@heading number right $$ 5PTSKEQ5.OUTMXPDT (Sclove) p.$$ 11-MAY-91 -------------------------------------------------------------------------------- @end MIXPDT CLUSPAC - MIXTURE-MODEL CLUSTERING OF CASES VARYING COVARIANCE MATRICES Developed and programmed by: Prof. Stanley L. Sclove, Ph.D. Information & Decision Sciences Dept. M/C 294 College of Business Administration University of Illinois at Chicago Box 4348, Chicago, IL 60680-4348 312/996-2681 MIXPDT CLUSPAC VERSION 2.2 15-NOV-89 COPYRIGHT (C) 1989 STANLEY L. SCLOVE. ALL RIGHTS RESERVED. DATA FROM FIG. 16.2 OF AFIFI & CLARK (1984,1990) (CMS DSN=5PTSPDT DATA) NUMBER OF OBSERVATIONS (SAMPLE SIZE), N..... 5 NUMBER OF VARIABLES USED.................... 2 MINIMUM FOR EACH VARIABLE: 1.0 1.0 MAXIMUM FOR EACH VARIABLE: 8.0 7.0 1 K = 5 CLUSTERS FIRST ITERATION USES THE INITIAL PARAMETER ESTIMATES PROVIDED BY THE USER. ITERATION 1 CURRENT ESTIMATES OF PARAMETERS: MEANS: 1.0 1.0 1.0 2.0 3.0 6.0 5.0 7.0 8.0 5.0 MIXING PROBABILITIES: 0.20 0.20 0.20 0.20 0.20 COVARIANCE MATRICES: POPULATION 1 1.00000 0.00000 0.00000 1.00000 POPULATION 2 1.00000 0.00000 0.00000 1.00000 POPULATION 3 1.00000 0.00000 0.00000 1.00000 POPULATION 4 1.00000 0.00000 0.00000 1.00000 POPULATION 5 1.00000 0.00000 0.00000 1.00000 MINUS 2 LOG LIKELIHOOD = 13.87658 NUMBER OF PARAMETERS = 29 AIC = 71.87657 SCHWARZ CRITERION = 60.55026 POSTERIOR PROBS OF GROUP MEMBERSHIP FOR 1ST 4 CASES: 0.62 0.38 0.00 0.00 0.00 0.38 0.62 0.00 0.00 0.00 0.00 0.00 0.92 0.08 0.00 0.00 0.00 0.08 0.92 0.00 CLUSTERING: CASES AND LABELS:-- 1 1 2 2 3 3 4 4 5 5 ITERATION 2 CURRENT ESTIMATES OF PARAMETERS: MEANS: 1.0 1.4 1.0 1.6 3.2 6.1 4.9 6.9 8.0 5.0 MIXING PROBABILITIES: 0.20 0.20 0.20 0.20 0.20 COVARIANCE MATRICES: POPULATION 1 0.00000 0.00000 0.00000 0.23501 POPULATION 2 0.00017 0.00037 0.00037 0.23580 POPULATION 3 0.28027 0.14028 0.14028 0.07050 POPULATION 4 0.29520 0.13107 0.13107 0.07563 POPULATION 5 0.01252 -0.00832 -0.00832 0.00554 MINUS 2 LOG LIKELIHOOD = -41.71744 NUMBER OF PARAMETERS = 29 AIC = 16.28256 SCHWARZ CRITERION = 4.95625 POSTERIOR PROBS OF GROUP MEMBERSHIP FOR 1ST 4 CASES: 0.94 0.06 0.00 0.00 0.00 0.85 0.15 0.00 0.00 0.00 0.00 0.00 1.00 0.00 0.00 0.00 0.00 0.02 0.98 0.00 EXPECTED NUMBER OF OBSERVATIONS IN CLUSTER 2 IS LESS THAN 0.5. STOP.