JOURNAL ARTICLE

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

Sheng YuLi SunXue YangHui GuoXiao Ju WangQun Li MeiLian Jun Zhang

Year: 2013 Journal:   Advanced materials research Vol: 655-657 Pages: 1787-1790   Publisher: Trans Tech Publications

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.

Keywords:
Support vector machine Intrusion detection system Structured support vector machine Relevance vector machine Pattern recognition (psychology) Computer science Artificial intelligence Data mining

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Topics

Advanced Algorithms and Applications
Physical Sciences →  Engineering →  Control and Systems Engineering
Advanced Sensor and Control Systems
Physical Sciences →  Engineering →  Control and Systems Engineering
Network Security and Intrusion Detection
Physical Sciences →  Computer Science →  Computer Networks and Communications
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