{"id":"https://openalex.org/W4392158877","doi":"https://doi.org/10.1109/globecom54140.2023.10437114","title":"A Visual Analytics Framework for Explainable Malware Detection in Edge Computing Networks","display_name":"A Visual Analytics Framework for Explainable Malware Detection in Edge Computing Networks","publication_year":2023,"publication_date":"2023-12-04","ids":{"openalex":"https://openalex.org/W4392158877","doi":"https://doi.org/10.1109/globecom54140.2023.10437114"},"language":"en","primary_location":{"id":"doi:10.1109/globecom54140.2023.10437114","is_oa":false,"landing_page_url":"https://doi.org/10.1109/globecom54140.2023.10437114","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"GLOBECOM 2023 - 2023 IEEE Global Communications Conference","raw_type":"proceedings-article"},"type":"article","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/A5064403421","display_name":"Dilara T. Uysal","orcid":"https://orcid.org/0000-0003-0998-3122"},"institutions":[{"id":"https://openalex.org/I98259816","display_name":"Birkbeck, University of London","ror":"https://ror.org/02mb95055","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I98259816"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Dilara T. Uysal","raw_affiliation_strings":["University of London,Birkbeck College,UK","Birkbeck College, University of London, UK"],"affiliations":[{"raw_affiliation_string":"University of London,Birkbeck College,UK","institution_ids":["https://openalex.org/I98259816"]},{"raw_affiliation_string":"Birkbeck College, University of London, UK","institution_ids":["https://openalex.org/I98259816"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062807150","display_name":"Shimaa Naser","orcid":"https://orcid.org/0000-0002-2941-9337"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Shimaa Naser","raw_affiliation_strings":["Khalifa University,Abu Dhabi,UAE","Khalifa University, Abu Dhabi, UAE"],"affiliations":[{"raw_affiliation_string":"Khalifa University,Abu Dhabi,UAE","institution_ids":["https://openalex.org/I176601375"]},{"raw_affiliation_string":"Khalifa University, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I176601375"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057699366","display_name":"Zaid Almahmoud","orcid":"https://orcid.org/0000-0001-5554-3051"},"institutions":[{"id":"https://openalex.org/I98259816","display_name":"Birkbeck, University of London","ror":"https://ror.org/02mb95055","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I98259816"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Zaid Almahmoud","raw_affiliation_strings":["University of London,Birkbeck College,UK","Birkbeck College, University of London, UK"],"affiliations":[{"raw_affiliation_string":"University of London,Birkbeck College,UK","institution_ids":["https://openalex.org/I98259816"]},{"raw_affiliation_string":"Birkbeck College, University of London, UK","institution_ids":["https://openalex.org/I98259816"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004034156","display_name":"Sami Muhaidat","orcid":"https://orcid.org/0000-0003-4649-9399"},"institutions":[{"id":"https://openalex.org/I176601375","display_name":"Khalifa University of Science and Technology","ror":"https://ror.org/05hffr360","country_code":"AE","type":"education","lineage":["https://openalex.org/I176601375"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Sami Muhaidat","raw_affiliation_strings":["Khalifa University,Abu Dhabi,UAE","Khalifa University, Abu Dhabi, UAE"],"affiliations":[{"raw_affiliation_string":"Khalifa University,Abu Dhabi,UAE","institution_ids":["https://openalex.org/I176601375"]},{"raw_affiliation_string":"Khalifa University, Abu Dhabi, UAE","institution_ids":["https://openalex.org/I176601375"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014443986","display_name":"Paul D. Yoo","orcid":"https://orcid.org/0000-0001-7665-8616"},"institutions":[{"id":"https://openalex.org/I98259816","display_name":"Birkbeck, University of London","ror":"https://ror.org/02mb95055","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I98259816"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Paul D. Yoo","raw_affiliation_strings":["University of London,Birkbeck College,UK","Birkbeck College, University of London, UK"],"affiliations":[{"raw_affiliation_string":"University of London,Birkbeck College,UK","institution_ids":["https://openalex.org/I98259816"]},{"raw_affiliation_string":"Birkbeck College, University of London, UK","institution_ids":["https://openalex.org/I98259816"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5064403421"],"corresponding_institution_ids":["https://openalex.org/I98259816"],"apc_list":null,"apc_paid":null,"fwci":0.3941,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.60741016,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"5159","last_page":"5164"},"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/1711","display_name":"Signal Processing"},"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/1711","display_name":"Signal Processing"},"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9850000143051147,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.9836999773979187,"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/visual-analytics","display_name":"Visual analytics","score":0.8071333169937134},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7869031429290771},{"id":"https://openalex.org/keywords/malware","display_name":"Malware","score":0.7594248056411743},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.7038580775260925},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.684650182723999},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.5918384194374084},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.45112720131874084},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3617008924484253},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.32629555463790894},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.3213333487510681},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.30688172578811646}],"concepts":[{"id":"https://openalex.org/C59732488","wikidata":"https://www.wikidata.org/wiki/Q2528440","display_name":"Visual analytics","level":3,"score":0.8071333169937134},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7869031429290771},{"id":"https://openalex.org/C541664917","wikidata":"https://www.wikidata.org/wiki/Q14001","display_name":"Malware","level":2,"score":0.7594248056411743},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.7038580775260925},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.684650182723999},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.5918384194374084},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.45112720131874084},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3617008924484253},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32629555463790894},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.3213333487510681},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.30688172578811646}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/globecom54140.2023.10437114","is_oa":false,"landing_page_url":"https://doi.org/10.1109/globecom54140.2023.10437114","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"GLOBECOM 2023 - 2023 IEEE Global Communications Conference","raw_type":"proceedings-article"},{"id":"pmh:oai:eprints.bbk.ac.uk.oai2:54445","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306400466","display_name":"BIROn (Birkbeck, University of London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I98259816","host_organization_name":"Birkbeck, University of London","host_organization_lineage":["https://openalex.org/I98259816"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W2010065958","https://openalex.org/W2267635142","https://openalex.org/W2795033129","https://openalex.org/W3004280948","https://openalex.org/W3119370674","https://openalex.org/W4225380803","https://openalex.org/W4285818425","https://openalex.org/W4310873013","https://openalex.org/W6810383706"],"related_works":["https://openalex.org/W2097492617","https://openalex.org/W2753240997","https://openalex.org/W4324372666","https://openalex.org/W2186032312","https://openalex.org/W4225706866","https://openalex.org/W2914646191","https://openalex.org/W4386004629","https://openalex.org/W2893963003","https://openalex.org/W3023564924","https://openalex.org/W2942586735"],"abstract_inverted_index":{"The":[0],"emergence":[1],"of":[2,17,84,175],"new":[3,18,48],"technologies":[4],"for":[5,38,98],"the":[6,15,62,82,88,131,173,176],"fifth/sixth":[7],"generation":[8],"(5G/6G)":[9],"wireless":[10],"networks":[11],"has":[12],"led":[13],"to":[14,42,108,126],"development":[16],"services,":[19],"resulting":[20],"in":[21,24,65,76,146],"an":[22,147],"increase":[23],"malicious":[25],"activities":[26],"and":[27,46,116,181],"cyber-attacks":[28],"targeting":[29],"various":[30],"networklayers.":[31],"Edge":[32],"computing,":[33],"a":[34,66,105,117,152],"crucial":[35],"technology":[36],"enabler":[37],"6G,":[39],"is":[40,124,134],"expected":[41],"facilitate":[43],"traffic":[44],"optimisation":[45],"support":[47],"ultra-low":[49],"latency":[50],"services.":[51],"By":[52],"integrating":[53],"computing":[54,70,94],"power":[55],"from":[56,142],"supercomputing":[57],"servers":[58],"into":[59],"devices":[60],"at":[61],"network":[63],"edge":[64,69,93],"distributed":[67],"manner,":[68],"can":[71,170],"provide":[72],"consistent":[73],"quality-of-service,":[74],"even":[75],"remote":[77],"areas,":[78],"which":[79,133],"will":[80],"drive":[81],"growth":[83],"associated":[85],"applications.":[86],"However,":[87],"complex":[89],"environment":[90],"created":[91,135],"by":[92,136,166],"also":[95],"poses":[96],"challenges":[97],"detecting":[99],"malware.":[100],"Therefore,":[101],"this":[102,149],"paper":[103],"proposes":[104],"novel":[106],"approach":[107],"malware":[109,128,144,154,160,165],"detection":[110,122,177],"using":[111,158],"explain":[112],"ability":[113],"via":[114],"visualization":[115],"multi-labelling":[118],"technique.":[119],"An":[120],"object":[121],"algorithm":[123],"used":[125],"identify":[127],"families":[129],"within":[130],"dataset":[132],"emphasizing":[137],"key":[138],"regions.":[139],"Using":[140],"features":[141],"different":[143],"categories":[145],"image,":[148],"model":[150],"displays":[151],"thorough":[153],"recipe.":[155],"Our":[156],"experiments":[157],"real":[159],"data":[161],"demonstrate":[162],"that":[163],"identifying":[164],"its":[167],"visible":[168],"characteristics":[169],"significantly":[171],"improve":[172],"interpretability":[174],"process,":[178],"enhancing":[179],"transparency":[180],"trustworthiness.":[182]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}
