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Collaborative Feature Maps of Networks and Hosts for AI-driven Intrusion Detection. (arXiv:2208.05085v1 [cs.CR])
Aug. 11, 2022, 1:20 a.m. | Jinxin Liu, Murat Simsek, Burak Kantarci, Mehran Bagheri, Petar Djukic
cs.CR updates on arXiv.org arxiv.org
Intrusion Detection Systems (IDS) are critical security mechanisms that
protect against a wide variety of network threats and malicious behaviors on
networks or hosts. As both Network-based IDS (NIDS) or Host-based IDS (HIDS)
have been widely investigated, this paper aims to present a Combined Intrusion
Detection System (CIDS) that integrates network and host data in order to
improve IDS performance. Due to the scarcity of datasets that include both
network packet and host data, we present a novel CIDS dataset …
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