Re: How do behavioral/anomaly detection systems learn?
From: Stefano Zanero (stefano.zanero_at_ieee.org)
Date: 02/08/04
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Date: Sun, 08 Feb 2004 19:46:03 +0100 To: focus-ids@securityfocus.com
Sasha Romanosky wrote:
> You raise a very interesting attack against these systems, that of some
> one "teaching" the system bad habits. Any idea what sort of conditions
> might exist to facilitate this, or how one might go about it?
It's quite simple, actually. There is no need to retrain the IDS
on-line. Once trained under controlled conditions, most of these
systems drift very slowly under normal operations.
The concept is known as "semantic drift issue" in the Anomaly Detection
literature
Stefano
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