{"id":"https://openalex.org/W2895776629","doi":"https://doi.org/10.1145/3206129.3239430","title":"Trend of Malware Detection Using Deep Learning","display_name":"Trend of Malware Detection Using Deep Learning","publication_year":2018,"publication_date":"2018-07-02","ids":{"openalex":"https://openalex.org/W2895776629","doi":"https://doi.org/10.1145/3206129.3239430","mag":"2895776629"},"language":"en","primary_location":{"id":"doi:10.1145/3206129.3239430","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3206129.3239430","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2nd International Conference on Education and Multimedia Technology","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/A5044304618","display_name":"Yoon-seon Lee","orcid":null},"institutions":[{"id":"https://openalex.org/I112728665","display_name":"Hannam University","ror":"https://ror.org/01cwbae71","country_code":"KR","type":"education","lineage":["https://openalex.org/I112728665"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Yoon-seon Lee","raw_affiliation_strings":["Hannam University, Daejeon, Republic of Korea, Hannam-ro, Daedeok-gu"],"affiliations":[{"raw_affiliation_string":"Hannam University, Daejeon, Republic of Korea, Hannam-ro, Daedeok-gu","institution_ids":["https://openalex.org/I112728665"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034874961","display_name":"Jae-Ung Lee","orcid":null},"institutions":[{"id":"https://openalex.org/I112728665","display_name":"Hannam University","ror":"https://ror.org/01cwbae71","country_code":"KR","type":"education","lineage":["https://openalex.org/I112728665"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Jae-ung Lee","raw_affiliation_strings":["Hannam University, Daejeon, Republic of Korea, Hannam-ro, Daedeok-gu"],"affiliations":[{"raw_affiliation_string":"Hannam University, Daejeon, Republic of Korea, Hannam-ro, Daedeok-gu","institution_ids":["https://openalex.org/I112728665"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037938777","display_name":"Wooyoung Soh","orcid":null},"institutions":[{"id":"https://openalex.org/I112728665","display_name":"Hannam University","ror":"https://ror.org/01cwbae71","country_code":"KR","type":"education","lineage":["https://openalex.org/I112728665"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Woo-young Soh","raw_affiliation_strings":["Hannam University, Daejeon, Republic of Korea, Hannam-ro, Daedeok-gu"],"affiliations":[{"raw_affiliation_string":"Hannam University, Daejeon, Republic of Korea, Hannam-ro, Daedeok-gu","institution_ids":["https://openalex.org/I112728665"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5044304618"],"corresponding_institution_ids":["https://openalex.org/I112728665"],"apc_list":null,"apc_paid":null,"fwci":0.6606,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.69681098,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"102","last_page":"106"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11241","display_name":"Advanced Malware Detection Techniques","score":0.9524999856948853,"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":0.9524999856948853,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/malware","display_name":"Malware","score":0.7391143441200256},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7025916576385498},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5479141473770142},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5042165517807007},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3360816240310669},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.2426590919494629}],"concepts":[{"id":"https://openalex.org/C541664917","wikidata":"https://www.wikidata.org/wiki/Q14001","display_name":"Malware","level":2,"score":0.7391143441200256},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7025916576385498},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5479141473770142},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5042165517807007},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3360816240310669},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.2426590919494629}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3206129.3239430","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3206129.3239430","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2nd International Conference on Education and Multimedia Technology","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.41999998688697815}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W2331896832","https://openalex.org/W2548971154","https://openalex.org/W2884123565","https://openalex.org/W2886422968","https://openalex.org/W2888865405","https://openalex.org/W3005979530","https://openalex.org/W3155324650","https://openalex.org/W4242554684"],"related_works":["https://openalex.org/W2731899572","https://openalex.org/W2961085424","https://openalex.org/W3215138031","https://openalex.org/W4306674287","https://openalex.org/W3009238340","https://openalex.org/W4321369474","https://openalex.org/W4360585206","https://openalex.org/W4285208911","https://openalex.org/W3046775127","https://openalex.org/W3082895349"],"abstract_inverted_index":{"According":[0],"to":[1,30,46,51,53,97],"recent":[2],"security":[3],"trends,":[4],"there":[5],"are":[6,18,43,66],"more":[7],"variations":[8],"of":[9,22],"existing":[10],"malware":[11,57,63,99],"than":[12],"new":[13],"type":[14],"malware.":[15],"These":[16],"malwares":[17,48],"causing":[19],"a":[20],"lot":[21],"damage,":[23],"such":[24,59],"as":[25],"encrypting":[26],"users":[27],"'":[28],"data":[29],"leak":[31],"personal":[32],"information,":[33],"delete":[34],"data,":[35],"and":[36,82],"make":[37],"financial":[38],"demands.":[39],"Although":[40],"many":[41],"studies":[42],"being":[44],"conducted":[45],"analyze":[47,98],"in":[49],"order":[50],"respond":[52],"the":[54],"rapidly":[55],"increasing":[56],"with":[58],"malicious":[60],"purpose,":[61],"current":[62],"analysis":[64],"methods":[65],"for":[67],"obfuscation,":[68],"virtual":[69],"environment":[70],"bypass,":[71],"etc.":[72],"To":[73],"overcome":[74],"these":[75],"difficulties,":[76],"Deep":[77,102],"Learning":[78],"method":[79],"that":[80],"analyzes":[81],"utilizes":[83],"harmful":[84],"codes":[85],"is":[86],"receiving":[87],"spotlight":[88],"recently.":[89],"Therefore,":[90],"this":[91],"thesis":[92],"introduces":[93],"trends":[94],"on":[95,101],"how":[96],"based":[100],"Learning.":[103]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
