{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,2]],"date-time":"2026-04-02T18:08:24Z","timestamp":1775153304082,"version":"3.50.1"},"reference-count":63,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2021,1,1]],"date-time":"2021-01-01T00:00:00Z","timestamp":1609459200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2021]]},"DOI":"10.1109\/access.2021.3089586","type":"journal-article","created":{"date-parts":[[2021,6,15]],"date-time":"2021-06-15T19:52:35Z","timestamp":1623786755000},"page":"87936-87951","source":"Crossref","is-referenced-by-count":199,"title":["A New Malware Classification Framework Based on Deep Learning Algorithms"],"prefix":"10.1109","volume":"9","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-0737-1966","authenticated-orcid":false,"given":"Omer","family":"Aslan","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3014-609X","authenticated-orcid":false,"given":"Abdullah Asim","family":"Yilmaz","sequence":"additional","affiliation":[]}],"member":"263","reference":[{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2020.08.095"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1016\/j.future.2021.01.004"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1016\/j.cose.2009.06.003"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-04342-0_6"},{"key":"ref31","article-title":"Signature based malware detection is dead","author":"scott","year":"2017"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/ICCRD.2010.25"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1155\/2020\/7501894"},{"key":"ref36","article-title":"Malware analysis using multiple API sequence mining control flow graph","author":"singh","year":"2017","journal-title":"arXiv 1707 02691"},{"key":"ref35","first-page":"351","article-title":"Effective and efficient malware detection at the end host","volume":"4","author":"kolbitsch","year":"2009","journal-title":"Proc Usenix Secur Symp"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/TR.2015.2430471"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1109\/TII.2018.2822680"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-20951-3_6"},{"key":"ref61","article-title":"Convolutional neural networks for malware classification","author":"gibert","year":"2016"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2948358"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/VIZSEC.2009.5375540"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1145\/2016904.2016908"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2995887"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2963724"},{"key":"ref1","author":"lyer","year":"2019","journal-title":"The Political Economy of Cyberspace Crime and Security"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2015.2491300"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/MALWARE.2010.5665796"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1145\/1866307.1866353"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2013.2291066"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1007\/s11416-011-0152-x"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1145\/1653662.1653736"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1007\/s11416-016-0267-1"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1007\/s10115-017-1058-9"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1016\/j.jisa.2019.06.006"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1109\/BigData.2017.8258512"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2020.04.133"},{"key":"ref57","year":"2021","journal-title":"The ImageNet dataset"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2015.7298594"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.90"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOMWKSHPS50562.2020.9162661"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1109\/SIU.2019.8806511"},{"key":"ref52","year":"2021","journal-title":"Microsoft Malware Classification Challenge (BIG 2015)"},{"key":"ref10","author":"love","year":"2018","journal-title":"A Brief History of Malware&#x2014;Its Evolution and Impact"},{"key":"ref11","author":"palmer","year":"2017","journal-title":"Ransomware Security Researchers Spot Emerging New Strain of Malware"},{"key":"ref40","article-title":"Malware variant detection","author":"alzarooni","year":"2012"},{"key":"ref12","year":"2020","journal-title":"McAfee mobile threat report Q1"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.24018\/ejers.2021.6.3.2372"},{"key":"ref14","author":"sikorski","year":"2012","journal-title":"Practical Malware Analysis The Hands-On Guide to Dissecting Malicious Software"},{"key":"ref15","first-page":"1","article-title":"Performance comparison of static malware analysis tools versus antivirus scanners to detect malware","author":"aslan","year":"2017","journal-title":"Proc Int Multidisciplinary Stud Congr (IMSC)"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/ICACCCT.2014.7019422"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/AICCSA.2017.24"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2019.2906934"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/ASE.2013.6693090"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1080\/19361610.2020.1796162"},{"key":"ref3","first-page":"24","article-title":"A comparative study of cyber threats in emerging economies","volume":"8","author":"gupta","year":"2017","journal-title":"Globus Int J Manage IT"},{"key":"ref6","first-page":"64","article-title":"A vehicle detection approach using deep learning methodologies","author":"yilmaz","year":"2018","journal-title":"Proc Int Conf Theor Appl Comput Sci Eng"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2997962"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.3036491"},{"key":"ref7","article-title":"A hybrid facial emotion recognition framework using deep learning methodologies","author":"y?lmaz","year":"2020","journal-title":"Human-Computer Interaction"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-40667-1_20"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.3390\/app10144966"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/TDSC.2008.74"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-75867-9_63"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1109\/MALWARE.2015.7413680"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1007\/s10009-013-0290-1"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1145\/2338965.2336768"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1145\/1281192.1281308"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1109\/ICECTA48151.2019.8959765"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1016\/j.jnca.2012.10.004"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6287639\/9312710\/09455368.pdf?arnumber=9455368","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,12,17]],"date-time":"2021-12-17T19:56:36Z","timestamp":1639770996000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9455368\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021]]},"references-count":63,"URL":"https:\/\/doi.org\/10.1109\/access.2021.3089586","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2021]]}}}