Title : ( Intrusion Detection by Ellipsoid Boundary )
Authors: Mohammad GhasemiGol , Reza Monsefi , Hadi Sadoghi Yazdi ,
Full TextAbstract
This paper presents a novel approach to describe the normal behavior of computer networks (as used in IDS) based on Support Vector Data Description (SVDD). In the proposed method we find a minimal hyper-ellipse around the normal objects in the input space. Hyper-ellipse can be expanded in high dimensional space (ESVDD) or to be used as a preprocessing in SVDD method (PESVDD) to obtain better results for IDS. KDD-cup99 has been used as data set for test of the proposed method. The overall experiments show prominence of our work in comparison with similar previous works.
Keywords
, Ellipsoid boundary, Intrusion detection system (IDS), Support vector data description (SVDD)
@article{paperid:1015788,
author = {GhasemiGol, Mohammad and Monsefi, Reza and Sadoghi Yazdi, Hadi},
title = {Intrusion Detection by Ellipsoid Boundary},
journal = {Journal of Network and Systems Management},
year = {2010},
volume = {18},
number = {3},
month = {May},
issn = {1064-7570},
pages = {265--282},
numpages = {17},
keywords = {Ellipsoid boundary; Intrusion detection system (IDS); Support vector data description (SVDD)},
}
%0 Journal Article
%T Intrusion Detection by Ellipsoid Boundary
%A GhasemiGol, Mohammad
%A Monsefi, Reza
%A Sadoghi Yazdi, Hadi
%J Journal of Network and Systems Management
%@ 1064-7570
%D 2010
