{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,17]],"date-time":"2026-07-17T21:10:56Z","timestamp":1784322656187,"version":"3.55.0"},"reference-count":47,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2022,1,1]],"date-time":"2022-01-01T00:00:00Z","timestamp":1640995200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"funder":[{"DOI":"10.13039\/501100005417","name":"Universiti Teknologi Malaysia through Collaborative Research","doi-asserted-by":"publisher","award":["CRG18.2.R.K130000.7356.4B416"],"award-info":[{"award-number":["CRG18.2.R.K130000.7356.4B416"]}],"id":[{"id":"10.13039\/501100005417","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2022]]},"DOI":"10.1109\/access.2022.3151248","type":"journal-article","created":{"date-parts":[[2022,2,12]],"date-time":"2022-02-12T00:27:51Z","timestamp":1644625671000},"page":"19572-19585","source":"Crossref","is-referenced-by-count":200,"title":["Machine Learning and Deep Learning Approaches for CyberSecurity: A Review"],"prefix":"10.1109","volume":"10","author":[{"given":"Asmaa","family":"Halbouni","sequence":"first","affiliation":[{"name":"Department of Electrical and Computer Engineering, International Islamic University Malaysia, Kuala Lumpur, Malaysia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3345-4669","authenticated-orcid":false,"given":"Teddy Surya","family":"Gunawan","sequence":"additional","affiliation":[{"name":"Department of Electrical and Computer Engineering, International Islamic University Malaysia, Kuala Lumpur, Malaysia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2263-0850","authenticated-orcid":false,"given":"Mohamed Hadi","family":"Habaebi","sequence":"additional","affiliation":[{"name":"Department of Electrical and Computer Engineering, International Islamic University Malaysia, Kuala Lumpur, Malaysia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Murad","family":"Halbouni","sequence":"additional","affiliation":[{"name":"Department of Natural, Engineering and Technology Sciences, Arab American University, Jenin, Palestine"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3686-3575","authenticated-orcid":false,"given":"Mira","family":"Kartiwi","sequence":"additional","affiliation":[{"name":"Information Systems Department, International Islamic University Malaysia, Kuala Lumpur, Malaysia"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6461-9564","authenticated-orcid":false,"given":"Robiah","family":"Ahmad","sequence":"additional","affiliation":[{"name":"Razak Faculty of Technology and Informatics, Universiti Teknologi Malaysia, Kuala Lumpur, Malaysia"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","article-title":"Network intrusion detection system using deep learning technique","author":"Edeh","year":"2021"},{"key":"ref2","article-title":"Deep learning approaches for network intrusion detection","author":"Fernandez","year":"2019"},{"key":"ref3","article-title":"Comparison of deep learning frameworks and compilers","author":"Benmeziane","year":"2020"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2018.2836950"},{"key":"ref5","volume-title":"Deep Learning","author":"Goodfellow","year":"2016"},{"key":"ref6","article-title":"Building effective network security frameworks using deep transfer learning techniques","author":"Dhillon","year":"2021"},{"key":"ref7","article-title":"Anomaly-based network intrusion detection using machine learning","author":"Labonne","year":"2020"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2986882"},{"key":"ref9","article-title":"Deep learning for network intrusion detection: Attack recognition with computational intelligence","author":"Wu","year":"2020"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1016\/j.cose.2019.06.005"},{"key":"ref11","article-title":"Machine learning methods for network intrusion detection","author":"Alkasassbeh","year":"2018","journal-title":"arXiv:1809.02610"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1016\/j.cose.2017.10.011"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1016\/j.jnca.2018.12.006"},{"key":"ref14","volume-title":"Supervised learning techniques: A comparison of the random forest and the support vector machine","author":"Arnroth","year":"2016"},{"key":"ref15","article-title":"Intrusion detection using machine learning algorithms","author":"Lakshminarayana","year":"2019"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1016\/j.cose.2019.05.022"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.3001768"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1016\/j.icte.2018.04.003"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2016.06.047"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.17485\/ijst\/2017\/v10i29\/109053"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1016\/j.cose.2017.06.005"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2017.12.091"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2018.01.091"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1155\/2020\/4707909"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.3390\/s19091977"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/TETCI.2017.2772792"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2895334"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/ICSESS47205.2019.9040718"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.3390\/app11167188"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1155\/2020\/4705982"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2017.2762418"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2018.2863036"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2904620"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2893871"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1007\/s12652-019-01611-9"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/TSUSC.2018.2793284"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1007\/s10489-020-01694-4"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1145\/3411495.3421359"},{"key":"ref39","article-title":"Deep learning approach for intrusion detection system (IDS) in the Internet of Things (IoT) network using gated recurrent neural networks (GRU)","author":"Putchala","year":"2017"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2017.2780250"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1016\/j.adhoc.2019.02.001"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1145\/3299815.3314439"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/LNET.2019.2901792"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2019.105612"},{"key":"ref45","article-title":"Intelligent network intrusion detection using an evolutionary computation approach","author":"Rastegari","year":"2015"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1007\/s00500-015-1994-9"},{"key":"ref47","article-title":"Intrusion detection and prevention for IoT systems using machine learning","author":"Chaabouni","year":"2020"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6287639\/9668973\/09712274.pdf?arnumber=9712274","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,1,17]],"date-time":"2024-01-17T23:19:06Z","timestamp":1705533546000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9712274\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022]]},"references-count":47,"URL":"https:\/\/doi.org\/10.1109\/access.2022.3151248","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022]]}}}