A Game-Theoretic Approach for AI-based Botnet Attack Defence

no code implementations • 4 Dec 2021 • Hooman Alavizadeh, Julian Jang-Jaccard, Tansu Alpcan, Seyit A. Camtepe

The new generation of botnets leverages Artificial Intelligent (AI) techniques to conceal the identity of botmasters and the attack intention to avoid detection.

Deep Q-Learning based Reinforcement Learning Approach for Network Intrusion Detection

no code implementations • 27 Nov 2021 • Hooman Alavizadeh, Julian Jang-Jaccard, Hootan Alavizadeh

In this paper, we introduce a new generation of network intrusion detection methods that combines a Q-learning-based reinforcement learning with a deep-feed forward neural network method for network intrusion detection.

Network Intrusion Detection Q-Learning +3