Network Intrusion Detection based on IWEasyTL Algorithm

Abstract:
To achieve higher network intrusion detection performance in the changing network environment, transfer learning is introduced and a network intrusion detection method based on Iterative and Weighted Easy Transfer Learning (IWEasyTL) algorithm is proposed. The IWEasyTL algorithm is EasyTL-based, but it solves the problem that different features cannot be treated differently in EasyTL. Experimental results show that our method can effectively deal with changes in the network environment and achieve better performance.