@article{ART001724953},
author={Lee， Byung-kwan and Jeong Eun Hee},
title={A Design of RSIDS using Rough Set Theory and Support Vector Machine Algorithm},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2012},
volume={17},
number={12},
pages={179-185}
TY - JOUR
AU - Lee， Byung-kwan
AU - Jeong Eun Hee
TI - A Design of RSIDS using Rough Set Theory and Support Vector Machine Algorithm
JO - Journal of The Korea Society of Computer and Information
PY - 2012
VL - 17
IS - 12
PB - The Korean Society Of Computer And Information
SP - 179
EP - 185
SN - 1598-849X
AB - This paper proposes a design of RSIDS(RST and SVM based Intrusion Detection System) using RST(Rough Set Theory) and SVM(Support Vector Machine) algorithm. The RSIDS consists of PrePro(PreProcessing) module, RRG(RST based Rule Generation) module, and SAD(SVM based Attack Detection) module. The PrePro module changes the collected information to the data format of RSIDS. The RRG module analyzes attack data, generates the rules of attacks, extracts attack information from the massive data by using these rules, and transfers the extracted attack information to the SAD module. The SAD module detects the attacks by using it, which the SAD module notifies to a manager. Therefore, compared to the existing SVM, the RSIDS improved average ADR(Attack Detection Ratio) from 77.71% to 85.28%, and reduced average FPR(False Positive ratio) from 13.25% to 9.87%. Thus, the RSIDS is estimated to have been improved,compared to the existing SVM.
KW - RST;SVM;RSIDS;RRG;SAD;ADR;FPR
DO -
UR -
ER -
Lee， Byung-kwan and Jeong Eun Hee. (2012). A Design of RSIDS using Rough Set Theory and Support Vector Machine Algorithm. Journal of The Korea Society of Computer and Information, 17(12), 179-185.
Lee， Byung-kwan and Jeong Eun Hee. 2012, "A Design of RSIDS using Rough Set Theory and Support Vector Machine Algorithm", Journal of The Korea Society of Computer and Information, vol.17, no.12 pp.179-185.
Lee， Byung-kwan, Jeong Eun Hee "A Design of RSIDS using Rough Set Theory and Support Vector Machine Algorithm" Journal of The Korea Society of Computer and Information 17.12 pp.179-185 (2012) : 179.
Lee， Byung-kwan, Jeong Eun Hee. A Design of RSIDS using Rough Set Theory and Support Vector Machine Algorithm. 2012; 17(12), 179-185.
Lee， Byung-kwan and Jeong Eun Hee. "A Design of RSIDS using Rough Set Theory and Support Vector Machine Algorithm" Journal of The Korea Society of Computer and Information 17, no.12 (2012) : 179-185.
Lee， Byung-kwan; Jeong Eun Hee. A Design of RSIDS using Rough Set Theory and Support Vector Machine Algorithm. Journal of The Korea Society of Computer and Information, 17(12), 179-185.
Lee， Byung-kwan; Jeong Eun Hee. A Design of RSIDS using Rough Set Theory and Support Vector Machine Algorithm. Journal of The Korea Society of Computer and Information. 2012; 17(12) 179-185.
Lee， Byung-kwan, Jeong Eun Hee. A Design of RSIDS using Rough Set Theory and Support Vector Machine Algorithm. 2012; 17(12), 179-185.
Lee， Byung-kwan and Jeong Eun Hee. "A Design of RSIDS using Rough Set Theory and Support Vector Machine Algorithm" Journal of The Korea Society of Computer and Information 17, no.12 (2012) : 179-185.
