Q-DATA: Enhanced Traffic Flow Monitoring in Software-Defined Networks applying Q-learning

no code implementations • 4 Sep 2019 • Trung V. Phan, Syed Tasnimul Islam, Tri Gia Nguyen, Thomas Bauschert

We first describe and analyse an SDN-based traffic flow matching control system that applies a reinforcement learning approach based on Q-learning algorithm in order to maximize the traffic flow granularity.

Management Q-Learning +2

Q-MIND: Defeating Stealthy DoS Attacks in SDN with a Machine-learning based Defense Framework

no code implementations • 27 Jul 2019 • Trung V. Phan, T M Rayhan Gias, Syed Tasnimul Islam, Truong Thu Huong, Nguyen Huu Thanh, Thomas Bauschert

We first analyze the adversary model of stealthy DoS attacks, the related vulnerabilities in SDN-based networks and the key characteristics of stealthy DoS attacks.

Anomaly Detection BIG-bench Machine Learning +2