TELKOMNIKA Telecommunication, Computing, Electronics and Control
Enhancement detection distributed denial of service attacks using hybrid n-gram techniques
Dublin Core
Title
TELKOMNIKA Telecommunication, Computing, Electronics and Control
Enhancement detection distributed denial of service attacks using hybrid n-gram techniques
Enhancement detection distributed denial of service attacks using hybrid n-gram techniques
Subject
Chi-square distance, DDoS, Malware, N-grams, Payload
Description
Distributed denial of service (DDoS) attacks have always been a concern of cyber experts. To detect DDoS attacks, several methods can be used. One of the methods used in this research is the n-gram technique. The n-gram approach analyzes the payload of data packets that enter the network to obtain attack patterns. Data is captured and analyzed, after which it is compared with clean data packets. The chi-square distance value close to 1 indicates that the two packages are very similar so that the data packet is not an attack. A deal less than one means the data packet is categorized as an attack. In this research, the threshold for determining the attack level can be lowered to obtain a very high detection accuracy. As a result, the 2-gram technique has a detection accuracy rate with the lowest false positive value of around 13%, with the highest actual positive ratio reaching 99.98%.
Creator
Andi Maslan, Kamaruddin Malik Mohamad, Cik Feresa Mohd Foozy
Source
DOI: 10.12928/TELKOMNIKA.v20i1.18103
Publisher
Universitas Ahmad Dahlan
Date
February 2022
Contributor
Sri Wahyuni
Rights
ISSN: 1693-6930
Relation
http://journal.uad.ac.id/index.php/TELKOMNIKA
Format
PDF
Language
English
Type
Text
Coverage
TELKOMNIKA Telecommunication, Computing, Electronics and Control
Files
Collection
Citation
Andi Maslan, Kamaruddin Malik Mohamad, Cik Feresa Mohd Foozy, “TELKOMNIKA Telecommunication, Computing, Electronics and Control
Enhancement detection distributed denial of service attacks using hybrid n-gram techniques,” Repository Horizon University Indonesia, accessed November 21, 2024, https://repository.horizon.ac.id/items/show/4248.
Enhancement detection distributed denial of service attacks using hybrid n-gram techniques,” Repository Horizon University Indonesia, accessed November 21, 2024, https://repository.horizon.ac.id/items/show/4248.