IEEE

Real-Time Threat Management Using Deep Q-Learning and Mininet

Abstract: The research combines Deep Q-Learning(DQN) with a Mininet-based network simulation and Scapy intrusions detection system (IDS) for malicious traffic prioritizing. The RL agent continuously ...
IEEE

A Multi-objective Evolutionary Algorithm Based on Q-learning for Adaptive Reference Vectors and Partition Deletion Strategy

Abstract: The performance of decomposition algorithms is highly sensitive to the shape of the Pareto front, as the predefined reference vectors may not always be adapted to various problem ...