INTRUSION DETECTION SYSTEM BASED ON COMBINED SUPPORT VECTOR MACHINE WITH ANT COLONY OPTIMIZATION

2017 ◽  
Vol 11 (4) ◽  
pp. 30
Author(s):  
JEYARAM N ◽  
Keyword(s):  
Support Vector Machine ◽  
Intrusion Detection ◽  
Ant Colony Optimization ◽  
Intrusion Detection System ◽  
Detection System ◽  
Ant Colony ◽  
Support Vector

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

2013 ◽  
Vol 655-657 ◽  
pp. 1787-1790
Author(s):  
Sheng Chen Yu ◽  
Li Min Sun ◽  
Yang Xue ◽  
Hui Guo ◽  
Xiao Ju Wang ◽  
...  
Keyword(s):  
Support Vector Machine ◽  
Intrusion Detection ◽  
Intrusion Detection System ◽  
Detection System ◽  
Detection Algorithm ◽  
Support Vector ◽  
Distance Ratio ◽  
Training Time ◽  
Training Examples ◽  
Center Distance

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.

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