{"id":"https://openalex.org/W3082603384","doi":"https://doi.org/10.1155/2020/8863617","title":"Android Malware Detection Based on a Hybrid Deep Learning Model","display_name":"Android Malware Detection Based on a Hybrid Deep Learning Model","publication_year":2020,"publication_date":"2020-08-28","ids":{"openalex":"https://openalex.org/W3082603384","doi":"https://doi.org/10.1155/2020/8863617","mag":"3082603384"},"language":"en","primary_location":{"id":"doi:10.1155/2020/8863617","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/8863617","pdf_url":"https://downloads.hindawi.com/journals/scn/2020/8863617.pdf","source":{"id":"https://openalex.org/S120683614","display_name":"Security and Communication Networks","issn_l":"1939-0114","issn":["1939-0114","1939-0122"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Security and Communication Networks","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://downloads.hindawi.com/journals/scn/2020/8863617.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5083961028","display_name":"Tianliang Lu","orcid":null},"institutions":[{"id":"https://openalex.org/I37448385","display_name":"China People's Public Security University","ror":"https://ror.org/05twya590","country_code":"CN","type":"education","lineage":["https://openalex.org/I37448385"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tianliang Lu","raw_affiliation_strings":["College of Information and Network Security, People\u2019s Public Security University of China, Beijing, China"],"affiliations":[{"raw_affiliation_string":"College of Information and Network Security, People\u2019s Public Security University of China, Beijing, China","institution_ids":["https://openalex.org/I37448385"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101605564","display_name":"Yanhui Du","orcid":"https://orcid.org/0000-0003-1711-1156"},"institutions":[{"id":"https://openalex.org/I37448385","display_name":"China People's Public Security University","ror":"https://ror.org/05twya590","country_code":"CN","type":"education","lineage":["https://openalex.org/I37448385"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yanhui Du","raw_affiliation_strings":["College of Information and Network Security, People\u2019s Public Security University of China, Beijing, China"],"affiliations":[{"raw_affiliation_string":"College of Information and Network Security, People\u2019s Public Security University of China, Beijing, China","institution_ids":["https://openalex.org/I37448385"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003113143","display_name":"Li Ouyang","orcid":null},"institutions":[{"id":"https://openalex.org/I37448385","display_name":"China People's Public Security University","ror":"https://ror.org/05twya590","country_code":"CN","type":"education","lineage":["https://openalex.org/I37448385"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li Ouyang","raw_affiliation_strings":["College of Information and Network Security, People\u2019s Public Security University of China, Beijing, China"],"affiliations":[{"raw_affiliation_string":"College of Information and Network Security, People\u2019s Public Security University of China, Beijing, China","institution_ids":["https://openalex.org/I37448385"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102708632","display_name":"Qiuyu Chen","orcid":"https://orcid.org/0009-0008-6024-6076"},"institutions":[{"id":"https://openalex.org/I37448385","display_name":"China People's Public Security University","ror":"https://ror.org/05twya590","country_code":"CN","type":"education","lineage":["https://openalex.org/I37448385"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiuyu Chen","raw_affiliation_strings":["College of Information and Network Security, People\u2019s Public Security University of China, Beijing, China"],"affiliations":[{"raw_affiliation_string":"College of Information and Network Security, People\u2019s Public Security University of China, Beijing, China","institution_ids":["https://openalex.org/I37448385"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017578987","display_name":"Xirui Wang","orcid":"https://orcid.org/0000-0003-4414-1270"},"institutions":[{"id":"https://openalex.org/I37448385","display_name":"China People's Public Security University","ror":"https://ror.org/05twya590","country_code":"CN","type":"education","lineage":["https://openalex.org/I37448385"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xirui Wang","raw_affiliation_strings":["College of Information and Network Security, People\u2019s Public Security University of China, Beijing, China"],"affiliations":[{"raw_affiliation_string":"College of Information and Network Security, People\u2019s Public Security University of China, Beijing, China","institution_ids":["https://openalex.org/I37448385"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101605564"],"corresponding_institution_ids":["https://openalex.org/I37448385"],"apc_list":{"value":2100,"currency":"USD","value_usd":2100},"apc_paid":{"value":2100,"currency":"USD","value_usd":2100},"fwci":8.6724,"has_fulltext":true,"cited_by_count":102,"citation_normalized_percentile":{"value":0.98657806,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"2020","issue":null,"first_page":"1","last_page":"11"},"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/T12034","display_name":"Digital and Cyber Forensics","score":0.9894000291824341,"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"}},{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9796000123023987,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8634405732154846},{"id":"https://openalex.org/keywords/malware","display_name":"Malware","score":0.8231900334358215},{"id":"https://openalex.org/keywords/android","display_name":"Android (operating system)","score":0.7690197229385376},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.7642961740493774},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7384874820709229},{"id":"https://openalex.org/keywords/deep-belief-network","display_name":"Deep belief network","score":0.7331477999687195},{"id":"https://openalex.org/keywords/android-malware","display_name":"Android malware","score":0.6779441237449646},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6391507387161255},{"id":"https://openalex.org/keywords/obfuscation","display_name":"Obfuscation","score":0.48034965991973877},{"id":"https://openalex.org/keywords/static-analysis","display_name":"Static analysis","score":0.4659009873867035},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.45501509308815},{"id":"https://openalex.org/keywords/system-call","display_name":"System call","score":0.4117681384086609},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.2021464705467224},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.11191493272781372}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8634405732154846},{"id":"https://openalex.org/C541664917","wikidata":"https://www.wikidata.org/wiki/Q14001","display_name":"Malware","level":2,"score":0.8231900334358215},{"id":"https://openalex.org/C557433098","wikidata":"https://www.wikidata.org/wiki/Q94","display_name":"Android (operating system)","level":2,"score":0.7690197229385376},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.7642961740493774},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7384874820709229},{"id":"https://openalex.org/C97385483","wikidata":"https://www.wikidata.org/wiki/Q16954980","display_name":"Deep belief network","level":3,"score":0.7331477999687195},{"id":"https://openalex.org/C2989133298","wikidata":"https://www.wikidata.org/wiki/Q94","display_name":"Android malware","level":3,"score":0.6779441237449646},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6391507387161255},{"id":"https://openalex.org/C40305131","wikidata":"https://www.wikidata.org/wiki/Q2616305","display_name":"Obfuscation","level":2,"score":0.48034965991973877},{"id":"https://openalex.org/C97686452","wikidata":"https://www.wikidata.org/wiki/Q7604153","display_name":"Static analysis","level":2,"score":0.4659009873867035},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.45501509308815},{"id":"https://openalex.org/C2778579508","wikidata":"https://www.wikidata.org/wiki/Q722192","display_name":"System call","level":2,"score":0.4117681384086609},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.2021464705467224},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.11191493272781372},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1155/2020/8863617","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/8863617","pdf_url":"https://downloads.hindawi.com/journals/scn/2020/8863617.pdf","source":{"id":"https://openalex.org/S120683614","display_name":"Security and Communication Networks","issn_l":"1939-0114","issn":["1939-0114","1939-0122"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Security and Communication Networks","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:c59791a368a148f68b1869c2af7473e9","is_oa":true,"landing_page_url":"https://doaj.org/article/c59791a368a148f68b1869c2af7473e9","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Security and Communication Networks, Vol 2020 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2020/8863617","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2020/8863617","pdf_url":"https://downloads.hindawi.com/journals/scn/2020/8863617.pdf","source":{"id":"https://openalex.org/S120683614","display_name":"Security and Communication Networks","issn_l":"1939-0114","issn":["1939-0114","1939-0122"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Security and Communication Networks","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2376276132","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G353801041","display_name":null,"funder_award_id":"2020JKF101","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G7130966457","display_name":null,"funder_award_id":"MMJJ20180108","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"}],"funders":[{"id":"https://openalex.org/F4320330924","display_name":"People's Public Security University of China","ror":"https://ror.org/05twya590"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3082603384.pdf","grobid_xml":"https://content.openalex.org/works/W3082603384.grobid-xml"},"referenced_works_count":16,"referenced_works":["https://openalex.org/W1689711448","https://openalex.org/W2018316318","https://openalex.org/W2060692877","https://openalex.org/W2136922672","https://openalex.org/W2167003418","https://openalex.org/W2313513770","https://openalex.org/W2796394805","https://openalex.org/W2890494234","https://openalex.org/W2900275727","https://openalex.org/W2919815709","https://openalex.org/W2941199301","https://openalex.org/W2956566815","https://openalex.org/W2965177634","https://openalex.org/W2971407654","https://openalex.org/W2982705228","https://openalex.org/W2998961572"],"related_works":["https://openalex.org/W2955731880","https://openalex.org/W4390546607","https://openalex.org/W2796385736","https://openalex.org/W4300493161","https://openalex.org/W4385749679","https://openalex.org/W3037087970","https://openalex.org/W2883759196","https://openalex.org/W4387947354","https://openalex.org/W2791662519","https://openalex.org/W4386500498"],"abstract_inverted_index":{"In":[0],"recent":[1],"years,":[2],"the":[3,8,16,23,77,108,114,120,124,130,136,141,151,156,168,173],"number":[4],"of":[5,19,25,74,144],"malware":[6,46,52,105,175],"on":[7,56,179,197],"Android":[9,51,78,104,174],"platform":[10],"has":[11,184,192],"been":[12],"increasing,":[13],"and":[14,28,68,146,155,189],"with":[15,89,167],"widespread":[17],"use":[18],"code":[20],"obfuscation":[21],"technology,":[22],"accuracy":[24],"antivirus":[26],"software":[27],"traditional":[29,169],"detection":[30,53,176,187,195],"algorithms":[31,183],"is":[32,116,132],"low.":[33],"Current":[34],"state-of-the-art":[35],"research":[36],"shows":[37],"that":[38],"researchers":[39],"started":[40],"applying":[41],"deep":[42,59,64,100,181],"learning":[43,60,101,171,182],"methods":[44],"for":[45,103],"detection.":[47,106],"We":[48],"proposed":[49],"an":[50],"algorithm":[54],"based":[55,178],"a":[57,98,185,193],"hybrid":[58,99,180],"model":[61,102,177],"which":[62],"combines":[63],"belief":[65],"network":[66],"(DBN)":[67],"gate":[69],"recurrent":[70],"unit":[71],"(GRU).":[72],"First":[73],"all,":[75],"analyze":[76],"malware;":[79],"in":[80],"addition":[81],"to":[82,118,134],"extracting":[83],"static":[84,109,121],"features,":[85],"dynamic":[86,125,137],"behavioral":[87],"features":[88,110,126],"strong":[90],"antiobfuscation":[91],"ability":[92],"are":[93,111,148,160],"also":[94,191],"extracted.":[95],"Then,":[96],"build":[97],"Because":[107,123],"relatively":[112],"independent,":[113],"DBN":[115,145],"used":[117,133],"process":[119,135],"features.":[122],"have":[127],"temporal":[128],"correlation,":[129],"GRU":[131,147],"feature":[138],"sequence.":[139],"Finally,":[140],"training":[142],"results":[143,159,163],"input":[149],"into":[150],"BP":[152],"neural":[153],"network,":[154],"final":[157],"classification":[158],"output.":[161],"Experimental":[162],"show":[164],"that,":[165],"compared":[166],"machine":[170],"algorithms,":[172],"higher":[186],"accuracy,":[188],"it":[190],"better":[194],"effect":[196],"obfuscated":[198],"malware.":[199]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":14},{"year":2024,"cited_by_count":27},{"year":2023,"cited_by_count":26},{"year":2022,"cited_by_count":25},{"year":2021,"cited_by_count":6}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
