Covert channel detection in the ICMP payload using support vector machine

被引：0

作者：

Sohn, T ^{[1
]}

Moon, J ^{[1
]}

Lee, S ^{[1
]}

Lee, D ^{[1
]}

Lim, J ^{[1
]}

机构：

[1] Korea Univ, Ctr Informat Secur Technol, Seoul, South Korea

来源：

COMPUTER AND INFORMATION SCIENCES - ISCIS 2003 | 2003年 / 2869卷

关键词：

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

ICMP traffic is ubiquitous to almost TCP/IP based network. As such, many network devices consider ICMP traffic to be benign and will allow it to pass through, unmolested. So, attackers can generate arbitrary information tunneling in the payload of ICMP packets. To detect a ICMP covert channel, we used SVM which has excellent performance in pattern classification problems. Our experiments showed that the proposed method could detect the ICMP covert channel from normal ICMP traffic using SVM.

引用

下载

页码：828 / 835

页数：8

共 50 条

[41] Automated License Plate Detection using a Support Vector Machine
Miyata, Shigeharu
Oka, Kenji
2016 14TH INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION, ROBOTICS AND VISION (ICARCV), 2016,
[42] A Machine Learning Based Adult Content Detection Using Support Vector Machine
Gajula, Ganesh
Hundiwale, Ajinkya
Mujumdar, Shreyas
Saritha, L. R.
PROCEEDINGS OF THE 7TH INTERNATIONAL CONFERENCE ON COMPUTING FOR SUSTAINABLE GLOBAL DEVELOPMENT (INDIACOM-2020), 2019, : 181 - 185
[43] Induction machine fault detection using support vector machine based classifier
Ghate, V.N.
Dudul, S.V.
WSEAS Transactions on Systems, 2009, 8 (05): : 591 - 599
[44] Code Clones Detection Using Machine Learning Technique: Support Vector Machine
Jadon, Shruti
2016 IEEE INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATION AND AUTOMATION (ICCCA), 2016, : 299 - 303
[45] Covert channel detection using Information Theory
Helouet, Loic
Roumy, Aline
ELECTRONIC PROCEEDINGS IN THEORETICAL COMPUTER SCIENCE, 2011, (51): : 34 - 51
[46] Misalignment Detection of a Rotating Machine Shaft Using a Support Vector Machine Learning Algorithm
Lee, Yong Eun
Kim, Bok-Kyung
Bae, Jun-Hee
Kim, Kyung Chun
INTERNATIONAL JOURNAL OF PRECISION ENGINEERING AND MANUFACTURING, 2021, 22 (03) : 409 - 416
[47] Misalignment Detection of a Rotating Machine Shaft Using a Support Vector Machine Learning Algorithm
Yong Eun Lee
Bok-Kyung Kim
Jun-Hee Bae
Kyung Chun Kim
International Journal of Precision Engineering and Manufacturing, 2021, 22 : 409 - 416
[48] A Review of Classification Approaches Using Support Vector Machine in Intrusion Detection
Kausar, Noreen
Samir, Brahim Belhaouari
Abdullah, Azween
Ahmad, Iftikhar
Hussain, Mohammad
INFORMATICS ENGINEERING AND INFORMATION SCIENCE, PT III, 2011, 253 : 24 - +
[49] Voice Activity Detection Using Fuzzy Entropy and Support Vector Machine
Elton, R. Johny
Vasuki, P.
Mohanalin, J.
ENTROPY, 2016, 18 (08):
[50] Ethiopian Banknote Recognition and Fake Detection Using Support Vector Machine
Tessfaw, Engdaw Ayalew
Ramani, Bhupendra
Bahiru, Tadesse Kebede
PROCEEDINGS OF THE 2018 SECOND INTERNATIONAL CONFERENCE ON INVENTIVE COMMUNICATION AND COMPUTATIONAL TECHNOLOGIES (ICICCT), 2018, : 1354 - 1359

← 1 2 3 4 5 →