Multi-objective evolving long-short term memory networks with attention for network intrusion detection

Wenhong Wei, Yi Chen, Qiuzhen Lin, Junkai Ji, Ka-Chun Wong, Jianqiang Li

Abstract: Highlights•EvoBMF: a multi-objective evolutionary DL model for IDS.•EvoBMF uses BiLSTM, MHA, and FCL for feature extraction and classification.•NAS technique automates parameter adjustment of EvoBMF.•SMOTE technique improves recognition rate of minority attack classes.