DDoS detection and analysis in SDN-based environment using support vector machine classifier

RT Kokila, ST Selvi… - 2014 sixth international …, 2014 - ieeexplore.ieee.org
… SVM is widely used classifier with high accuracy and less false positive rate. We analyze
the SVM classifier and compare it with other classifiers for DDoS detection. The experiments …

DDoS detection in SDN switches using support vector machine classifier

X Li, D Yuan, H Hu, J Ran, S Li - 2015 Joint International …, 2015 - atlantis-press.com
DDoS detection is necessary for SDN switches. Support vector machine (SVM) classification
… In this article, we will detect DDoS attacks using SVM optimized parameter c and g with …

[PDF][PDF] An intelligent ddos attack detection system using packet analysis and support vector machine

K Kato, V Klyuev - IJICR, 2014 - infonomics-society.org
… the detection system using a support vector machine (SVM). … In Section 4, we discuss the
DDoS attack by calculating bytes … -support vector classification (C-SVC) for training and testing

Advanced support vector machine‐(ASVM‐) based detection for distributed denial of service (DDoS) attack on software defined networking (SDN)

M Myint Oo, S Kamolphiwong… - Journal of Computer …, 2019 - Wiley Online Library
… are to propose a detection method of DDoS attacks by using … and to propose Advanced
Support Vector Machine (ASVM) … classification result by measuring false alarm rate, detection

Detection of DDoS attacks using Enhanced Support Vector Machines with real time generated dataset

T Subbulakshmi, K BalaKrishnan… - 2011 Third …, 2011 - ieeexplore.ieee.org
Denial of Service (DDoS) detection dataset and detect them using the Enhanced Support
Vector Machines. … It is inferred that EMCSVM produces better classification rate for the DDoS

DDoS detection based on wavelet kernel support vector machine

M YANG, R WANG - The Journal of China Universities of Posts and …, 2008 - Elsevier
… kernel function theory, an admissive support vector kernel, which is a … , wavelet support vector
machine (WSVM) is applied to DDoS … 1 Support vector machine classification with a linear …

Development of DDoS attack detection approach in software defined network using support vector machine classifier

OD Adeniji, DB Adekeye, SA Ajagbe… - … Computing and Social …, 2022 - Springer
… enabled by the P4 language, to detect attacks directly in network switches, … detect DDos
Attacks in IPv6 Enabled SDNs using a machine learning (ML) algorithm, support vector machine (…

Detecting denial of service attacks using support vector machines

S Mukkamala, AH Sung - … on Fuzzy Systems, 2003. FUZZ'03., 2003 - ieeexplore.ieee.org
… for service. This paper concerns detecting DOS attacks using Support Vector Machines (SVMs)…
eflicient and accurate classifiers can be constructed by using SVMs to detect DOS attacks. …

Security challenges in internet of things: Distributed denial of service attack detection using support vector machine‐based expert systems

A Mubarakali, K Srinivasan, R Mukhalid… - Computational …, 2020 - Wiley Online Library
DDoS attack detection model based on SDN environment by combining support vector machine
classification … extracted and based on it the DDoS attack can be detected. Based on the …

An intelligent intrusion detection system for distributed denial of service attacks: A support vector machine with hybrid optimization algorithm based approach

S Sokkalingam, R Ramakrishnan - … and Computation: Practice …, 2022 - Wiley Online Library
… are some machine learning algorithms used for DDoS detection. DDoS attack detection is
… algorithm Confusion matrix Internet security The ensemble classifiers have higher detection