{"id":"https://openalex.org/W4383333878","doi":"https://doi.org/10.1109/mi-sta57575.2023.10169310","title":"Malware Analysis in Cyber Security based on Deep Learning; Recognition and Classification","display_name":"Malware Analysis in Cyber Security based on Deep Learning; Recognition and Classification","publication_year":2023,"publication_date":"2023-05-21","ids":{"openalex":"https://openalex.org/W4383333878","doi":"https://doi.org/10.1109/mi-sta57575.2023.10169310"},"language":"en","primary_location":{"id":"doi:10.1109/mi-sta57575.2023.10169310","doi":"https://doi.org/10.1109/mi-sta57575.2023.10169310","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mi-sta57575.2023.10169310","pdf_url":null,"source":{"id":"https://openalex.org/S4363608233","display_name":"IEEE International Maghreb Meeting of the Conference on Sciences and Techniques of Automatic Control and Computer Engineering (MI-STA)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 3rd International Maghreb Meeting of the Conference on Sciences and Techniques of Automatic Control and Computer Engineering (MI-STA)","raw_type":"proceedings-article"},"volume":null,"type":"conference-paper","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5031051495","display_name":"Mohamed A. Elalem","orcid":"https://orcid.org/0000-0002-3140-0176","observed_orcids":["https://orcid.org/0000-0002-3140-0176"]},"institutions":[{"id":"https://openalex.org/I4210148074","display_name":"University Elmergib","ror":"https://ror.org/056mwwj30","country_code":"LY","type":"education","lineage":["https://openalex.org/I4210148074"]}],"countries":["LY"],"is_corresponding":false,"raw_author_name":"Mohamed Elalem","raw_affiliation_strings":["Elmergib University,Electrical and Computer Dept.,Alkhoms,Libya","Electrical and Computer Dept., Elmergib University, Alkhoms, Libya"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Elmergib University,Electrical and Computer Dept.,Alkhoms,Libya","institution_ids":["https://openalex.org/I4210148074"]},{"raw_affiliation_string":"Electrical and Computer Dept., Elmergib University, Alkhoms, Libya","institution_ids":["https://openalex.org/I4210148074"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5092410893","display_name":"Tahani Jabir","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210148074","display_name":"University Elmergib","ror":"https://ror.org/056mwwj30","country_code":"LY","type":"education","lineage":["https://openalex.org/I4210148074"]}],"countries":["LY"],"is_corresponding":false,"raw_author_name":"Tahani Jabir","raw_affiliation_strings":["Elmergib University,Electrical and Computer Dept.,Alkhoms,Libya","Electrical and Computer Dept., Elmergib University, Alkhoms, Libya"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Elmergib University,Electrical and Computer Dept.,Alkhoms,Libya","institution_ids":["https://openalex.org/I4210148074"]},{"raw_affiliation_string":"Electrical and Computer Dept., Elmergib University, Alkhoms, Libya","institution_ids":["https://openalex.org/I4210148074"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4210148074"],"apc_list":null,"apc_paid":null,"fwci":1.7696,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.86610136,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"212","last_page":"216"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":1.0,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11424","display_name":"Security and Verification in Computing","score":0.0,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12034","display_name":"Digital and Cyber Forensics","score":0.0,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/malware-classification","display_name":"malware classification","score":0.8309999704360962},{"id":"https://openalex.org/keywords/malware-families","display_name":"malware families","score":0.7059999704360962},{"id":"https://openalex.org/keywords/malware-detection","display_name":"malware detection","score":0.5740000009536743},{"id":"https://openalex.org/keywords/convolutional-neural-networks","display_name":"convolutional neural networks","score":0.8889999985694885},{"id":"https://openalex.org/keywords/malware-images","display_name":"malware images","score":0.4740000069141388},{"id":"https://openalex.org/keywords/deep-learning-for-cybersecurity","display_name":"deep learning for cybersecurity","score":0.6079999804496765},{"id":"https://openalex.org/keywords/wireless-communication-security","display_name":"wireless communication security","score":0.6620000004768372}],"concepts":[{"id":"https://openalex.org/C541664917","wikidata":"https://www.wikidata.org/wiki/Q14001","display_name":"Malware","level":2,"score":0.923474907875061},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8519408702850342},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6975318193435669},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6870778799057007},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.682724118232727},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6258716583251953},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.5900965929031372},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.5191342234611511},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.36000704765319824},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/mi-sta57575.2023.10169310","doi":"https://doi.org/10.1109/mi-sta57575.2023.10169310","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mi-sta57575.2023.10169310","pdf_url":null,"source":{"id":"https://openalex.org/S4363608233","display_name":"IEEE International Maghreb Meeting of the Conference on Sciences and Techniques of Automatic Control and Computer Engineering (MI-STA)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 3rd International Maghreb Meeting of the Conference on Sciences and Techniques of Automatic Control and Computer Engineering (MI-STA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1997931601","https://openalex.org/W2057787526","https://openalex.org/W2194775991","https://openalex.org/W2567544335","https://openalex.org/W2801888526","https://openalex.org/W2809254203","https://openalex.org/W2919358988","https://openalex.org/W2949468774","https://openalex.org/W2951908758","https://openalex.org/W3036035276","https://openalex.org/W4297477879"],"related_works":["https://openalex.org/W2795033129","https://openalex.org/W4211168678","https://openalex.org/W2982055583","https://openalex.org/W3014068528","https://openalex.org/W2945936049","https://openalex.org/W4412346724","https://openalex.org/W3013908242","https://openalex.org/W3116586409","https://openalex.org/W3115674042","https://openalex.org/W4408897392"],"abstract_inverted_index":{"Cyber":[0],"security":[1,28],"in":[2,20],"wireless":[3],"communications":[4],"can":[5],"be":[6],"an":[7],"unwieldy":[8],"subject,":[9],"given":[10],"the":[11,21,34,41,86,106,116,129,134,143,155],"amount":[12],"of":[13,43,108],"malware":[14,44,55,82,89,98,125],"that":[15,56,133],"has":[16],"been":[17],"increasing":[18],"rapidly":[19],"last":[22],"few":[23],"years.":[24],"This":[25,72],"generates":[26],"serious":[27],"problems":[29],"for":[30,54],"public":[31],"agencies":[32],"and":[33,46,51,63,70,102,148],"government":[35],"institutions.":[36],"In":[37],"order":[38],"to":[39,79,118,142],"mitigate":[40],"influence":[42],"deployment":[45],"pervasiveness,":[47],"new":[48],"recent":[49],"identification":[50],"classification":[52,126,140],"algorithms":[53],"adapt":[57],"deep":[58,76],"learning":[59,77,146],"techniques":[60],"are":[61,93,100],"studied":[62],"figured":[64],"out":[65],"based":[66,153],"on":[67,154],"their":[68],"features":[69],"behaviors.":[71],"study":[73],"introduces":[74],"a":[75],"algorithm":[78],"identify":[80],"different":[81],"families.":[83],"To":[84],"implement":[85],"proposed":[87],"approach,":[88],"color-based":[90],"images":[91,99],"(RBG)":[92],"used":[94],"directly.":[95],"Then":[96],"these":[97],"identified":[101],"classified":[103],"by":[104],"considering":[105],"benefits":[107],"leveraged":[109],"Convolutional":[110],"Neural":[111],"Networks":[112],"(CNNs),":[113],"which":[114],"have":[115],"ability":[117],"automatically":[119],"extract":[120],"those":[121],"features.":[122],"A":[123],"challenging":[124],"experiment":[127],"using":[128],"MaleVis":[130,156],"dataset":[131],"confirms":[132],"adapted":[135],"model":[136],"outperforms":[137],"better":[138],"functional":[139],"compared":[141],"traditional":[144],"machine":[145],"models":[147],"achieves":[149],"very":[150],"good":[151],"accuracy":[152],"dataset.":[157]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2023-07-07T00:00:00"}
