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 Conference Papers Conference Paper Faculty Publications- Conference Papers 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 Firefly Algorithm andDeep Neural Network Approach forIntrusion Detection Subject The topic of the resource Firefly algorithm; Hybridization; Intrusion detection; Machine learning; Optimization; Swarm intelligence Description An account of the resource Metaheuristic optimization has grown in popularity as a way for solving complex issues that are difficult to solve using traditional methods. With fast growth of the available storage space and processing capabilities of the modern computers, the machine learning domain, that can be succinctly formulated as the process of enabling the computers to make successful forecasts based on the previous experiences, has recently been under spectacular growth. This paper presents intrusion detection approach by utilizing hybrid method between firefly algorithm and deep neural network. The basic firefly algorithm, as a frequently employed swarm intelligence method, has several known deficiencies, and to overcome them, an enhanced firefly algorithm was proposed and used in this manuscript. For experimental purposes, KDD Cup 99 and NSL-KDD datasets from Kaggle and UCL repositories were taken and comparison with other frameworks that have been validated for the same datasets was executed. Based on simulation data, proposed method was able to establish better values for accuracy, precision, recall, F-score, sensitivity and specificity metrics than other approaches. 2022, The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. Creator An entity primarily responsible for making the resource Zivkovic M.; Bacanin N.; Arandjelovic J.; Strumberger I.; Venkatachalam K. Source A related resource from which the described resource is derived Lecture Notes in Electrical Engineering, Vol-925, pp. 1-12. Publisher An entity responsible for making the resource available Springer Science and Business Media Deutschland GmbH 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/10.1007/978-981-19-4831-2_1" target="_blank" rel="noreferrer noopener">https://doi.org/10.1007/978-981-19-4831-2_1</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85139389995&amp;doi=10.1007%2F978-981-19-4831-2_1&amp;partnerID=40&amp;md5=c5edd8a80ea621a6dd0569058dc8adb2" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85139389995&amp;doi=10.1007%2f978-981-19-4831-2_1&amp;partnerID=40&amp;md5=c5edd8a80ea621a6dd0569058dc8adb2</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISSN: 18761100; ISBN: 978-981194830-5 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 Conference paper Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Zivkovic M., Singidunum University, Danijelova 32, Belgrade, 11000, Serbia; Bacanin N., Singidunum University, Danijelova 32, Belgrade, 11000, Serbia; Arandjelovic J., Singidunum University, Danijelova 32, Belgrade, 11000, Serbia; Strumberger I., Singidunum University, Danijelova 32, Belgrade, 11000, Serbia; Venkatachalam K., Department of Computer Science and Engineering, CHRIST (Deemed to be University), Bangalore, India