Adaptive Ensemble Method Based on Spatial Characteristics for Classifying Imbalanced Data

The class imbalance problems often reduce the classification performance of the majority of standard classifiers. Many methods have been developed to solve these problems, such as cost-sensitive learning methods, synthetic minority oversampling technique (SMOTE), and random oversampling (ROS). Howev...

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Bibliographic Details
Main Authors: Lei Wang, Lei Zhao, Guan Gui, Baoyu Zheng, Ruochen Huang
Format: Article
Language:English
Published: Hindawi Limited 2017-01-01
Series:Scientific Programming
Online Access:http://dx.doi.org/10.1155/2017/3704525