Back to Search
Start Over
Search on Method of Netwok Intrusion Detection Based on Support Vector Machine with Pre-Extracting Support Vector
- 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.
- Subjects :
- Engineering
Structured support vector machine
business.industry
Network security
Training time
General Engineering
Pattern recognition
Intrusion detection system
computer.software_genre
Support vector machine
Distance ratio
Detection performance
Artificial intelligence
Data mining
Scale (map)
business
computer
Subjects
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