{"id":"https://openalex.org/W2751702350","doi":"https://doi.org/10.1109/iscc.2017.8024568","title":"DeepFlow: Deep learning-based malware detection by mining Android application for abnormal usage of sensitive data","display_name":"DeepFlow: Deep learning-based malware detection by mining Android application for abnormal usage of sensitive data","publication_year":2017,"publication_date":"2017-07-01","ids":{"openalex":"https://openalex.org/W2751702350","doi":"https://doi.org/10.1109/iscc.2017.8024568","mag":"2751702350"},"language":"en","primary_location":{"id":"doi:10.1109/iscc.2017.8024568","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscc.2017.8024568","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE Symposium on Computers and Communications (ISCC)","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/A5113985798","display_name":"Dali Zhu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210156404","display_name":"Institute of Information Engineering","ror":"https://ror.org/04r53se39","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dali Zhu","raw_affiliation_strings":["Institute of Information Engineering School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Information Engineering School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210156404","https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101731285","display_name":"Hao Jin","orcid":"https://orcid.org/0000-0003-2294-3408"},"institutions":[{"id":"https://openalex.org/I4210156404","display_name":"Institute of Information Engineering","ror":"https://ror.org/04r53se39","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Jin","raw_affiliation_strings":["Institute of Information Engineering School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Information Engineering School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210156404","https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024500962","display_name":"Ying Yang","orcid":"https://orcid.org/0000-0001-8938-671X"},"institutions":[{"id":"https://openalex.org/I4210156404","display_name":"Institute of Information Engineering","ror":"https://ror.org/04r53se39","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ying Yang","raw_affiliation_strings":["Institute of Information Engineering School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Information Engineering School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210156404","https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100602151","display_name":"Di Wu","orcid":"https://orcid.org/0000-0002-7788-9202"},"institutions":[{"id":"https://openalex.org/I4210156404","display_name":"Institute of Information Engineering","ror":"https://ror.org/04r53se39","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210156404"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Di Wu","raw_affiliation_strings":["Institute of Information Engineering School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Information Engineering School of Cyber Security, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210156404","https://openalex.org/I4210165038"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100731420","display_name":"Weiyi Chen","orcid":"https://orcid.org/0000-0003-1702-5653"},"institutions":[{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weiyi Chen","raw_affiliation_strings":["School of Computer Control, University of Chinese Academy of Sciences, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Control, University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":8.0304,"has_fulltext":false,"cited_by_count":105,"citation_normalized_percentile":{"value":0.98150676,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"438","last_page":"443"},"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":0.994700014591217,"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":0.9835000038146973,"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":0.8926292061805725},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.843683660030365},{"id":"https://openalex.org/keywords/android-malware","display_name":"Android malware","score":0.7496716976165771},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6912227869033813},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6908732652664185},{"id":"https://openalex.org/keywords/android","display_name":"Android (operating system)","score":0.651405930519104},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6341190338134766},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.21724361181259155},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.15727558732032776}],"concepts":[{"id":"https://openalex.org/C541664917","wikidata":"https://www.wikidata.org/wiki/Q14001","display_name":"Malware","level":2,"score":0.8926292061805725},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.843683660030365},{"id":"https://openalex.org/C2989133298","wikidata":"https://www.wikidata.org/wiki/Q94","display_name":"Android malware","level":3,"score":0.7496716976165771},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6912227869033813},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6908732652664185},{"id":"https://openalex.org/C557433098","wikidata":"https://www.wikidata.org/wiki/Q94","display_name":"Android (operating system)","level":2,"score":0.651405930519104},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6341190338134766},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.21724361181259155},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.15727558732032776}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iscc.2017.8024568","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscc.2017.8024568","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE Symposium on Computers and Communications (ISCC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W79549259","https://openalex.org/W1964241047","https://openalex.org/W2007857904","https://openalex.org/W2027538101","https://openalex.org/W2037026906","https://openalex.org/W2060692877","https://openalex.org/W2071536101","https://openalex.org/W2078197322","https://openalex.org/W2080573945","https://openalex.org/W2122672392","https://openalex.org/W2125011234","https://openalex.org/W2158888459","https://openalex.org/W2166743230","https://openalex.org/W2313513770","https://openalex.org/W2919115771","https://openalex.org/W4239799938","https://openalex.org/W4244726870"],"related_works":["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/W4281384336","https://openalex.org/W2717179875","https://openalex.org/W4249118297"],"abstract_inverted_index":{"The":[0,117],"open":[1],"nature":[2],"of":[3,12,75,85,113,129,140],"Android":[4,106],"allows":[5],"application":[6],"developers":[7,21],"to":[8,20,30,59],"take":[9],"full":[10],"advantage":[11,139],"the":[13,16,52,61,101,105,138],"system.":[14],"While":[15],"flexibility":[17],"is":[18,78],"brought":[19],"and":[22,65,115],"users,":[23],"it":[24],"may":[25],"raise":[26],"significant":[27],"issues":[28],"related":[29],"malicious":[31],"applications.":[32],"Traditional":[33],"malware":[34,64,98,145],"detection":[35,126],"approaches":[36],"based":[37],"on":[38,111],"signatures":[39],"or":[40],"abnormal":[41],"behaviors":[42],"are":[43,57],"invalid":[44],"when":[45],"dealing":[46],"with":[47],"novel":[48,92],"malware.":[49,116],"To":[50],"solve":[51],"problem,":[53],"machine":[54,76,133],"learning":[55,142],"algorithms":[56],"used":[58],"learn":[60],"distinctions":[62],"between":[63],"benign":[66],"apps":[67],"automatically.":[68],"Deep":[69],"learning,":[70,77],"as":[71,81],"a":[72,91,124],"new":[73],"area":[74],"developing":[79],"rapidly":[80],"its":[82],"better":[83],"characterization":[84],"samples.":[86],"We":[87,108],"thus":[88],"propose":[89],"DeepFlow,":[90],"deep":[93,141],"learning-based":[94,134],"approach":[95],"for":[96],"identifying":[97],"directly":[99],"from":[100],"data":[102],"flows":[103],"in":[104,144],"application.":[107],"test":[109],"DeepFlow":[110,121],"thousands":[112],"benignware":[114],"results":[118],"show":[119],"that":[120],"can":[122],"achieve":[123],"high":[125],"F1":[127],"score":[128],"95.05%,":[130],"outperforming":[131],"traditional":[132],"approaches,":[135],"which":[136],"reveals":[137],"technique":[143],"detection.":[146]},"counts_by_year":[{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":16},{"year":2022,"cited_by_count":13},{"year":2021,"cited_by_count":13},{"year":2020,"cited_by_count":22},{"year":2019,"cited_by_count":12},{"year":2018,"cited_by_count":9}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
