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

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