{"id":"https://openalex.org/W2782578820","doi":"https://doi.org/10.1155/2018/5249190","title":"LSTM-Based Hierarchical Denoising Network for Android Malware Detection","display_name":"LSTM-Based Hierarchical Denoising Network for Android Malware Detection","publication_year":2018,"publication_date":"2018-01-01","ids":{"openalex":"https://openalex.org/W2782578820","doi":"https://doi.org/10.1155/2018/5249190","mag":"2782578820"},"language":"en","primary_location":{"id":"doi:10.1155/2018/5249190","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2018/5249190","pdf_url":"http://downloads.hindawi.com/journals/scn/2018/5249190.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":"http://downloads.hindawi.com/journals/scn/2018/5249190.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5012760491","display_name":"Jinpei Yan","orcid":"https://orcid.org/0000-0002-2959-6165"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinpei Yan","raw_affiliation_strings":["Department of Computer Science and Technology, Xi\u2019an Jiaotong University, Xi\u2019an, Shaanxi, China"],"raw_orcid":"https://orcid.org/0000-0002-2959-6165","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, Xi\u2019an Jiaotong University, Xi\u2019an, Shaanxi, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101556374","display_name":"Yong Qi","orcid":"https://orcid.org/0000-0003-2386-4154"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yong Qi","raw_affiliation_strings":["Department of Computer Science and Technology, Xi\u2019an Jiaotong University, Xi\u2019an, Shaanxi, China"],"raw_orcid":"https://orcid.org/0000-0003-2386-4154","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, Xi\u2019an Jiaotong University, Xi\u2019an, Shaanxi, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003862876","display_name":"Qifan Rao","orcid":null},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qifan Rao","raw_affiliation_strings":["Department of Computer Science and Technology, Xi\u2019an Jiaotong University, Xi\u2019an, Shaanxi, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Technology, Xi\u2019an Jiaotong University, Xi\u2019an, Shaanxi, China","institution_ids":["https://openalex.org/I87445476"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5101556374"],"corresponding_institution_ids":["https://openalex.org/I87445476"],"apc_list":{"value":2100,"currency":"USD","value_usd":2100},"apc_paid":{"value":2100,"currency":"USD","value_usd":2100},"fwci":3.9898,"has_fulltext":true,"cited_by_count":48,"citation_normalized_percentile":{"value":0.94634592,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"2018","issue":null,"first_page":"1","last_page":"18"},"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":0.9922999739646912,"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":0.9783999919891357,"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/opcode","display_name":"Opcode","score":0.9706848859786987},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.871701717376709},{"id":"https://openalex.org/keywords/malware","display_name":"Malware","score":0.8242071270942688},{"id":"https://openalex.org/keywords/android-malware","display_name":"Android malware","score":0.7245163917541504},{"id":"https://openalex.org/keywords/android","display_name":"Android (operating system)","score":0.6385575532913208},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6225512027740479},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5398902297019958},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.37550607323646545},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.37291815876960754},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.10332506895065308}],"concepts":[{"id":"https://openalex.org/C52173422","wikidata":"https://www.wikidata.org/wiki/Q766483","display_name":"Opcode","level":2,"score":0.9706848859786987},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.871701717376709},{"id":"https://openalex.org/C541664917","wikidata":"https://www.wikidata.org/wiki/Q14001","display_name":"Malware","level":2,"score":0.8242071270942688},{"id":"https://openalex.org/C2989133298","wikidata":"https://www.wikidata.org/wiki/Q94","display_name":"Android malware","level":3,"score":0.7245163917541504},{"id":"https://openalex.org/C557433098","wikidata":"https://www.wikidata.org/wiki/Q94","display_name":"Android (operating system)","level":2,"score":0.6385575532913208},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6225512027740479},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5398902297019958},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.37550607323646545},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.37291815876960754},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.10332506895065308}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1155/2018/5249190","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2018/5249190","pdf_url":"http://downloads.hindawi.com/journals/scn/2018/5249190.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:f309d967722b46a79b6d92264a0d01e0","is_oa":false,"landing_page_url":"https://doaj.org/article/f309d967722b46a79b6d92264a0d01e0","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Security and Communication Networks, Vol 2018 (2018)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2018/5249190","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2018/5249190","pdf_url":"http://downloads.hindawi.com/journals/scn/2018/5249190.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/G3106946561","display_name":null,"funder_award_id":"61402358","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3519083991","display_name":"\u591a\u5e94\u7528\u8d1f\u8f7d\u6027\u80fd\u5e72\u6270\u9884\u6d4b\u4e0e\u9694\u79bb\u76f8\u5173\u95ee\u9898\u7814\u7a76","funder_award_id":"61672421","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2782578820.pdf","grobid_xml":"https://content.openalex.org/works/W2782578820.grobid-xml"},"referenced_works_count":11,"referenced_works":["https://openalex.org/W36091977","https://openalex.org/W1967182030","https://openalex.org/W1999728176","https://openalex.org/W2010256880","https://openalex.org/W2057653135","https://openalex.org/W2064675550","https://openalex.org/W2079215333","https://openalex.org/W2216498498","https://openalex.org/W2292824616","https://openalex.org/W2308726246","https://openalex.org/W2329068866"],"related_works":["https://openalex.org/W36091977","https://openalex.org/W2800331776","https://openalex.org/W4382794599","https://openalex.org/W2903602818","https://openalex.org/W2003791967","https://openalex.org/W4294976063","https://openalex.org/W2904470035","https://openalex.org/W2717179875","https://openalex.org/W4249118297","https://openalex.org/W3012517703"],"abstract_inverted_index":{"Mobile":[0],"security":[1],"is":[2,176,195],"an":[3],"important":[4],"issue":[5],"on":[6,14,20,96,148,161],"Android":[7,48,66,171],"platform.":[8],"Most":[9],"malware":[10,49,117,172,192],"detection":[11,50,173,186,193],"methods":[12],"based":[13,147],"machine":[15],"learning":[16],"models":[17],"heavily":[18],"rely":[19],"expert":[21],"knowledge":[22],"for":[23,75,139],"manual":[24],"feature":[25],"engineering,":[26],"which":[27,52,194],"are":[28,72],"still":[29],"difficult":[30],"to":[31,55,77,80,104,178,197],"fully":[32],"describe":[33],"malwares.":[34],"In":[35],"this":[36],"paper,":[37],"we":[38],"present":[39],"LSTM-based":[40],"hierarchical":[41,89],"denoise":[42,136],"network":[43],"(HDN),":[44],"a":[45,88],"novel":[46],"static":[47],"method":[51,102,119,134],"uses":[53,87,133],"LSTM":[54,76,93,112],"directly":[56],"learn":[57,105,114],"from":[58,64],"the":[59,81,106,110,157],"raw":[60],"opcode":[61,70,97],"sequences":[62,71],"extracted":[63],"decompiled":[65],"files.":[67],"However,":[68],"most":[69],"too":[73],"long":[74],"train":[78],"due":[79],"gradient":[82,144],"vanishing":[83],"problem.":[84],"Hence,":[85],"HDN":[86,132,155,168],"structure,":[90],"whose":[91],"first-level":[92],"parallelly":[94],"computes":[95],"subsequences":[98],"(we":[99],"called":[100],"them":[101],"blocks)":[103],"dense":[107],"representations;":[108],"then":[109],"second-level":[111],"can":[113],"and":[115,153,183],"detect":[116],"through":[118],"block":[120,135],"sequences.":[121],"Considering":[122],"that":[123,167],"malicious":[124],"behavior":[125],"only":[126],"appears":[127],"in":[128],"partial":[129],"sequence":[130,181],"segments,":[131],"module":[137],"(MBDM)":[138],"data":[140],"denoising":[141],"by":[142],"adaptive":[143],"scaling":[145],"strategy":[146],"loss":[149],"cache.":[150],"We":[151],"evaluate":[152],"compare":[154],"with":[156],"latest":[158],"mainstream":[159],"researches":[160],"three":[162],"datasets.":[163],"The":[164],"results":[165],"show":[166],"outperforms":[169],"these":[170],"methods,and":[174],"it":[175],"able":[177],"capture":[179],"longer":[180],"features":[182],"has":[184],"better":[185],"efficiency":[187],"than":[188],"<mml:math":[189],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[190],"id=\"M1\"><mml:mrow><mml:mi>N</mml:mi></mml:mrow></mml:math>-gram-based":[191],"similar":[196],"our":[198],"method.":[199]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":9},{"year":2019,"cited_by_count":6},{"year":2018,"cited_by_count":1}],"updated_date":"2026-06-06T09:05:17.133730","created_date":"2025-10-10T00:00:00"}
