{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,24]],"date-time":"2026-03-24T16:22:56Z","timestamp":1774369376773,"version":"3.50.1"},"reference-count":20,"publisher":"Informa UK Limited","issue":"8","content-domain":{"domain":["www.tandfonline.com"],"crossmark-restriction":true},"short-container-title":["Cybernetics and Systems"],"published-print":{"date-parts":[[2025,11,17]]},"DOI":"10.1080\/01969722.2023.2296246","type":"journal-article","created":{"date-parts":[[2023,12,25]],"date-time":"2023-12-25T10:03:11Z","timestamp":1703498591000},"page":"1160-1176","update-policy":"https:\/\/doi.org\/10.1080\/tandf_crossmark_01","source":"Crossref","is-referenced-by-count":14,"title":["Performance Evaluation and Comparative Analysis of Machine Learning Models on the UNSW-NB15 Dataset: A Contemporary Approach to Cyber Threat Detection"],"prefix":"10.1080","volume":"56","author":[{"given":"Afrah","family":"Fathima","sequence":"first","affiliation":[{"name":"Department of CS & IT, Maulana Azad National Urdu University","place":["Hyderabad, India"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Amir","family":"Khan","sequence":"additional","affiliation":[{"name":"Department of CS & IT, Maulana Azad National Urdu University","place":["Hyderabad, India"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Md Faizan","family":"Uddin","sequence":"additional","affiliation":[{"name":"Department of AI & Data Science, Chaitanya Bharathi Institute of Technology","place":["Hyderabad, India"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mohammad Maqbool","family":"Waris","sequence":"additional","affiliation":[{"name":"Department of Mechanical Engineering, Adama Science and Technology University","place":["Adama, Ethiopia"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sultan","family":"Ahmad","sequence":"additional","affiliation":[{"name":"Department of Computer Science, College of Computer Engineering and Sciences, Prince Sattam Bin Abdulaziz University","place":["Alkharj, Saudi Arabia"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Cesar","family":"Sanin","sequence":"additional","affiliation":[{"name":"Department of Mechanical Engineering, The University of Newcastle","place":["Newcastle, Australia"]}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Edward","family":"Szczerbicki","sequence":"additional","affiliation":[{"name":"Faculty of Management and Economics, Gdansk University of Technology","place":["Gdansk, Poland"]}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"301","published-online":{"date-parts":[[2023,12,25]]},"reference":[{"issue":"3","key":"e_1_3_2_2_1","first-page":"420","article-title":"Feature Selection for Intrusion Detection System Using Ant Colony Optimization","volume":"18","author":"Aghdam M. H.","year":"2016","unstructured":"Aghdam, M. H., and P. Kabiri. 2016. \u201cFeature Selection for Intrusion Detection System Using Ant Colony Optimization.\u201d International Journal of Network Security 18 (3): 420\u2013432.","journal-title":"International Journal of Network Security"},{"issue":"10","key":"e_1_3_2_3_1","first-page":"18249","article-title":"Intrusion Detection System Using Machine Learning Approach","volume":"5","author":"Akshaya P.","year":"2016","unstructured":"Akshaya, P. 2016. \u201cIntrusion Detection System Using Machine Learning Approach.\u201d International Journal of Computer Sciences and Engineering 5 (10): 18249\u201318254.","journal-title":"International Journal of Computer Sciences and Engineering"},{"key":"e_1_3_2_4_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2020.113249"},{"key":"e_1_3_2_5_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICFTIC54370.2021.9647222"},{"key":"e_1_3_2_6_1","doi-asserted-by":"publisher","DOI":"10.5626\/JCSE.2011.5.4.305"},{"key":"e_1_3_2_7_1","volume-title":"Computer and Cyber Security: Principles, Algorithm, Applications, and Perspectives","author":"Gupta B. B.","year":"2018","unstructured":"Gupta, B. B. 2018. Computer and Cyber Security: Principles, Algorithm, Applications, and Perspectives. Boca Raton, FL: CRC Press."},{"issue":"11","key":"e_1_3_2_8_1","first-page":"252","article-title":"Constraints in the IoT: The World in 2020 and beyond","volume":"7","author":"Haroon A.","year":"2016","unstructured":"Haroon, A., M. A. Shah, Y. Asim, W. Naeem, M. Kamran, and Q. Javaid. 2016. \u201cConstraints in the IoT: The World in 2020 and beyond.\u201d Constraints Journal 7 (11): 252.","journal-title":"Constraints Journal"},{"issue":"3","key":"e_1_3_2_9_1","first-page":"25","article-title":"Intrusion Detection System Using Support Vector Machine","author":"Jha J.","year":"2013","unstructured":"Jha, J., and L. Ragha. 2013. \u201cIntrusion Detection System Using Support Vector Machine.\u201d IJAIS ICWAC (3): 25\u201330.","journal-title":"IJAIS"},{"key":"e_1_3_2_10_1","doi-asserted-by":"publisher","DOI":"10.1186\/s40537-020-00379-6"},{"key":"e_1_3_2_11_1","unstructured":"KDD 99 Data Set. 2018. Accessed February 14. http:\/\/kdd.ics.uci.edu\/databases\/kddcup99\/kddcup99.html."},{"key":"e_1_3_2_12_1","doi-asserted-by":"publisher","DOI":"10.1155\/2018\/1578314"},{"key":"e_1_3_2_13_1","doi-asserted-by":"publisher","DOI":"10.1109\/TSMCC.2010.2050685"},{"key":"e_1_3_2_14_1","doi-asserted-by":"publisher","DOI":"10.1109\/IC2IE50715.2020.9274570"},{"key":"e_1_3_2_15_1","doi-asserted-by":"publisher","DOI":"10.5121\/ieij.2016.4203"},{"key":"e_1_3_2_16_1","unstructured":"O\u2019Donnell L. 2020. \u201cMore Than Half of IoT Devices Vulnerable to Severe Attacks.\u201d Accessed March 2019. https:\/\/threatpost.com\/half-iotdevices-vulne rable-severe-attacks\/153609\/."},{"key":"e_1_3_2_17_1","doi-asserted-by":"publisher","DOI":"10.1007\/s13369-022-06760-2"},{"key":"e_1_3_2_18_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.comcom.2011.07.001"},{"key":"e_1_3_2_19_1","doi-asserted-by":"crossref","unstructured":"Ustebay S. Z. Turgut and M. A. Aydin. 2018. \u201cIntrusion Detection System with Recursive Feature Elimination by Using Random Forest and Deep Learning Classifier.\u201d In: international congress on big data deep learning and fighting cyber terrorism (IBIGDELFT). IEEE. 2018:71\u20136.","DOI":"10.1109\/IBIGDELFT.2018.8625318"},{"key":"e_1_3_2_20_1","doi-asserted-by":"publisher","DOI":"10.1109\/IJCNN.2019.8851756"},{"key":"e_1_3_2_21_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.comnet.2020.107247"}],"container-title":["Cybernetics and Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.tandfonline.com\/doi\/pdf\/10.1080\/01969722.2023.2296246","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,29]],"date-time":"2025-10-29T15:18:53Z","timestamp":1761751133000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.tandfonline.com\/doi\/full\/10.1080\/01969722.2023.2296246"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,12,25]]},"references-count":20,"journal-issue":{"issue":"8","published-print":{"date-parts":[[2025,11,17]]}},"alternative-id":["10.1080\/01969722.2023.2296246"],"URL":"https:\/\/doi.org\/10.1080\/01969722.2023.2296246","relation":{},"ISSN":["0196-9722","1087-6553"],"issn-type":[{"value":"0196-9722","type":"print"},{"value":"1087-6553","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,12,25]]},"assertion":[{"value":"The publishing and review policy for this title is described in its Aims & Scope.","order":1,"name":"peerreview_statement","label":"Peer Review Statement"},{"value":"http:\/\/www.tandfonline.com\/action\/journalInformation?show=aimsScope&journalCode=ucbs20","URL":"http:\/\/www.tandfonline.com\/action\/journalInformation?show=aimsScope&journalCode=ucbs20","order":2,"name":"aims_and_scope_url","label":"Aim & Scope"},{"value":"2023-12-25","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}