Support vector machine for solving imbalanced dataset problem

• 主要作者: Mohd. Khairuddin, Ismail
• 格式: Thesis
• 语言: English
• 出版: 2012
• 主题: Q Science (General)
• 在线阅读: http://eprints.utm.my/id/eprint/32546/1/IsmailMohdKhairuddinMFKE2012.pdf; http://eprints.utm.my/id/eprint/32546/; http://dms.library.utm.my:8080/vital/access/manager/Repository/vital:69024?site_name=Restricted Repository

Most of machine learning classifiers such as Neural Network (NN), Naïve Bayes, and Decision Tree Method C4.5 are failed to classify the data when it deals with imbalanced data set. This is because; most of classifiers are biased to the majority class, tend to ignore minority class and treat the mino...