A Learning Framework of Nonparallel Hyperplanes Classifier

A novel learning framework of nonparallel hyperplanes support vector machines (NPSVMs) is proposed for binary classification and multiclass classification. This framework not only includes twin SVM (TWSVM) and its many deformation versions but also extends them into multiclass classification problem...

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Bibliographic Details
Main Authors: Zhi-Xia Yang, Yuan-Hai Shao, Yao-Lin Jiang
Format: Article
Language:English
Published: Hindawi Limited 2015-01-01
Series:The Scientific World Journal
Online Access:http://dx.doi.org/10.1155/2015/497617