Sensors • Vol 23 • No 2
Composition of Hybrid Deep Learning Model and Feature Optimization for Intrusion Detection System
January 2023 • Azriel Henry, Sunil Gautam, Samrat Khanna, Khaled M. Rabie, Thokozani Shongwe, Pronaya Bhattacharya, Bhisham Sharma, S. Chowdhury
Recently, with the massive growth of IoT devices, the attack surfaces have also intensified. Thus, cybersecurity has become a critical component to protect organizational boundaries. In networks, Intrusion Detection Systems (IDSs) are employed to raise critical flags during network management. One aspect is malicious traffic identification, where zero-day attack detection is a critical problem of study. Current approaches are aligned towards deep learning (DL) methods for IDSs, but the success of the DL mechanism …