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Search on Method of Netwok Intrusion Detection Based on Support Vector Machine with Pre-Extracting Support Vector

Authors :
Xiao Ju Wang
Qun Li Mei
Sheng Chen Yu
Lian Jun Zhang
Yang Xue
Li Min Sun
Hui Guo
Source :
Advanced Materials Research. :1787-1790
Publication Year :
2013
Publisher :
Trans Tech Publications, Ltd., 2013.

Abstract

Intrusion detection algorithm based on support vector machine with pre-extracting support vector is proposed which combines the center distance ratio and classification algorithm. Given proper thresholds, we can use the support vector as a substitute for the training examples. Then the scale of dataset is decreased and the performance of support vector machine is improved in the detection rate and the training time. The experiment result has shown that the intrusion detection system(IDS) based on support vector machine with pre-extracting support needs less training time under the same detection performance condition.

Details

ISSN :
16628985
Database :
OpenAIRE
Journal :
Advanced Materials Research
Accession number :
edsair.doi...........c6128e4d0728e18ca1d78ecf06f4c133
Full Text :
https://doi.org/10.4028/www.scientific.net/amr.655-657.1787