@inproceedings{5a8869aec8724181bcc349c36280273d,
title = "Design of intrusion sensitivity-based trust management model for collaborative intrusion detection networks",
abstract = "Network intrusions are becoming more and more sophisticated to detect. To mitigate this issue, intrusion detection systems (IDSs) have been widely deployed in identifying a variety of attacks and collaborative intrusion detection networks (CIDNs) have been proposed which enables an IDS to collect information and learn experience from other IDSs with the purpose of improving detection accuracy. A CIDN is expected to have more power in detecting attacks such as denial-of-service (DoS) than a single IDS. In real deployment, we notice that each IDS has different levels of sensitivity in detecting different types of intrusions (i.e., based on their own signatures and settings). In this paper, we propose a machine learning-based approach to assign intrusion sensitivity based on expert knowledge and design a trust management model that allows each IDS to evaluate the trustworthiness of others by considering their detection sensitivities. In the evaluation, we explore the performance of our proposed approach under different attack scenarios. The experimental results indicate that by considering the intrusion sensitivity, our trust model can enhance the detection accuracy of malicious nodes as compared to existing similar models.",
keywords = "Collaborative intrusion detection network, Intrusion detection, Intrusion sensitivity, Network security, Trust management",
author = "Wenjuan Li and Weizhi Meng and Kwok, {Lam For}",
note = "Publisher Copyright: {\textcopyright} IFIP International Federation for Information Processing 2014.; 8th IFIP WG 11.11 International Conference on Trust Management, IFIPTM 2014 ; Conference date: 07-07-2014 Through 10-07-2014",
year = "2014",
doi = "10.1007/978-3-662-43813-8_5",
language = "English",
series = "IFIP Advances in Information and Communication Technology",
publisher = "Springer New York LLC",
pages = "61--76",
editor = "Jianying Zhou and Jianying Zhou and Nurit Gal-Oz and Nurit Gal-Oz and Jie Zhang and Jie Zhang and Ehud Gudes and Ehud Gudes",
booktitle = "Trust Management VIII - 8th IFIP WG 11.11 International Conference, IFIPTM 2014, Proceedings",
address = "United States",
}