Title :
Investigation of state division in botnet detection model
Author :
Wei Wan ; Jun Li
Author_Institution :
Univ. of Chinese Acad. of Sci., Beijing, China
Abstract :
Botnet as a new technology of attacks is a serious threat to Internet security. With the rapid development of the botnet, botnet based several protocols came into being. In accordance with the feature of botnet, the Hidden Markov Model has application in botnet detection. Firstly, according to the situation and problems of the botnet recently, the life cycle and behaviour characteristics of the botnet have been analysed. After that a mathematical model based on state division has been built to describe the botnet. Meanwhile, a method of botnet detection based on this model has been proposed. Finally, we analyzed and summarized the experimental results, and verified the reliability and rationality of the detection method.
Keywords :
Internet; hidden Markov models; security of data; Internet security; botnet based protocols; botnet behaviour characteristics; botnet detection model; botnet life cycle; hidden Markov model; state division; Automata; Centralized control; Computer crime; Hidden Markov models; Monitoring; Protocols; Botnet; Hidden Markov Model; State Division;
Conference_Titel :
Advanced Communication Technology (ICACT), 2014 16th International Conference on
Conference_Location :
Pyeongchang
Print_ISBN :
978-89-968650-2-5
DOI :
10.1109/ICACT.2014.6778961