Rare-class classification using ensembles of subsets of variables

An ensemble of classifiers is proposed for predictive ranking of the observations in a dataset so that the rare class observations are found in the top of the ranked list. Four drug-discovery bioassay datasets, containing a few active and majority inactive chemical compounds, are used in this thesis...

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Bibliographic Details
Main Author: Tomal, Jabed H.
Language:English
Published: University of British Columbia 2013
Online Access:http://hdl.handle.net/2429/44981