Title :
User behavior analyses based on network data stream scenario
Author :
Hao Wei ; Xingyuan Chen ; Chao Wang
Author_Institution :
Henan Province Inf. Security Key Lab., Zhengzhou Inf. Sci. & Technol. Inst., Zhengzhou, China
Abstract :
Traditional data stream analysis focused mainly on the protocol and the content of the stream, which ignored the behavior information delegated by the stream scenario. This paper proposes a user behavior analysis method based on network data stream scenario. Aiming at the characteristic of network stream, we model the user´s network access behavior in formalization and express the user´s network access behaviors in data stream graph. On this basis, we abstract out user behaviors patterns by aggregating and contracting the data stream graph into clusters, identify the user behavior by matching the user´s access behavior and the user behavior pattern. The experiment results show that the method demand in user network behavior analysis is able to meet with lower false rate and missing rate.
Keywords :
data communication; data stream graph; false rate; missing rate; network data stream scenario; user behavior analyses; user behavior pattern; user network access behavior; access pattern; behavior modleing; data stream scenario; network data stream;
Conference_Titel :
Communication Technology (ICCT), 2012 IEEE 14th International Conference on
Conference_Location :
Chengdu
Print_ISBN :
978-1-4673-2100-6
DOI :
10.1109/ICCT.2012.6511348