Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Articles Article Faculty Publications -Articles Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Biological Feature Selection and Classification Techniques for Intrusion Detection on BAT Subject The topic of the resource Bat algorithm; Dataset; Intrusion detection system; Optimal features; SVM Description An account of the resource Privacy is a significant problem in communications networks. As a factor, trustworthy knowledge sharing in computer networks is essential. Intrusion Detection Systems consist of security tools frequently used in communication networks to monitor, detect, and effectively respond to abnormal network activity. We integrate current technologies in this paper to develop an anomaly-based Intrusion Detection System. Machine Learning methods have progressively featured to enhance intelligent Anomaly Detection Systems capable of identifying new attacks. Thus, this evidence demonstrates a novel approach for intrusion detection introduced by training an artificial neural network with an optimized Bat algorithm. An essential task of an Intrusion Detection System is to maintain the highest quality and eliminate irrelevant characteristics from the attack. The recommended BAT algorithm is used to select the 41 best features to address this problem. Machine Learning based SVM classifier is used for identifying the False Detection Rate. The design is being verified using the KDD99 dataset benchmark. Our solution optimizes the standard SVM classifier. We attain optimal measures for abnormal behavior, including 97.2 %, the attack detection rate is 97.40 %, and a false-positive rate of 0.029 %. 2021, The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature. Creator An entity primarily responsible for making the resource Narayanasami S.; Sengan S.; Khurram S.; Arslan F.; Murugaiyan S.K.; Rajan R.; Peroumal V.; Dubey A.K.; Srinivasan S.; Sharma D.K. Source A related resource from which the described resource is derived Wireless Personal Communications, Vol-127, No. 2, pp. 1763-1785. Publisher An entity responsible for making the resource available Springer Date A point or period of time associated with an event in the lifecycle of the resource 2022-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1007/s11277-021-08721-8" target="_blank" rel="noreferrer noopener">https://doi.org/10.1007/s11277-021-08721-8</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85109905339&amp;doi=10.1007%2Fs11277-021-08721-8&amp;partnerID=40&amp;md5=8b100d5c15d458523ff7ebb6366496a8" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85109905339&amp;doi=10.1007%2fs11277-021-08721-8&amp;partnerID=40&amp;md5=8b100d5c15d458523ff7ebb6366496a8</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISSN: 9296212; CODEN: WPCOF Format The file format, physical medium, or dimensions of the resource Online Language A language of the resource English Type The nature or genre of the resource Article Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Narayanasami S., Department of Computer Science and Engineering, St. Martins Engineering College, Telangana, Hyderabad, 500100, India; Sengan S., Department of Computer Science and Engineering, PSN College of Engineering and Technology, Tamil Nadu, Tirunelveli, 627152, India; Khurram S., Biology Teacher, Teaching Human Social Biology and Applied Sciences, Roots IVY International Schools, Punjab, Faisalabad, 38000, Pakistan; Arslan F., University of Engineering and Technology, Punjab, Lahore, 39161, Pakistan; Murugaiyan S.K., Department of Information Technology, Sri Sai Ram Engineering College, Tamil Nadu, Chennai, 600044, India; Rajan R., Department of Computer Science and Engineering, Adhiyamaan College of Engineering, Tamil Nadu, Hosur, 635109, India; Peroumal V., School of Electronics Engineering, Vellore Institute of Technology, Tamil Nadu, Chennai, 600048, India; Dubey A.K., Department of Computer Science and Engineering, ABES Engineering College, Uttar Pradesh, Ghaziabad, 201009, India; Srinivasan S., Department of Electronics and Communications Engineering, School of Engineering and Technology, Christ (Deemed to be University), Karnataka, Bangalore, 560029, India; Sharma D.K., Department of Mathematics, Jaypee University of Engineering and Technology, Madhya Pradesh, Guna, 473226, India