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Incident identification through outlier analysis

Incident identification through outlier analysis (PDF, 5.75MB)Published: 16 Feb, 2016
Created by
Joshua Lewis

Distinguishing between friend and foe as millions of packets traverse a network at any given moment can be a very tedious and trying objective. Packets can contain viruses, malware, and botnets which necessitates the need to detect them fast. However, chasing every packet often becomes unmanageable and can often lead to many dead ends. Traditional approaches to this problem rely on heuristics or signatures with a known bad which tend to be ineffective to the advanced attacker. Instead, this paper will go beyond the known bad and describe a general approach of honing in on packets of interest utilizing the behavior and profiling of a network. The use of behavior analysis and profiling for packets that ordinarily traverse a network can shine light on the shadows that the enemy lurks in that bypass traditional detection. This behavior analysis and profiling is especially imperative since knowing the characteristics of your packets can certainly reveal their true intentions.