Understanding and Evaluating the Impact of Sampling on Anomaly Detection Techniques

Androulidakis, G; Chatzigiannakis, V; Papavassiliou, S; Grammatikou, M; Maglaris, V

dc.contributor.author	Androulidakis, G	en
dc.contributor.author	Chatzigiannakis, V	en
dc.contributor.author	Papavassiliou, S	en
dc.contributor.author	Grammatikou, M	en
dc.contributor.author	Maglaris, V	en
dc.date.accessioned	2014-03-01T02:50:17Z
dc.date.available	2014-03-01T02:50:17Z
dc.date.issued	2006	en
dc.identifier.uri	https://dspace.lib.ntua.gr/xmlui/handle/123456789/35022
dc.subject	Anomaly Detection	en
dc.subject	Change Point Detection	en
dc.subject	Packet Sampling	en
dc.subject	Principal Component Analysis	en
dc.title	Understanding and Evaluating the Impact of Sampling on Anomaly Detection Techniques	en
heal.type	conferenceItem	en
heal.identifier.primary	10.1109/MILCOM.2006.302407	en
heal.identifier.secondary	http://dx.doi.org/10.1109/MILCOM.2006.302407	en
heal.publicationDate	2006	en
heal.abstract	In this paper, the emphasis is placed on the evaluation of the impact of various packet sampling techniques that have been proposed in the PSAMP IETF draft, on two widely used anomaly detection approaches. More specifically, we evaluate the behavior of a sequential nonparametric change-point detection method and an algorithm based on principal component analysis (PCA) with the use of	en
heal.journalName	MILCOM, Military Communications Conference	en
dc.identifier.doi	10.1109/MILCOM.2006.302407	en