A DDoS Detection Method Based on Feature Engineering and Machine Learning in Software-Defined Networks

A DDoS Detection Method Based on Feature Engineering and Machine Learning in Software-Defined Networks

Distributed denial-of-service (DDoS) attacks pose a significant cybersecurity threat to software-defined networks (SDNs). This paper proposes a feature-engineering- and machine-learning-based approach to detect DDoS attacks in SDNs. First, the CSE-CIC-IDS2018 dataset was cleaned and normalized, and...

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Bibliographic Details
Main Authors: Zhenpeng Liu, Yihang Wang, Fan Feng, Yifan Liu, Zelin Li, Yawei Shan
Format: Article
Language:English
Published: MDPI AG 2023-07-01
Series:Sensors
Subjects:
software-defined networking
DDoS attacks
feature engineering
machine learning
binary grey wolf optimization algorithm
Online Access:https://www.mdpi.com/1424-8220/23/13/6176

Internet

https://www.mdpi.com/1424-8220/23/13/6176

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