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计算机科学 2008
Weighted-class Based Fuzzy Classification Method for Class-imbalanced Data
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Abstract:
Using data sets that contain very few instances of the positive class usually produces biased classifiers and has a lower predictive accuracy over the positive class(usually the more important class)than over the negative class.Proposed a classification method for imbalance problem.This approach obtains maximum separation ratio to separate two class instances with a single sphere.Moreover,this method applies a fuzzy membership to each input point such that different input points can make different contribut...