Title
On the use of sketches and wavelet analysis for network anomaly detection
Abstract
In the last few years, the number and impact of security attacks over the Internet have been continuously increasing. Since it seems impossible to guarantee complete protection to a system by means of the "classical" prevention mechanisms, the use of Intrusion Detection Systems has emerged as a key element in network security. In this paper we address the problem considering a novel technique for detecting network anomalies. Our approach is based on the combined use of sketch and wavelet analysis to reveal the anomalies present in data collected at the router level. The performance analysis, presented in this paper, demonstrates the effectiveness of the proposed method.
Year
DOI
Venue
2010
10.1145/1815396.1815473
IWCMC
Keywords
Field
DocType
performance analysis,network anomaly,anomalies present,network anomaly detection,key element,complete protection,network security,intrusion detection systems,security attack,combined use,wavelet analysis,intrusion detection system,anomaly detection,pca,data collection
Data mining,Anomaly detection,Computer science,Network security,Computer network,Anomaly-based intrusion detection system,Router,Intrusion detection system,Sketch,Wavelet,The Internet
Conference
Citations 
PageRank 
References 
7
0.52
9
Authors
4
Name
Order
Citations
PageRank
Christian Callegari170.52
Stefano Giordano260986.56
Michele Pagano319831.51
Teresa Pepe412311.26