{"id":"https://openalex.org/W4392902236","doi":"https://doi.org/10.1109/access.2024.3377658","title":"Hybrid Android Malware Detection: A Review of Heuristic-Based Approach","display_name":"Hybrid Android Malware Detection: A Review of Heuristic-Based Approach","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4392902236","doi":"https://doi.org/10.1109/access.2024.3377658"},"language":"en","primary_location":{"id":"doi:10.1109/access.2024.3377658","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3377658","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10473005.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10473005.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5047933386","display_name":"Rajif Agung Yunmar","orcid":"https://orcid.org/0000-0002-0227-3219"},"institutions":[{"id":"https://openalex.org/I165230279","display_name":"Universitas Gadjah Mada","ror":"https://ror.org/03ke6d638","country_code":"ID","type":"education","lineage":["https://openalex.org/I165230279"]},{"id":"https://openalex.org/I4210120396","display_name":"Sumatera Institute of Technology","ror":"https://ror.org/02jktx121","country_code":"ID","type":"education","lineage":["https://openalex.org/I4210120396"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Rajif Agung Yunmar","raw_affiliation_strings":["Department of Electrical and Information Engineering, Universitas Gadjah Mada, Yogyakarta, Special Region of Yogyakarta, Indonesia","Institut Teknologi Sumatera, Terusan Ryacudu Street, Jati Agung District, South Lampung, Indonesia"],"raw_orcid":"https://orcid.org/0000-0002-0227-3219","affiliations":[{"raw_affiliation_string":"Department of Electrical and Information Engineering, Universitas Gadjah Mada, Yogyakarta, Special Region of Yogyakarta, Indonesia","institution_ids":["https://openalex.org/I165230279"]},{"raw_affiliation_string":"Institut Teknologi Sumatera, Terusan Ryacudu Street, Jati Agung District, South Lampung, Indonesia","institution_ids":["https://openalex.org/I4210120396"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079804283","display_name":"Sri Suning Kusumawardani","orcid":"https://orcid.org/0000-0003-1705-3232"},"institutions":[{"id":"https://openalex.org/I165230279","display_name":"Universitas Gadjah Mada","ror":"https://ror.org/03ke6d638","country_code":"ID","type":"education","lineage":["https://openalex.org/I165230279"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Sri Suning Kusumawardani","raw_affiliation_strings":["Department of Electrical and Information Engineering, Universitas Gadjah Mada, Yogyakarta, Special Region of Yogyakarta, Indonesia"],"raw_orcid":"https://orcid.org/0000-0003-1705-3232","affiliations":[{"raw_affiliation_string":"Department of Electrical and Information Engineering, Universitas Gadjah Mada, Yogyakarta, Special Region of Yogyakarta, Indonesia","institution_ids":["https://openalex.org/I165230279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072792092","display_name":"Widyawan Widyawan","orcid":null},"institutions":[{"id":"https://openalex.org/I165230279","display_name":"Universitas Gadjah Mada","ror":"https://ror.org/03ke6d638","country_code":"ID","type":"education","lineage":["https://openalex.org/I165230279"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Widyawan","raw_affiliation_strings":["Department of Electrical and Information Engineering, Universitas Gadjah Mada, Yogyakarta, Special Region of Yogyakarta, Indonesia"],"raw_orcid":"https://orcid.org/0000-0002-0340-1198","affiliations":[{"raw_affiliation_string":"Department of Electrical and Information Engineering, Universitas Gadjah Mada, Yogyakarta, Special Region of Yogyakarta, Indonesia","institution_ids":["https://openalex.org/I165230279"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5018845377","display_name":"Fadi Mohsen","orcid":"https://orcid.org/0000-0003-3876-5781"},"institutions":[{"id":"https://openalex.org/I169381384","display_name":"University of Groningen","ror":"https://ror.org/012p63287","country_code":"NL","type":"education","lineage":["https://openalex.org/I169381384"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Fadi Mohsen","raw_affiliation_strings":["Department of Computer Science, University of Groningen, Groningen, The Netherlands"],"raw_orcid":"https://orcid.org/0000-0003-3876-5781","affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Groningen, Groningen, The Netherlands","institution_ids":["https://openalex.org/I169381384"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":10.2134,"has_fulltext":true,"cited_by_count":36,"citation_normalized_percentile":{"value":0.98937407,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"12","issue":null,"first_page":"41255","last_page":"41286"},"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":0.9883000254631042,"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/T10743","display_name":"Software Testing and Debugging Techniques","score":0.9860000014305115,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/android-malware","display_name":"Android malware","score":0.827125072479248},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7959882020950317},{"id":"https://openalex.org/keywords/malware","display_name":"Malware","score":0.7616846561431885},{"id":"https://openalex.org/keywords/android","display_name":"Android (operating system)","score":0.610830545425415},{"id":"https://openalex.org/keywords/heuristic","display_name":"Heuristic","score":0.4892289638519287},{"id":"https://openalex.org/keywords/ransomware","display_name":"Ransomware","score":0.44433942437171936},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.36205920577049255},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.32022207975387573},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2984376549720764}],"concepts":[{"id":"https://openalex.org/C2989133298","wikidata":"https://www.wikidata.org/wiki/Q94","display_name":"Android malware","level":3,"score":0.827125072479248},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7959882020950317},{"id":"https://openalex.org/C541664917","wikidata":"https://www.wikidata.org/wiki/Q14001","display_name":"Malware","level":2,"score":0.7616846561431885},{"id":"https://openalex.org/C557433098","wikidata":"https://www.wikidata.org/wiki/Q94","display_name":"Android (operating system)","level":2,"score":0.610830545425415},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.4892289638519287},{"id":"https://openalex.org/C2777667771","wikidata":"https://www.wikidata.org/wiki/Q926331","display_name":"Ransomware","level":3,"score":0.44433942437171936},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.36205920577049255},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.32022207975387573},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2984376549720764}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1109/access.2024.3377658","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3377658","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10473005.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:54f09289f75246808b80b9aa6949ac83","is_oa":true,"landing_page_url":"https://doaj.org/article/54f09289f75246808b80b9aa6949ac83","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 12, Pp 41255-41286 (2024)","raw_type":"article"},{"id":"pmh:oai:pure.rug.nl:openaire/bcfe133b-f1d4-419c-a8b3-278dd222616d","is_oa":true,"landing_page_url":"https://hdl.handle.net/11370/bcfe133b-f1d4-419c-a8b3-278dd222616d","pdf_url":null,"source":{"id":"https://openalex.org/S4306400420","display_name":"University of Groningen research database (University of Groningen / Centre for Information Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I169381384","host_organization_name":"University of Groningen","host_organization_lineage":["https://openalex.org/I169381384"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Yunmar, R A, Kusumawardani, S S, Widyawan, & Mohsen, F 2024, 'Hybrid Android Malware Detection : A Review of Heuristic-Based Approach', IEEE Access, vol. 12, pp. 41255-41286. https://doi.org/10.1109/ACCESS.2024.3377658","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:pure.rug.nl:openaire_cris_publications/bcfe133b-f1d4-419c-a8b3-278dd222616d","is_oa":false,"landing_page_url":"https://research.rug.nl/files/965887224/Hybrid_Android_Malware_Detection_A_Review_of_Heuristic-Based_Approach.pdf","pdf_url":null,"source":{"id":"https://openalex.org/S4306400420","display_name":"University of Groningen research database (University of Groningen / Centre for Information Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I169381384","host_organization_name":"University of Groningen","host_organization_lineage":["https://openalex.org/I169381384"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Yunmar, R A, Kusumawardani, S S, Widyawan, & Mohsen, F 2024, 'Hybrid Android Malware Detection : A Review of Heuristic-Based Approach', IEEE Access, vol. 12, pp. 41255-41286. https://doi.org/10.1109/ACCESS.2024.3377658","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:pure.rug.nl:publications/bcfe133b-f1d4-419c-a8b3-278dd222616d","is_oa":true,"landing_page_url":"https://research.rug.nl/en/publications/bcfe133b-f1d4-419c-a8b3-278dd222616d","pdf_url":null,"source":{"id":"https://openalex.org/S4306400420","display_name":"University of Groningen research database (University of Groningen / Centre for Information Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I169381384","host_organization_name":"University of Groningen","host_organization_lineage":["https://openalex.org/I169381384"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Yunmar, R A, Kusumawardani, S S, Widyawan, & Mohsen, F 2024, 'Hybrid Android Malware Detection : A Review of Heuristic-Based Approach', IEEE Access, vol. 12, pp. 41255-41286. https://doi.org/10.1109/ACCESS.2024.3377658","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1109/access.2024.3377658","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2024.3377658","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/6514899/10473005.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1754465153","display_name":null,"funder_award_id":"5075/UN1.P.II/Dit-Lit/PT","funder_id":"https://openalex.org/F4320327626","funder_display_name":"Universitas Gadjah Mada"},{"id":"https://openalex.org/G4477312750","display_name":null,"funder_award_id":"P.II/Dit-Lit/PT.01.01/2023","funder_id":"https://openalex.org/F4320327626","funder_display_name":"Universitas Gadjah Mada"},{"id":"https://openalex.org/G5580140153","display_name":null,"funder_award_id":"5075/UN1.P.II/Dit-Lit/PT.01.01/2023","funder_id":"https://openalex.org/F4320327626","funder_display_name":"Universitas Gadjah Mada"}],"funders":[{"id":"https://openalex.org/F4320327626","display_name":"Universitas Gadjah Mada","ror":"https://ror.org/03ke6d638"},{"id":"https://openalex.org/F4320328515","display_name":"Lembaga Pengelola Dana Pendidikan","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4392902236.pdf","grobid_xml":"https://content.openalex.org/works/W4392902236.grobid-xml"},"referenced_works_count":138,"referenced_works":["https://openalex.org/W258019806","https://openalex.org/W585099323","https://openalex.org/W1492658574","https://openalex.org/W1647869403","https://openalex.org/W1982582614","https://openalex.org/W1997833177","https://openalex.org/W2003516014","https://openalex.org/W2021436318","https://openalex.org/W2028727337","https://openalex.org/W2032860265","https://openalex.org/W2041976134","https://openalex.org/W2057503103","https://openalex.org/W2060114273","https://openalex.org/W2060692877","https://openalex.org/W2065890363","https://openalex.org/W2110889728","https://openalex.org/W2122672392","https://openalex.org/W2125011234","https://openalex.org/W2153381881","https://openalex.org/W2233081671","https://openalex.org/W2296509877","https://openalex.org/W2313513770","https://openalex.org/W2324464293","https://openalex.org/W2401565922","https://openalex.org/W2405542058","https://openalex.org/W2407059953","https://openalex.org/W2505283059","https://openalex.org/W2511250638","https://openalex.org/W2529696250","https://openalex.org/W2561248401","https://openalex.org/W2563273224","https://openalex.org/W2593193033","https://openalex.org/W2600659481","https://openalex.org/W2610369804","https://openalex.org/W2612123163","https://openalex.org/W2616400660","https://openalex.org/W2744896416","https://openalex.org/W2745604838","https://openalex.org/W2766488777","https://openalex.org/W2766844818","https://openalex.org/W2767734336","https://openalex.org/W2781026378","https://openalex.org/W2782729947","https://openalex.org/W2789633122","https://openalex.org/W2794955058","https://openalex.org/W2796385736","https://openalex.org/W2801536733","https://openalex.org/W2807671950","https://openalex.org/W2876466190","https://openalex.org/W2883822334","https://openalex.org/W2891118559","https://openalex.org/W2895586591","https://openalex.org/W2895929873","https://openalex.org/W2898258005","https://openalex.org/W2898821173","https://openalex.org/W2900939445","https://openalex.org/W2904179520","https://openalex.org/W2905808289","https://openalex.org/W2922526186","https://openalex.org/W2936813103","https://openalex.org/W2944337987","https://openalex.org/W2945015800","https://openalex.org/W2946009685","https://openalex.org/W2947576068","https://openalex.org/W2952119832","https://openalex.org/W2971982318","https://openalex.org/W2982413766","https://openalex.org/W2986232939","https://openalex.org/W2989997579","https://openalex.org/W3004549544","https://openalex.org/W3005767155","https://openalex.org/W3006064733","https://openalex.org/W3027255932","https://openalex.org/W3034085154","https://openalex.org/W3039088822","https://openalex.org/W3040974506","https://openalex.org/W3047657293","https://openalex.org/W3082603384","https://openalex.org/W3091722391","https://openalex.org/W3092260329","https://openalex.org/W3094190102","https://openalex.org/W3096660718","https://openalex.org/W3107207360","https://openalex.org/W3120704879","https://openalex.org/W3124231736","https://openalex.org/W3128107218","https://openalex.org/W3129375586","https://openalex.org/W3130505471","https://openalex.org/W3132284896","https://openalex.org/W3140392428","https://openalex.org/W3153504813","https://openalex.org/W3159337037","https://openalex.org/W3173416532","https://openalex.org/W3176943954","https://openalex.org/W3179008990","https://openalex.org/W3181531606","https://openalex.org/W3193870278","https://openalex.org/W3195031208","https://openalex.org/W3210231570","https://openalex.org/W3211805103","https://openalex.org/W3214641118","https://openalex.org/W3215024597","https://openalex.org/W4200394465","https://openalex.org/W4200493858","https://openalex.org/W4213449907","https://openalex.org/W4225165373","https://openalex.org/W4225329323","https://openalex.org/W4226321865","https://openalex.org/W4226504147","https://openalex.org/W4280572823","https://openalex.org/W4285238962","https://openalex.org/W4285258565","https://openalex.org/W4285604261","https://openalex.org/W4289313429","https://openalex.org/W4294253297","https://openalex.org/W4300607852","https://openalex.org/W4307264729","https://openalex.org/W4309939034","https://openalex.org/W4311214761","https://openalex.org/W4313216189","https://openalex.org/W4313314987","https://openalex.org/W4313495843","https://openalex.org/W4319309618","https://openalex.org/W4321481948","https://openalex.org/W4361732997","https://openalex.org/W4367046386","https://openalex.org/W4380716409","https://openalex.org/W4381890377","https://openalex.org/W4382775184","https://openalex.org/W4383376739","https://openalex.org/W4385492466","https://openalex.org/W6604618035","https://openalex.org/W6712192629","https://openalex.org/W6729164174","https://openalex.org/W6756278065","https://openalex.org/W6757720333","https://openalex.org/W6770967660","https://openalex.org/W6810216575"],"related_works":["https://openalex.org/W4226442484","https://openalex.org/W2560361988","https://openalex.org/W2507113366","https://openalex.org/W2591124010","https://openalex.org/W3200508744","https://openalex.org/W3025122950","https://openalex.org/W2311926078","https://openalex.org/W2895504842","https://openalex.org/W2717179875","https://openalex.org/W4249118297"],"abstract_inverted_index":{"Over":[0],"the":[1,23,66,74,132,138,151,164,181,206,228,235],"last":[2],"decade,":[3],"numerous":[4,34],"research":[5,100,200],"efforts":[6],"have":[7,32,155,162],"been":[8,22],"dedicated":[9],"to":[10,36,64,93,115,193,205,233],"countering":[11],"malicious":[12],"mobile":[13],"applications.":[14],"Given":[15],"its":[16,55],"market":[17],"share,":[18],"Android":[19,38,102],"OS":[20],"has":[21,54,201],"primary":[24],"target":[25],"for":[26,190],"most":[27,199],"of":[28,51,68,89,98,131,140,146,153,166,208],"these":[29,52],"apps.":[30],"Researchers":[31],"devised":[33],"solutions":[35,76],"protect":[37],"devices":[39],"and":[40,47,58,80,85,123,137,161,197,215,224],"their":[41,83],"users,":[42],"categorizing":[43],"them":[44],"into":[45],"static":[46],"dynamic":[48],"approaches.":[49],"Each":[50],"approaches":[53],"own":[56],"advantages":[57],"disadvantages.":[59],"The":[60,87],"hybrid":[61,75,107,116,236],"approach":[62,237],"aims":[63],"combine":[65],"benefits":[67],"both.":[69],"This":[70],"study":[71,91,148],"closely":[72],"examines":[73],"proposed":[77],"between":[78],"2012":[79],"2023,":[81],"highlighting":[82],"strengths":[84],"limitations.":[86],"objective":[88],"this":[90,147],"is":[92,187],"provide":[94],"a":[95,106,188,191],"comprehensive":[96],"review":[97,110],"existing":[99],"on":[101,173,212,227],"malware":[103,213],"detection":[104,117,127,133,135,160],"using":[105],"approach.":[108],"Our":[109],"identifies":[111],"several":[112],"issues":[113,223],"related":[114],"approaches,":[118],"including":[119],"datasets,":[120],"feature":[121],"utilization":[122],"selection,":[124],"working":[125],"environments,":[126],"order":[128],"mechanisms,":[129],"integrity":[130],"step,":[134],"algorithms,":[136],"use":[139],"automated":[141,209],"input":[142,210],"generation.":[143],"Key":[144],"findings":[145],"include:":[149],"(i)":[150],"majority":[152],"studies":[154,171],"not":[156,178,202],"adequately":[157],"addressed":[158],"on-device":[159],"overlooked":[163],"importance":[165],"system":[167],"usability,":[168],"(ii)":[169],"many":[170],"rely":[172],"outdated":[174],"datasets":[175],"that":[176,230],"do":[177],"accurately":[179],"represent":[180],"current":[182],"threat":[183],"landscape,":[184],"(iii)":[185],"there":[186],"need":[189],"methodology":[192],"detect":[194],"zero-day":[195],"attacks,":[196],"(iv)":[198],"paid":[203],"attention":[204],"impact":[207],"generation":[211],"behavior":[214],"code":[216],"coverage.":[217],"We":[218],"also":[219],"discuss":[220],"some":[221],"open":[222],"future":[225],"directions":[226],"aspect":[229],"will":[231],"help":[232],"substantiate":[234],"study.":[238]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":24},{"year":2024,"cited_by_count":5}],"updated_date":"2026-07-07T14:30:12.667765","created_date":"2025-10-10T00:00:00"}