.9191713 0.0128988 1000.000 FS
4 -0.90247722D+03 9.6559024 0.0105861 1000.000 FS
5 -0.89507936D+03 7.3978536 0.0081973 1000.000 FS
6 -0.89259435D+03 2.4850141 0.0027763 1000.000 FS
7 -0.89251312D+03 0.0812297 0.0000910 1000.000 FS
8 -0.89250817D+03 0.0049473 0.0000055 1000.000 FS
9 -0.89250687D+03 0.0012976 0.0000015 1000.000 FS
10 -0.89250644D+03 0.0004318 0.0000005 1000.000 FS
BIVARIATE ESTIMATION FOR U22 AND U23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.82748413D+03 0.0000000 0.0000000 1000.000 EM
2 -0.81046971D+03 17.0144261 0.0205616 1000.000 FS
3 -0.80095622D+03 9.5134907 0.0117382 1000.000 FS
4 -0.79342500D+03 7.5312189 0.0094028 1000.000 FS
5 -0.78774637D+03 5.6786250 0.0071571 1000.000 FS
6 -0.78473232D+03 3.0140531 0.0038262 1000.000 FS
7 -0.78416074D+03 0.5715760 0.0007284 1000.000 FS
8 -0.78415139D+03 0.0093520 0.0000119 1000.000 FS
9 -0.78415142D+03 -0.0000287 0.0000000 1000.000 EM
BIVARIATE ESTIMATION FOR U32 AND U23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.97931011D+03 0.0000000 0.0000000 1000.000 EM
2 -0.95777464D+03 21.5354767 0.0219905 1000.000 FS
3 -0.94796670D+03 9.8079346 0.0102403 1000.000 FS
4 -0.93994800D+03 8.0187016 0.0084588 1000.000 FS
5 -0.93504646D+03 4.9015399 0.0052147 1000.000 FS
6 -0.93372356D+03 1.3229046 0.0014148 1000.000 FS
7 -0.93367446D+03 0.0490947 0.0000526 1000.000 FS
8 -0.93367413D+03 0.0003276 0.0000004 1000.000 FS
BIVARIATE ESTIMATION FOR U13 AND U23
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.88510617D+03 0.0000000 0.0000000 1000.000 EM
2 -0.86392789D+03 21.1782793 0.0239274 1000.000 FS
3 -0.84844453D+03 15.4833572 0.0179220 1000.000 FS
4 -0.83489133D+03 13.5532010 0.0159742 1000.000 FS
5 -0.82150870D+03 13.3826347 0.0160292 1000.000 FS
6 -0.80937165D+03 12.1370532 0.0147741 1000.000 FS
7 -0.79959118D+03 9.7804690 0.0120840 1000.000 FS
8 -0.79549029D+03 4.1008875 0.0051287 1000.000 FS
9 -0.79546165D+03 0.0286368 0.0000360 1000.000 FS
10 -0.79546158D+03 0.0000732 0.0000001 1000.000 FS
BIVARIATE ESTIMATION FOR U11 AND U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11839962D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11754271D+04 8.5691251 0.0072375 1000.000 FS
3 -0.11726451D+04 2.7820415 0.0023668 1000.000 FS
4 -0.11713703D+04 1.2747978 0.0010871 1000.000 FS
5 -0.11709394D+04 0.4308902 0.0003679 1000.000 FS
6 -0.11708317D+04 0.1076572 0.0000919 1000.000 FS
7 -0.11708077D+04 0.0239817 0.0000205 1000.000 FS
8 -0.11708026D+04 0.0051744 0.0000044 1000.000 FS
9 -0.11708014D+04 0.0011512 0.0000010 1000.000 FS
10 -0.11708012D+04 0.0002047 0.0000002 1000.000 FS
BIVARIATE ESTIMATION FOR U21 AND U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11699967D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11494573D+04 20.5393081 0.0175550 1000.000 FS
3 -0.11430160D+04 6.4413327 0.0056038 1000.000 FS
4 -0.11420968D+04 0.9192630 0.0008042 1000.000 FS
5 -0.11420833D+04 0.0134685 0.0000118 1000.000 FS
6 -0.11420826D+04 0.0006782 0.0000006 1000.000 FS
BIVARIATE ESTIMATION FOR U31 AND U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11590359D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11535475D+04 5.4884355 0.0047353 1000.000 FS
3 -0.11470097D+04 6.5378059 0.0056676 1000.000 FS
4 -0.11450595D+04 1.9501559 0.0017002 1000.000 FS
5 -0.11450018D+04 0.0577524 0.0000504 1000.000 FS
6 -0.11449913D+04 0.0105287 0.0000092 1000.000 FS
7 -0.11449908D+04 0.0004914 0.0000004 1000.000 FS
BIVARIATE ESTIMATION FOR U12 AND U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11107666D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10901449D+04 20.6217009 0.0185653 1000.000 FS
3 -0.10791850D+04 10.9598587 0.0100536 1000.000 FS
4 -0.10710443D+04 8.1406943 0.0075434 1000.000 FS
5 -0.10654762D+04 5.5681806 0.0051988 1000.000 FS
6 -0.10631635D+04 2.3126958 0.0021706 1000.000 FS
7 -0.10627906D+04 0.3728736 0.0003507 1000.000 FS
8 -0.10627607D+04 0.0298912 0.0000281 1000.000 FS
9 -0.10627586D+04 0.0021224 0.0000020 1000.000 FS
10 -0.10627584D+04 0.0001419 0.0000001 1000.000 FS
BIVARIATE ESTIMATION FOR U22 AND U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.99109871D+03 0.0000000 0.0000000 1000.000 EM
2 -0.97417909D+03 16.9196147 0.0170716 1000.000 FS
3 -0.96264156D+03 11.5375342 0.0118433 1000.000 FS
4 -0.95295830D+03 9.6832561 0.0100590 1000.000 FS
5 -0.94517214D+03 7.7861624 0.0081705 1000.000 FS
6 -0.94040055D+03 4.7715888 0.0050484 1000.000 FS
7 -0.93881668D+03 1.5838761 0.0016843 1000.000 FS
8 -0.93862917D+03 0.1875063 0.0001997 1000.000 FS
9 -0.93861422D+03 0.0149457 0.0000159 1000.000 FS
10 -0.93861272D+03 0.0015028 0.0000016 1000.000 FS
11 -0.93861255D+03 0.0001683 0.0000002 1000.000 FS
BIVARIATE ESTIMATION FOR U32 AND U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.11429247D+04 0.0000000 0.0000000 1000.000 EM
2 -0.11205448D+04 22.3798903 0.0195812 1000.000 FS
3 -0.11074183D+04 13.1264520 0.0117143 1000.000 FS
4 -0.10978802D+04 9.5381468 0.0086130 1000.000 FS
5 -0.10961907D+04 1.6895351 0.0015389 1000.000 FS
6 -0.10959129D+04 0.2777704 0.0002534 1000.000 FS
7 -0.10958840D+04 0.0289027 0.0000264 1000.000 FS
8 -0.10958666D+04 0.0174052 0.0000159 1000.000 FS
9 -0.10958614D+04 0.0051669 0.0000047 1000.000 FS
10 -0.10958589D+04 0.0025046 0.0000023 1000.000 FS
11 -0.10958580D+04 0.0009304 0.0000008 1000.000 FS
BIVARIATE ESTIMATION FOR U13 AND U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.10487207D+04 0.0000000 0.0000000 1000.000 EM
2 -0.10296741D+04 19.0466126 0.0181618 1000.000 FS
3 -0.10147512D+04 14.9229063 0.0144928 1000.000 FS
4 -0.10012727D+04 13.4785568 0.0132826 1000.000 FS
5 -0.98888792D+03 12.3847484 0.0123690 1000.000 FS
6 -0.97824054D+03 10.6473792 0.0107670 1000.000 FS
7 -0.97033413D+03 7.9064159 0.0080823 1000.000 FS
8 -0.96607185D+03 4.2622814 0.0043926 1000.000 FS
9 -0.96463393D+03 1.4379125 0.0014884 1000.000 FS
10 -0.96425321D+03 0.3807227 0.0003947 1000.000 FS
11 -0.96415275D+03 0.1004649 0.0001042 1000.000 FS
12 -0.96412526D+03 0.0274869 0.0000285 1000.000 FS
13 -0.96411747D+03 0.0077933 0.0000081 1000.000 FS
14 -0.96411521D+03 0.0022552 0.0000023 1000.000 FS
15 -0.96411455D+03 0.0006597 0.0000007 1000.000 FS
BIVARIATE ESTIMATION FOR U23 AND U33
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.97373700D+03 0.0000000 0.0000000 1000.000 EM
2 -0.95794650D+03 15.7905002 0.0162164 1000.000 FS
3 -0.94210680D+03 15.8396989 0.0165351 1000.000 FS
4 -0.92803149D+03 14.0753152 0.0149403 1000.000 FS
5 -0.91464768D+03 13.3838078 0.0144217 1000.000 FS
6 -0.90280424D+03 11.8434432 0.0129486 1000.000 FS
7 -0.89485246D+03 7.9517782 0.0088079 1000.000 FS
8 -0.89371923D+03 1.1332309 0.0012664 1000.000 FS
9 -0.89365000D+03 0.0692301 0.0000775 1000.000 FS
10 -0.89364658D+03 0.0034128 0.0000038 1000.000 FS
11 -0.89364601D+03 0.0005763 0.0000006 1000.000 FS
12 -0.89364405D+03 0.0019607 0.0000022 1000.000 FS
13 -0.89364383D+03 0.0002130 0.0000002 1000.000 FS
SAVEDATA INFORMATION
Within and between sample statistics with Weight matrix
Save file
ex11.8sw*.dat
Save format Free
Beginning Time: 04:36:38
Ending Time: 04:37:04
Elapsed Time: 00:00:26
MUTHEN & MUTHEN
3463 Stoner Ave.
Los Angeles, CA 90066
Tel: (310) 391-9971
Fax: (310) 391-8971
Web: www.StatModel.com
Support: Support@StatModel.com
Copyright (c) 1998-2017 Muthen & Muthen
Back to examples