Accurate Detection of Peer-to-Peer Botnet using Multi-Stream Fused Scheme
Nowadays decentralized botnets pose a great threat to Internet. They evolve new features such as P2P Command and Control(C&C), which makes traditional detection methods no longer effective for indicating the existence of the bots. In this paper, based on several of the new P2P botnet characteristic properties, we propose a novel real-time detecting model – MSFM (Multi-Stream Fused Model). MSFM considers multiple types of packets’ unique characteristics and handle them with corresponding strategies . Extensive experiment results show that our model can accurately detect peer-to-peer botnet with relatively low false-positive and false-negative rates.