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Naive Credal Classifier 2: an extension of Naive Bayes for delivering ...

Naive Credal Classifier 2: an extension of Naive Bayes for delivering ...

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Introducing NCC2 Experimental Results S<strong>of</strong>tware demonstrationSummaryNCC2 extends <strong>Naive</strong> <strong>Bayes</strong> to imprecise probabilities, to robustly dealwith small data sets <strong>an</strong>d missing data.NCC2 becomes indeterminate on inst<strong>an</strong>ces whose classification isdoubtful indeed.Indeterminate classifications preserve the classifier’ reliability whileconveying sensible in<strong>for</strong>mation.Bibliography, s<strong>of</strong>tware <strong>an</strong>d m<strong>an</strong>uals: seewww.idsia.ch/~giorgio/jncc2.htmlS<strong>of</strong>tware with GUI to arrive soon!<strong>Naive</strong> <strong>Credal</strong> <strong>Classifier</strong> 2G. Cor<strong>an</strong>i, M. Zaffalon

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