{"id":"https://openalex.org/W3134744560","doi":"https://doi.org/10.1109/csp51677.2021.9357503","title":"Research on Malware Variant Detection Method Based on Deep Neural Network","display_name":"Research on Malware Variant Detection Method Based on Deep Neural Network","publication_year":2021,"publication_date":"2021-01-08","ids":{"openalex":"https://openalex.org/W3134744560","doi":"https://doi.org/10.1109/csp51677.2021.9357503","mag":"3134744560"},"language":"en","primary_location":{"id":"doi:10.1109/csp51677.2021.9357503","is_oa":false,"landing_page_url":"https://doi.org/10.1109/csp51677.2021.9357503","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE 5th International Conference on Cryptography, Security and Privacy (CSP)","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/A5022028189","display_name":"Jianhua Xing","orcid":"https://orcid.org/0000-0002-3700-8765"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xing Jianhua","raw_affiliation_strings":["Beijing Jinghang Computation and Communication Research Institute, Beijing, China","The Classified Information Carrier Safety Management Engineering Technology Research Center of Beijing, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Jinghang Computation and Communication Research Institute, Beijing, China","institution_ids":[]},{"raw_affiliation_string":"The Classified Information Carrier Safety Management Engineering Technology Research Center of Beijing, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082626733","display_name":"Jing Si","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Si Jing","raw_affiliation_strings":["Beijing Jinghang Computation and Communication Research Institute, Beijing, China","The Classified Information Carrier Safety Management Engineering Technology Research Center of Beijing, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Jinghang Computation and Communication Research Institute, Beijing, China","institution_ids":[]},{"raw_affiliation_string":"The Classified Information Carrier Safety Management Engineering Technology Research Center of Beijing, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103957457","display_name":"Zhang Yongjing","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang Yongjing","raw_affiliation_strings":["Beijing Jinghang Computation and Communication Research Institute, Beijing, China","The Classified Information Carrier Safety Management Engineering Technology Research Center of Beijing, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Jinghang Computation and Communication Research Institute, Beijing, China","institution_ids":[]},{"raw_affiliation_string":"The Classified Information Carrier Safety Management Engineering Technology Research Center of Beijing, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100735958","display_name":"Wei Li","orcid":"https://orcid.org/0000-0001-7630-5183"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Li Wei","raw_affiliation_strings":["Beijing Jinghang Computation and Communication Research Institute, Beijing, China","The Classified Information Carrier Safety Management Engineering Technology Research Center of Beijing, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Jinghang Computation and Communication Research Institute, Beijing, China","institution_ids":[]},{"raw_affiliation_string":"The Classified Information Carrier Safety Management Engineering Technology Research Center of Beijing, Beijing, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102390275","display_name":"Yuning Zheng","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zheng Yuning","raw_affiliation_strings":["Beijing Jinghang Computation and Communication Research Institute, Beijing, China","The Classified Information Carrier Safety Management Engineering Technology Research Center of Beijing, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Beijing Jinghang Computation and Communication Research Institute, Beijing, China","institution_ids":[]},{"raw_affiliation_string":"The Classified Information Carrier Safety Management Engineering Technology Research Center of Beijing, Beijing, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.1497,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.39097797,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"144","last_page":"147"},"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":0.984000027179718,"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":0.9779000282287598,"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/sandbox","display_name":"Sandbox (software development)","score":0.8649944067001343},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8368261456489563},{"id":"https://openalex.org/keywords/malware","display_name":"Malware","score":0.737237811088562},{"id":"https://openalex.org/keywords/serialization","display_name":"Serialization","score":0.6905790567398071},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.6471124887466431},{"id":"https://openalex.org/keywords/virtualization","display_name":"Virtualization","score":0.6060957312583923},{"id":"https://openalex.org/keywords/opcode","display_name":"Opcode","score":0.5726996660232544},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.544514000415802},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.5425901412963867},{"id":"https://openalex.org/keywords/convolution","display_name":"Convolution (computer science)","score":0.5283461809158325},{"id":"https://openalex.org/keywords/virtual-machine","display_name":"Virtual machine","score":0.45806175470352173},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.42420560121536255},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3844902515411377},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.3774436414241791},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.3534741997718811},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2859423756599426},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.10364705324172974}],"concepts":[{"id":"https://openalex.org/C167981075","wikidata":"https://www.wikidata.org/wiki/Q2667186","display_name":"Sandbox (software development)","level":2,"score":0.8649944067001343},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8368261456489563},{"id":"https://openalex.org/C541664917","wikidata":"https://www.wikidata.org/wiki/Q14001","display_name":"Malware","level":2,"score":0.737237811088562},{"id":"https://openalex.org/C52723943","wikidata":"https://www.wikidata.org/wiki/Q1127410","display_name":"Serialization","level":2,"score":0.6905790567398071},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.6471124887466431},{"id":"https://openalex.org/C513985346","wikidata":"https://www.wikidata.org/wiki/Q270471","display_name":"Virtualization","level":3,"score":0.6060957312583923},{"id":"https://openalex.org/C52173422","wikidata":"https://www.wikidata.org/wiki/Q766483","display_name":"Opcode","level":2,"score":0.5726996660232544},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.544514000415802},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.5425901412963867},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.5283461809158325},{"id":"https://openalex.org/C25344961","wikidata":"https://www.wikidata.org/wiki/Q192726","display_name":"Virtual machine","level":2,"score":0.45806175470352173},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.42420560121536255},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3844902515411377},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.3774436414241791},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.3534741997718811},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2859423756599426},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.10364705324172974},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.0},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/csp51677.2021.9357503","is_oa":false,"landing_page_url":"https://doi.org/10.1109/csp51677.2021.9357503","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE 5th International Conference on Cryptography, Security and Privacy (CSP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","score":0.5099999904632568,"display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W2047167450","https://openalex.org/W2162765234","https://openalex.org/W2322632975","https://openalex.org/W2508015754","https://openalex.org/W2557513839","https://openalex.org/W2904502768","https://openalex.org/W3040720162","https://openalex.org/W4245435048","https://openalex.org/W6700556905"],"related_works":["https://openalex.org/W36091977","https://openalex.org/W4382794599","https://openalex.org/W2800331776","https://openalex.org/W2903602818","https://openalex.org/W2034129977","https://openalex.org/W2003791967","https://openalex.org/W3099773647","https://openalex.org/W1745773915","https://openalex.org/W2765820957","https://openalex.org/W4387382577"],"abstract_inverted_index":{"To":[0],"deal":[1],"with":[2],"the":[3,12,17,30,42,48,56,64,80,112],"increasingly":[4],"serious":[5],"threat":[6],"of":[7,16,76,83,103],"industrial":[8],"information":[9,75],"malicious":[10,84,104,113],"code,":[11],"simulations":[13],"and":[14,20,24,61,97,107,118],"characteristics":[15],"domestic":[18],"security":[19,117],"controllable":[21,119],"operating":[22,120],"system":[23],"office":[25],"software":[26],"were":[27],"implemented":[28],"in":[29,38,116],"virtual":[31],"sandbox":[32],"environment":[33],"based":[34,46],"on":[35,47],"virtualization":[36],"technology":[37],"this":[39,91],"study.":[40],"Firstly,":[41],"serialization":[43],"detection":[44,82,115],"scheme":[45],"convolution":[49,66],"neural":[50,67],"network":[51,68],"algorithm":[52,69],"was":[53,59,86],"improved.":[54],"Then,":[55],"API":[57],"sequence":[58],"modeled":[60],"analyzed":[62],"by":[63],"improved":[65,92],"to":[70,111],"excavate":[71],"more":[72],"local":[73],"related":[74],"variant":[77,81],"sequences.":[78],"Finally":[79],"code":[85,105,114],"realized.":[87],"Results":[88],"showed":[89],"that":[90],"method":[93],"had":[94],"higher":[95],"efficiency":[96],"accuracy":[98],"for":[99],"a":[100],"large":[101],"number":[102],"detection,":[106],"could":[108],"be":[109],"applied":[110],"system.":[121]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}