Feature Selection Strategy for Network Intrusion Detection System (NIDS) Using Meerkat Clan Algorithm
Dublin Core
Title
Feature Selection Strategy for Network Intrusion Detection System (NIDS) Using Meerkat Clan Algorithm
Subject
Meerkat Clan Algorithm
Selection of features
NIDS
NSL-KDD
UNSW-NB15
Description
The task of network security is to keep services available at all times by dealing with hacker attacks. One of the mechanisms obtainable is the Intrusion Detection System (IDS) which is used to sense and classify any abnormal actions. Therefore, the IDS system should always be up-to-date with the latest hacker attack signatures to keep services confidential, safe, and available. IDS speed is a very important issue in addition to learning new attacks. A modified selection strategy based on features was proposed in this paper one of the important swarm intelligent algorithms is the Meerkat Clan Algorithm (MCA). Meerkat Clan Algorithm has good diversity solutions through its neighboring generation conduct and it was used to solve several problems. The proposed strategy benefitted from mutual information to increase the performance and decrease the consumed time. Two datasets (NSL-KDD & UNSW-NB15) for Network Intrusion Detection Systems (NIDS) have been used to verify the performance of the proposed algorithm. The experimental findings indicate that, compared to other approaches, the proposed algorithm produces good results in a minimum of time.
Creator
R. Muhsen, Atheer
G. Jumaa, Ghazwh
F. AL Bakri, Nadia
T. Sadiq, Ahmed
Source
International Journal of Interactive Mobile Technologies (iJIM); Vol. 15 No. 16 (2021); pp. 158-171
1865-7923
Publisher
International Association of Online Engineering (IAOE), Vienna, Austria
Date
2021-08-23
Rights
Copyright (c) 2021 Atheer R. Muhsen, Ghazwh G. Jumaa, Nadia F. AL Bakri, Ahmed T. Sadiq
Relation
Format
application/pdf
Language
eng
Type
info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
Peer-reviewed Article
Identifier
Citation
R. Muhsen, Atheer et al., Feature Selection Strategy for Network Intrusion Detection System (NIDS) Using Meerkat Clan Algorithm, International Association of Online Engineering (IAOE), Vienna, Austria, 2021, accessed November 23, 2024, https://igi.indrastra.com/items/show/2069