{"id":"https://openalex.org/W3137440318","doi":"https://doi.org/10.1145/3442520.3442522","title":"DIDroid: Android Malware Classification and Characterization Using Deep Image Learning","display_name":"DIDroid: Android Malware Classification and Characterization Using Deep Image Learning","publication_year":2020,"publication_date":"2020-11-27","ids":{"openalex":"https://openalex.org/W3137440318","doi":"https://doi.org/10.1145/3442520.3442522","mag":"3137440318"},"language":"en","primary_location":{"id":"doi:10.1145/3442520.3442522","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3442520.3442522","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 the 10th International Conference on Communication and Network Security","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/A5076053136","display_name":"Abir Rahali","orcid":"https://orcid.org/0000-0001-9742-9441"},"institutions":[{"id":"https://openalex.org/I106938459","display_name":"University of New Brunswick","ror":"https://ror.org/05nkf0n29","country_code":"CA","type":"education","lineage":["https://openalex.org/I106938459"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Abir Rahali","raw_affiliation_strings":["Canadian Institute for Cybersecurity and University of New Brunswick (UNB), Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Canadian Institute for Cybersecurity and University of New Brunswick (UNB), Canada","institution_ids":["https://openalex.org/I106938459"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082926585","display_name":"Arash Habibi Lashkari","orcid":"https://orcid.org/0000-0002-1240-6433"},"institutions":[{"id":"https://openalex.org/I106938459","display_name":"University of New Brunswick","ror":"https://ror.org/05nkf0n29","country_code":"CA","type":"education","lineage":["https://openalex.org/I106938459"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Arash Habibi Lashkari","raw_affiliation_strings":["Canadian Institute for CybersecurityUniversity of New Brunswick, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Canadian Institute for CybersecurityUniversity of New Brunswick, Canada","institution_ids":["https://openalex.org/I106938459"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000728986","display_name":"Gurdip Kaur","orcid":null},"institutions":[{"id":"https://openalex.org/I106938459","display_name":"University of New Brunswick","ror":"https://ror.org/05nkf0n29","country_code":"CA","type":"education","lineage":["https://openalex.org/I106938459"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Gurdip Kaur","raw_affiliation_strings":["Canadian Institute for Cybersecurity and University of New Brunswick (UNB), Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Canadian Institute for Cybersecurity and University of New Brunswick (UNB), Canada","institution_ids":["https://openalex.org/I106938459"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079087613","display_name":"Laya Taheri","orcid":null},"institutions":[{"id":"https://openalex.org/I106938459","display_name":"University of New Brunswick","ror":"https://ror.org/05nkf0n29","country_code":"CA","type":"education","lineage":["https://openalex.org/I106938459"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Laya Taheri","raw_affiliation_strings":["Canadian Institute for Cybersecurity and University of New Brunswick (UNB), Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Canadian Institute for Cybersecurity and University of New Brunswick (UNB), Canada","institution_ids":["https://openalex.org/I106938459"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021397477","display_name":"Fran\u00e7ois Gagnon","orcid":"https://orcid.org/0000-0002-4558-3401"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"FRANCOIS GAGNON","raw_affiliation_strings":["Canadian Centre for Cyber Security, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Canadian Centre for Cyber Security, Canada","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050336773","display_name":"Fr\u00e9d\u00e9ric Massicotte","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fr\u00e9d\u00e9ric Massicotte","raw_affiliation_strings":["Canadian Centre for Cyber Security, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Canadian Centre for Cyber Security, Canada","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":6.9954,"has_fulltext":false,"cited_by_count":109,"citation_normalized_percentile":{"value":0.97919384,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"70","last_page":"82"},"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":0.9890000224113464,"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":0.9814000129699707,"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/malware","display_name":"Malware","score":0.9154177904129028},{"id":"https://openalex.org/keywords/android","display_name":"Android (operating system)","score":0.8074803352355957},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7754042148590088},{"id":"https://openalex.org/keywords/android-malware","display_name":"Android malware","score":0.721085786819458},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6280719637870789},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6064627170562744},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.559777021408081},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.5053473114967346},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.43675482273101807},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.18757221102714539}],"concepts":[{"id":"https://openalex.org/C541664917","wikidata":"https://www.wikidata.org/wiki/Q14001","display_name":"Malware","level":2,"score":0.9154177904129028},{"id":"https://openalex.org/C557433098","wikidata":"https://www.wikidata.org/wiki/Q94","display_name":"Android (operating system)","level":2,"score":0.8074803352355957},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7754042148590088},{"id":"https://openalex.org/C2989133298","wikidata":"https://www.wikidata.org/wiki/Q94","display_name":"Android malware","level":3,"score":0.721085786819458},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6280719637870789},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6064627170562744},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.559777021408081},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.5053473114967346},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.43675482273101807},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.18757221102714539}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3442520.3442522","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3442520.3442522","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 the 10th International Conference on Communication and Network Security","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.46000000834465027,"display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W2308726246","https://openalex.org/W2408129138","https://openalex.org/W2551095084","https://openalex.org/W2574022511","https://openalex.org/W2599823825","https://openalex.org/W2783327762","https://openalex.org/W2791039848","https://openalex.org/W2791662519","https://openalex.org/W2887944710","https://openalex.org/W2890593201","https://openalex.org/W2891118559","https://openalex.org/W2897230315","https://openalex.org/W2906631928","https://openalex.org/W2910470804","https://openalex.org/W2911377781","https://openalex.org/W2912135847","https://openalex.org/W2912610007","https://openalex.org/W2913932618","https://openalex.org/W2914710727","https://openalex.org/W2921173627","https://openalex.org/W2939342150","https://openalex.org/W2943353753","https://openalex.org/W2945522736","https://openalex.org/W2945645805","https://openalex.org/W2945715997","https://openalex.org/W2946873049","https://openalex.org/W2955308964","https://openalex.org/W2964450831","https://openalex.org/W2973325887","https://openalex.org/W2982413766","https://openalex.org/W4290886080","https://openalex.org/W4302039922"],"related_works":["https://openalex.org/W2782775281","https://openalex.org/W4312334973","https://openalex.org/W2560361988","https://openalex.org/W2507113366","https://openalex.org/W4327939473","https://openalex.org/W2085301524","https://openalex.org/W2591124010","https://openalex.org/W4311848503","https://openalex.org/W2717179875","https://openalex.org/W4249118297"],"abstract_inverted_index":{"The":[0],"unrivaled":[1],"threat":[2],"of":[3,10,26,37,64,106,119,124],"android":[4,27,50,81,114],"malware":[5,28,51,66,82,88,93,98,115],"is":[6,54],"the":[7,15,104],"root":[8],"cause":[9],"various":[11],"security":[12],"problems":[13],"on":[14,30],"internet.":[16],"Although":[17],"there":[18],"are":[19,39],"remarkable":[20],"efforts":[21],"in":[22,52],"detection":[23],"and":[24,43,79,95,112,121,130],"classification":[25],"based":[29],"machine":[31],"learning":[32,109],"techniques,":[33],"a":[34,86],"small":[35],"number":[36],"attempts":[38],"made":[40],"to":[41,61,77,110],"classify":[42,78,111],"characterize":[44,80,113],"it":[45],"using":[46],"deep":[47,73,107],"learning.":[48],"Detecting":[49],"smartphones":[53],"an":[55,71,117],"essential":[56],"target":[57],"for":[58,128],"cyber":[59],"community":[60],"get":[62],"rid":[63],"menacing":[65],"samples.":[67],"This":[68,100],"paper":[69],"proposes":[70],"image-based":[72],"neural":[74],"network":[75],"method":[76],"samples":[83],"taken":[84],"from":[85],"huge":[87],"dataset":[89],"with":[90,116],"12":[91],"prominent":[92],"categories":[94],"191":[96],"eminent":[97],"families.":[99],"work":[101],"successfully":[102],"demonstrates":[103],"use":[105],"image":[108],"accuracy":[118],"93.36%":[120],"log":[122],"loss":[123],"less":[125],"than":[126],"0.20":[127],"training":[129],"testing":[131],"set.":[132]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":24},{"year":2024,"cited_by_count":33},{"year":2023,"cited_by_count":28},{"year":2022,"cited_by_count":13},{"year":2021,"cited_by_count":5}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
