Performance Analysis of Simplification of Hyperplane Support Vector Machine

Performance Analysis of Simplification of Hyperplane Support Vector Machine

Comparing with traditional support vector machine，hyperplane support vector machine （HPSVM）and hyperplane support vector machine for regression（HPSVMR）not only reduce the number of support vectors and calculation time but also have comparable accuracy.However，they have different simplification effec...

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Bibliographic Details
Main Authors: Hui Cheng, Jinglong Fang, Daquan Wang, Xingqi Wang
Format: Article
Language:zho
Published: Beijing Xintong Media Co., Ltd 2015-08-01
Series:Dianxin kexue
Subjects:
pattern recognition
hyperplane support vector machine
reduced support vector machine
performance analysis
Online Access:http://www.telecomsci.com/zh/article/doi/10.11959/j.issn.1000-0801.2015161/
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Summary:Comparing with traditional support vector machine，hyperplane support vector machine （HPSVM）and hyperplane support vector machine for regression（HPSVMR）not only reduce the number of support vectors and calculation time but also have comparable accuracy.However，they have different simplification effect on different problems.The reasons for this phenomenon were analyzed，the conclusion that the lower the percentage of non-bound support vectors is，the more obvious the effect of simplification was pointed out.
ISSN:1000-0801

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