Title :
Adjustable Piecewise Entropy for network traffic anomaly detection
Author :
Geng Tian ; Zhiliang Wang ; Xia Yin ; Zimu Li ; Xingang Shi ; Ziyi Lu ; Chao Zhou ; Yingya Guo
Author_Institution :
Tsinghua Nat. Lab. for Inf. Sci. & Technol. (TNList), China
fDate :
April 26 2015-May 1 2015
Abstract :
Traditional information entropy has been proved to be an effective metric on network traffic anomaly detection. However, such a metric shows some limitations in large scale networks with constantly changing flow numbers, and it makes the traditional entropy inefficient for traffic anomaly detection. To address this problem, we propose Adjustable Piecewise Entropy to improve traditional entropy for traffic anomaly detection.
Keywords :
computer network security; entropy; telecommunication traffic; adjustable piecewise entropy; large scale network; network traffic anomaly detection; traditional information entropy; Entropy; Information entropy; Traffic anomaly detection;
Conference_Titel :
Computer Communications Workshops (INFOCOM WKSHPS), 2015 IEEE Conference on
Conference_Location :
Hong Kong
DOI :
10.1109/INFCOMW.2015.7179342