A Quick Negative Selection Algorithm for One-Class Classification in Big Data Era

Negative selection algorithm (NSA) is an important kind of the one-class classification model, but it is limited in the big data era due to its low efficiency. In this paper, we propose a new NSA based on Voronoi diagrams: VorNSA. The scheme of the detector generation process is changed from the tra...

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Bibliographic Details
Main Authors: Fangdong Zhu, Wen Chen, Hanli Yang, Tao Li, Tao Yang, Fan Zhang
Format: Article
Language:English
Published: Hindawi Limited 2017-01-01
Series:Mathematical Problems in Engineering
Online Access:http://dx.doi.org/10.1155/2017/3956415