Exploiting Incremental Classifiers for the Training of an Adaptive Intrusion Detection Model.

A Deep Learning Approach to Network Intrusion Detection

Nathan Shone, Trần Nguyên Ngọc, Qi Shi · IEEE Transactions on Emerging Topics in Computational Intelligence · 2018 · 1.7K citations · Full text

Computing, Computer Science, Cybersecurity +17

Towards a Reliable Intrusion Detection Benchmark Dataset

Iman Sharafaldin, Amirhossein Gharib, Arash Habibi Lashkari et al. · Software Networking · 2017 · 300 citations · Full text

Computing, Computer Science, Cybersecurity +14

A few-shot deep learning approach for improved intrusion detection

Md Moin Uddin Chowdhury, Frederick Hammond, Glenn Konowicz et al. · 2017 · 108 citations

Computing, Computer Science, Cybersecurity +14

RFAODE: A Novel Ensemble Intrusion Detection System

M. A. Jabbar, Rajanikanth Aluvalu, S. Sai Satyanarayana Reddy · Procedia Computer Science · 2017 · 103 citations · Full text

Computing, Computer Engineering, Computer Science +17

Feature selection techniques for intrusion detection using non-bio-inspired and bio-inspired optimization algorithms

V. R. Balasaraswathi, M. Sugumaran, Yasir Hamid · Journal of Communications and Information Networks · 2017 · 83 citations · Full text

Computing, Computer Engineering, Computer Science +16