Resource-Aware Ensemble Framework for DDoS Detection in SDN via Novel Game-Theoretic Feature Selection
TL;DR
This paper introduces a resource-aware ensemble framework for DDoS detection in SDN, utilizing a novel game-theoretic feature selection method to enhance detection accuracy and efficiency against evolving attack vectors.
Resource-Aware Ensemble Framework for DDoS Detection in SDN via Novel Game-Theoretic Feature Selection
Mohamed Mehdi Trigui; Md Sakibul Islam; Muhammad Dikko Gambo; Mir Suhail Alam; Tarek Helmy
https://doi.org/10.1109/ACCESS.2025.3618519
Volume 14
Distributed Denial-of-Service (DDoS) attacks continue to threaten the reliability and performance of modern network infrastructures, particularly in Software-Defined Networking (SDN) environments, where the centralized controller represents a critical single point of failure. The growing complexity of DDoS vectors, including low-rate and zero-day attacks, calls for detection frameworks that are no...