{"id":"https://openalex.org/W3159513771","doi":"https://doi.org/10.5220/0010379600290037","title":"Detection of Malicious Binaries by Applying Machine Learning Models on Static and Dynamic Artefacts","display_name":"Detection of Malicious Binaries by Applying Machine Learning Models on Static and Dynamic Artefacts","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3159513771","doi":"https://doi.org/10.5220/0010379600290037","mag":"3159513771"},"language":"en","primary_location":{"id":"doi:10.5220/0010379600290037","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0010379600290037","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 6th International Conference on Internet of Things, Big Data and Security","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.5220/0010379600290037","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5033557772","display_name":"Anantha Chukka","orcid":null},"institutions":[{"id":"https://openalex.org/I1340206300","display_name":"Defence Research and Development Organisation","ror":"https://ror.org/05k37v296","country_code":"IN","type":"government","lineage":["https://openalex.org/I1340206300","https://openalex.org/I4210150591"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Anantha Chukka","raw_affiliation_strings":["Defence Research and Development Organisation, India, --- Select a Country ---"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Defence Research and Development Organisation, India, --- Select a Country ---","institution_ids":["https://openalex.org/I1340206300"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101879348","display_name":"V. Susheela Devi","orcid":"https://orcid.org/0000-0003-1001-7714"},"institutions":[{"id":"https://openalex.org/I59270414","display_name":"Indian Institute of Science Bangalore","ror":"https://ror.org/04dese585","country_code":"IN","type":"education","lineage":["https://openalex.org/I59270414"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"V. Devi","raw_affiliation_strings":["Indian Institute of Science, Bengaluru, Karnataka, 560012, India, --- Select a Country ---"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Indian Institute of Science, Bengaluru, Karnataka, 560012, India, --- Select a Country ---","institution_ids":["https://openalex.org/I59270414"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.05570846,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"29","last_page":"37"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.7121000289916992,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.7121000289916992,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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":0.7610858678817749},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5347171425819397},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.425302654504776}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7610858678817749},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5347171425819397},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.425302654504776}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.5220/0010379600290037","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0010379600290037","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 6th International Conference on Internet of Things, Big Data and Security","raw_type":"proceedings-article"},{"id":"pmh:oai::77266","is_oa":false,"landing_page_url":"https://eprints.iisc.ac.in/77266/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401429","display_name":"ePrints@IISc (Indian Institute of Science)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I59270414","host_organization_name":"Indian Institute of Science Bangalore","host_organization_lineage":["https://openalex.org/I59270414"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Conference Paper"}],"best_oa_location":{"id":"doi:10.5220/0010379600290037","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0010379600290037","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 6th International Conference on Internet of Things, Big Data and Security","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4286629047","https://openalex.org/W3046775127","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W4313488044","https://openalex.org/W3107602296","https://openalex.org/W3209574120","https://openalex.org/W4312192474"],"abstract_inverted_index":{"In":[0,144,164],"recent":[1],"times":[2],"malware":[3,171,200],"attacks":[4,13,35,51],"on":[5,85,132,184],"government":[6],"and":[7,30,38,54,58,61,73,87,123,191,204,211,221],"private":[8],"organizations":[9],"are":[10,14,36,52,154],"rising.":[11],"These":[12,34],"carried":[15],"out":[16],"to":[17,23,77,90,105,109,140,156,174],"steal":[18],"confidential":[19],"information":[20],"which":[21,118],"leads":[22],"loss":[24,31],"of":[25,32,50,149],"privacy,":[26],"intellectual":[27],"property":[28],"issues":[29],"revenue.":[33],"sophisticated":[37,92],"described":[39],"as":[40,160],"Advanced":[41],"Persistent":[42],"Threats(APT).":[43],"The":[44,101,194],"payloads":[45],"used":[46,169],"in":[47,56],"this":[48,95,145,165],"type":[49],"polymorphic":[53],"metamorphic":[55],"nature":[57],"contains":[59],"stealth":[60],"root-kit":[62],"components.":[63],"As":[64],"a":[65,147],"result":[66],"the":[67,112,133,137,158],"conventional":[68],"defence":[69],"mechanisms":[70],"like":[71],"rule-based":[72],"signature-based":[74],"methods":[75],"fail":[76],"detect":[78,91],"these":[79,107,142],"malware.":[80,93],"So":[81],"modern":[82],"approaches":[83],"rely":[84],"static":[86],"dynamic":[88],"analysis":[89,138,172,181],"However":[94],"process":[96],"generates":[97],"huge":[98],"log":[99],"files.":[100],"domain":[102],"expert":[103],"needs":[104],"review":[106],"logs":[108],"classify":[110,157],"whether":[111],"binary":[113,159,186],"is":[114,119,196],"malicious":[115,161],"or":[116,162],"benign":[117,205],"tedious,":[120],"time":[121,177],"consuming":[122],"expensive.":[124],"Our":[125],"work":[126,166],"uses":[127],"machine":[128,151],"learning":[129,152],"models":[130,153],"trained":[131],"datasets,":[134],"created":[135,197],"using":[136],"logs,":[139],"overcome":[141],"problems.":[143],"paper":[146],"number":[148],"supervised":[150],"presented":[155],"benign.":[163],"we":[167],"have":[168],"automated":[170],"framework":[173],"collect":[175],"run":[176],"behavioural":[178],"artefacts.":[179],"Static":[180],"mainly":[182],"focuses":[183],"collecting":[185,199],"meta":[187],"information,":[188],"import":[189],"functions":[190],"opcode":[192],"sequences.":[193],"dataset":[195],"by":[198,217],"from":[201,207],"online":[202],"sources":[203],"files":[206],"windows":[208],"operating":[209],"system":[210],"third":[212],"party":[213],"software.":[214],"\u00c2\u00a9":[215],"2021":[216],"SCITEPRESS":[218],"-":[219],"Science":[220],"Technology":[222],"Publications,":[223],"Lda.":[224]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}