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 Algorithm Comparison

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file time: 2008-02-16

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Algorithm Comparison

 

Algorithm Comparison 

Question OneR NaiveBayes ID3 J48 Prism Linear Regression IB-K Can Predict Categories Yes Yes Yes Yes Yes No, modification possible 00perform regression for each class, predict highest Yes Can make numeric predictions No No No No No, no chance Yes Yes Can use nominal attributes in training Yes yes Yes Yes Yes No. See Logistic for handling nominals Yes Can use numeric attributes in training Discretizes them using own algorithm Yes, using probability distribution function No Yes No, but  modification possible Yes yes Can handle missing values Yes Yes No Yes No Yes Yes Resistant to 00oise00/b> no no no yes No, somewhat better if  reduce accuracy  threshold below 100% yes Yes, with k > 1

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