Machine learning approach equipped with neighbourhood component analysis for DDoS attack detection in software-defined networking

Ö Tonkal, H Polat, E Başaran, Z Cömert, R Kocaoğlu - Electronics, 2021 - mdpi.com
The Software-Defined Network (SDN) is a new network paradigm that promises more
dynamic and efficiently manageable network architecture for new-generation networks. With …

Automated DDOS attack detection in software defined networking

N Ahuja, G Singal, D Mukhopadhyay… - Journal of Network and …, 2021 - Elsevier
Abstract Software-Defined Networking (SDN) is a networking paradigm that has redefined
the term network by making the network devices programmable. SDN helps network …

An evolutionary SVM model for DDOS attack detection in software defined networks

KS Sahoo, BK Tripathy, K Naik… - IEEE …, 2020 - ieeexplore.ieee.org
Software-Defined Network (SDN) has become a promising network architecture in current
days that provide network operators more control over the network infrastructure. The …

Detecting DDoS attacks in software-defined networks through feature selection methods and machine learning models

H Polat, O Polat, A Cetin - Sustainability, 2020 - mdpi.com
Software Defined Networking (SDN) offers several advantages such as manageability,
scaling, and improved performance. However, SDN involves specific security problems …

DDoS attack detection with feature engineering and machine learning: the framework and performance evaluation

M Aamir, SMA Zaidi - International Journal of Information Security, 2019 - Springer
This paper applies an organized flow of feature engineering and machine learning to detect
distributed denial-of-service (DDoS) attacks. Feature engineering has a focus to obtain the …

[PDF][PDF] DDoS Detection in SDN using Machine Learning Techniques.

MW Nadeem, HG Goh, V Ponnusamy… - Computers, Materials & …, 2022 - cdn.techscience.cn
Software-defined network (SDN) becomes a new revolutionary paradigm in networks
because it provides more control and network operation over a network infrastructure. The …

Design of ensemble learning methods for DDoS detection in SDN environment

V Deepa, KM Sudar… - … Conference on Vision …, 2019 - ieeexplore.ieee.org
Software Defined Network (SDN) is a new approach to build architecture of computer
networks that is dynamic, adaptable, manageable and low cost. The SDN paradigm offers …

A DDoS attack detection and countermeasure scheme based on DWT and auto-encoder neural network for SDN

RF Fouladi, O Ermiş, E Anarim - Computer Networks, 2022 - Elsevier
Abstract Software Defined Networking provides new functionalities to easily manage,
configure, and optimize network resources by introducing a clear separation between the …

Detection and analysis of TCP-SYN DDoS attack in software-defined networking

R Swami, M Dave, V Ranga - Wireless Personal Communications, 2021 - Springer
Software-defined networking (SDN) is an advanced networking technology that yields
flexibility with cost-efficiency as per the business requirements. SDN breaks the vertical …

A generalized machine learning model for DDoS attacks detection using hybrid feature selection and hyperparameter tuning

RK Batchu, H Seetha - Computer Networks, 2021 - Elsevier
In the digital era, the usage of network-connected devices is rapidly growing which leads to
an increase in cyberattacks. Among them, Distributed Denial of Service (DDoS) attacks are …