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
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
收藏
页码:828 / 835
页数:8
相关论文
共 50 条
  • [21] Support vector machine in novelty detection for multi-channel combustion data
    Clifton, Lei A.
    Yin, Hujun
    Zhang, Yang
    ADVANCES IN NEURAL NETWORKS - ISNN 2006, PT 3, PROCEEDINGS, 2006, 3973 : 836 - 843
  • [22] Nonlinear channel equalization using concurrent support vector machine processor
    Wee, Jae Woo
    Kim, Tae Seon
    Dong, Sung Soo
    Lee, Chong Ho
    ADVANCES IN NEURAL NETWORKS - ISNN 2006, PT 3, PROCEEDINGS, 2006, 3973 : 120 - 127
  • [23] Covert timing channel detection method based on time interval and payload length analysis
    Han, Jiaxuan
    Huang, Cheng
    Shi, Fan
    Liu, Jiayong
    COMPUTERS & SECURITY, 2020, 97
  • [24] A Novel Smoke Detection Method Using Support Vector Machine
    Maruta, Hidenori
    Nakamura, Akihiro
    Kurokawa, Fujio
    TENCON 2010: 2010 IEEE REGION 10 CONFERENCE, 2010, : 210 - 215
  • [25] Reputation Based Malware Detection Using Support Vector Machine
    Kalshetti, Urmila
    Singh, Prashant
    Bhapkar, Vaibhav
    Gaikwad, Manish
    Bhat, Arvind
    INTERNATIONAL CONFERENCE ON INTELLIGENT DATA COMMUNICATION TECHNOLOGIES AND INTERNET OF THINGS, ICICI 2018, 2019, 26 : 1338 - 1344
  • [26] Enhanced Anomaly Detection Using Ensemble Support Vector Machine
    Reddy, R. Ravinder
    Ramadevi, Y.
    Sunitha, K. V. N.
    PROCEEDINGS OF THE 2017 INTERNATIONAL CONFERENCE ON BIG DATA ANALYTICS AND COMPUTATIONAL INTELLIGENCE (ICBDAC), 2017, : 107 - 111
  • [27] Intelligent RFID Tag Detection Using Support Vector Machine
    Jo, Minho
    Youn, Hee Yong
    Chen, Hsiao-Hwa
    IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2009, 8 (10) : 5050 - 5059
  • [28] Spur Gear Failure Detection using Support Vector Machine
    Siregar, Richard
    Isranuri, Ikhwansyah
    Suherman
    2ND INTERNATIONAL CONFERENCE ON INDUSTRIAL AND MANUFACTURING ENGINEERING (ICI&ME 2020), 2020, 1003
  • [29] The detection of architectural distortion in mammograms by using support vector machine
    Gong, Zhu-Lin
    Chen, Ying
    Zhang, Lu
    Shanghai Jiaotong Daxue Xuebao/Journal of Shanghai Jiaotong University, 2009, 43 (07): : 1038 - 1042
  • [30] Intelligent Detection of Small Faults Using a Support Vector Machine
    Zeng, Aiping
    Yan, Lei
    Huang, Yaping
    Ren, Enming
    Liu, Tao
    Zhang, Hui
    ENERGIES, 2021, 14 (19)