HSF: A Hybrid SVM-RF Machine Learning Framework for Dual-Plane DDoS Detection and Mitigation in Software-Defined Networks

HSF: A Hybrid SVM-RF Machine Learning Framework for Dual-Plane DDoS Detection and Mitigation in Software-Defined Networks

Software-defined networking (SDN) has revolutionized network management by centralizing control through software, thereby enabling dynamic traffic adjustments that are independent of the data plane. However, this innovation introduces significant security vulnerabilities because the existing solutio...

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Bibliographic Details
Main Authors: Abdinasir Hirsi, Lukman Audah, Mohammed A. Alhartomi, Adeb Salh, Godwin Okon Ansa, Mustafa Maad Hamdi, Diani Galih Saputri, Salman Ahmed, Abdullahi Farah
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Access
Subjects:
DDoS attack
machine learning
network security
random forest
SDN security
support vector machine
Online Access:https://ieeexplore.ieee.org/document/11053758/
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https://ieeexplore.ieee.org/document/11053758/

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