A Novel Ensemble Method for Imbalanced Data Learning: Bagging of Extrapolation-SMOTE SVM

Class imbalance ubiquitously exists in real life, which has attracted much interest from various domains. Direct learning from imbalanced dataset may pose unsatisfying results overfocusing on the accuracy of identification and deriving a suboptimal model. Various methodologies have been developed in...

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Bibliographic Details
Main Authors: Qi Wang, ZhiHao Luo, JinCai Huang, YangHe Feng, Zhong Liu
Format: Article
Language:English
Published: Hindawi Limited 2017-01-01
Series:Computational Intelligence and Neuroscience
Online Access:http://dx.doi.org/10.1155/2017/1827016