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DM: FYI: preliminary results of missing values comparisonFrom: Tjen-Sien Lim Date: Thu, 5 Nov 1998 15:40:46 -0500 (EST) The following is the preliminary ranking of methods based on 16 datasets. Details for each dataset is available at http://www.stat.wisc.edu/~limt/mv.html . Methods Mean Rank Error Rate =========================================== Boosted See5 Rules 0.174 1 Boosted See5 Trees 0.176 2 FSS Naive Bayes 0.195 3 M5class 0.197 4 IND Bayes options 0.198 5 IND CARTŪ (0-SE) 0.199 6 See5 Rules 0.199 7 IND MML 0.199 8 IND MML options 0.200 9 C4.5 Trees 0.201 10 C4.5 Rules 0.202 11 Naive Bayes 0.202 12 See5 Trees 0.202 13 IND CARTŪ (1-SE) 0.203 14 IND Bayes 0.205 15 RPART 0.208 16 CARTŪ (tm) 0.208 17 CN2 0.210 18 ITI 0.212 19 RIPPER 0.214 20 DMTI 0.218 21 KnowledgeSEEKER 0.219 22 Boosted-RIPPER 0.225 23 FIRM 0.227 24 -- Tjen-Sien Lim (608) 262-8181 Ph.D. candidate limt@stat.wisc.edu Dept. of Statistics http://www.stat.wisc.edu/~limt Univ. of Wisconsin-Madison 1210 West Dayton Street Madison, WI 53706
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