Detection and Defense Algorithms of Different Types of DDoS Attacks Using Machine Learning

Detection and Defense Algorithms of Different Types of DDoS Attacks Using Machine Learning

Recently, many organizations require security tools to maintain their network or IoT environment from DDoS attacks. Most security tools today, do not have enough power to detect whether the incoming packet is a normal packet or DDoS packet. The purpose of the DDoS attack is to undermine the web serv...

Full description

Bibliographic Details
Published in:Lecture Notes in Electrical Engineering
Main Author: Yusof M.A.M.; Ali F.H.M.; Darus M.Y.
Format: Conference paper
Language:English
Published: Springer Verlag 2018
Online Access:https://www.scopus.com/inward/record.uri?eid=2-s2.0-85043340051&doi=10.1007%2f978-981-10-8276-4_35&partnerID=40&md5=a3343644ed18a737fff30a32d0ebfa8a
id 2-s2.0-85043340051
spelling 2-s2.0-85043340051
Yusof M.A.M.; Ali F.H.M.; Darus M.Y.
Detection and Defense Algorithms of Different Types of DDoS Attacks Using Machine Learning
2018
Lecture Notes in Electrical Engineering
488

10.1007/978-981-10-8276-4_35
https://www.scopus.com/inward/record.uri?eid=2-s2.0-85043340051&doi=10.1007%2f978-981-10-8276-4_35&partnerID=40&md5=a3343644ed18a737fff30a32d0ebfa8a
Recently, many organizations require security tools to maintain their network or IoT environment from DDoS attacks. Most security tools today, do not have enough power to detect whether the incoming packet is a normal packet or DDoS packet. The purpose of the DDoS attack is to undermine the web server of an organization that may run a business. Therefore, this research is conducted to design a technique called Packet Threshold Algorithm (PTA) coupled with SVM in order to detect four types of DDoS attacks such as TCP SYN flood, UDP flood, Ping of Death and Smurf. The results of this research on the use of this technique is claimed enable the action of minimizing false positive rates and increases the detection accuracy in comparison to the other three current techniques. The TPA-SVM technique has the capability of detecting incoming packets as normal packets or DDoS attacks. The DDoS attack type of detection is based on the packet threshold. © 2018, Springer Nature Singapore Pte Ltd.
Springer Verlag
18761100
English
Conference paper
author Yusof M.A.M.; Ali F.H.M.; Darus M.Y.
spellingShingle Yusof M.A.M.; Ali F.H.M.; Darus M.Y.
Detection and Defense Algorithms of Different Types of DDoS Attacks Using Machine Learning
author_facet Yusof M.A.M.; Ali F.H.M.; Darus M.Y.
author_sort Yusof M.A.M.; Ali F.H.M.; Darus M.Y.
title Detection and Defense Algorithms of Different Types of DDoS Attacks Using Machine Learning
title_short Detection and Defense Algorithms of Different Types of DDoS Attacks Using Machine Learning
title_full Detection and Defense Algorithms of Different Types of DDoS Attacks Using Machine Learning
title_fullStr Detection and Defense Algorithms of Different Types of DDoS Attacks Using Machine Learning
title_full_unstemmed Detection and Defense Algorithms of Different Types of DDoS Attacks Using Machine Learning
title_sort Detection and Defense Algorithms of Different Types of DDoS Attacks Using Machine Learning
publishDate 2018
container_title Lecture Notes in Electrical Engineering
container_volume 488
container_issue
doi_str_mv 10.1007/978-981-10-8276-4_35
url https://www.scopus.com/inward/record.uri?eid=2-s2.0-85043340051&doi=10.1007%2f978-981-10-8276-4_35&partnerID=40&md5=a3343644ed18a737fff30a32d0ebfa8a
description Recently, many organizations require security tools to maintain their network or IoT environment from DDoS attacks. Most security tools today, do not have enough power to detect whether the incoming packet is a normal packet or DDoS packet. The purpose of the DDoS attack is to undermine the web server of an organization that may run a business. Therefore, this research is conducted to design a technique called Packet Threshold Algorithm (PTA) coupled with SVM in order to detect four types of DDoS attacks such as TCP SYN flood, UDP flood, Ping of Death and Smurf. The results of this research on the use of this technique is claimed enable the action of minimizing false positive rates and increases the detection accuracy in comparison to the other three current techniques. The TPA-SVM technique has the capability of detecting incoming packets as normal packets or DDoS attacks. The DDoS attack type of detection is based on the packet threshold. © 2018, Springer Nature Singapore Pte Ltd.
publisher Springer Verlag
issn 18761100
language English
format Conference paper
accesstype
record_format scopus
collection Scopus
_version_ 1809677907764707328

Similar Items