The Missing Link in Network Intrusion Detection: Taking AI/ML Research Efforts to Users
Katharina Dietz,
Michael Mühlhauser,
Jochen Kögel
et al.
Abstract:Intrusion Detection Systems (IDS) tackle the challenging task of detecting network attacks as fast as possible. As this is getting more complex in modern enterprise networks, Artificial Intelligence (AI) and Machine Learning (ML) have gained substantial popularity in research. However, their adoption into real-world IDS solutions remains poor. Academic research often overlooks the interconnection of users and technical aspects. This leads to less explainable AI/ML models that hinder trust among AI/ML non-exper… Show more
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