{"id":"https://openalex.org/W4388886878","doi":"https://doi.org/10.1145/3605772.3624006","title":"Model Selection for Continuous Operation of Automated Vulnerability Assessment System","display_name":"Model Selection for Continuous Operation of Automated Vulnerability Assessment System","publication_year":2023,"publication_date":"2023-11-21","ids":{"openalex":"https://openalex.org/W4388886878","doi":"https://doi.org/10.1145/3605772.3624006"},"language":"en","primary_location":{"id":"doi:10.1145/3605772.3624006","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3605772.3624006","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3605772.3624006","source":null,"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2023 Workshop on Recent Advances in Resilient and Trustworthy ML Systems in Autonomous Networks","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3605772.3624006","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5023885374","display_name":"Soohyun Jung","orcid":"https://orcid.org/0009-0005-0581-6679"},"institutions":[{"id":"https://openalex.org/I65837984","display_name":"Kobe University","ror":"https://ror.org/03tgsfw79","country_code":"JP","type":"education","lineage":["https://openalex.org/I65837984"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Soohyun Jung","raw_affiliation_strings":["Kobe University, Kobe, Japan"],"raw_orcid":"https://orcid.org/0009-0005-0581-6679","affiliations":[{"raw_affiliation_string":"Kobe University, Kobe, Japan","institution_ids":["https://openalex.org/I65837984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078486804","display_name":"Keisuke Furumoto","orcid":"https://orcid.org/0000-0002-0699-5884"},"institutions":[{"id":"https://openalex.org/I90023481","display_name":"National Institute of Information and Communications Technology","ror":"https://ror.org/016bgq349","country_code":"JP","type":"facility","lineage":["https://openalex.org/I90023481"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Keisuke Furumoto","raw_affiliation_strings":["National Institute of Information and Communications Technology, Tokyo, Japan"],"raw_orcid":"https://orcid.org/0000-0002-0699-5884","affiliations":[{"raw_affiliation_string":"National Institute of Information and Communications Technology, Tokyo, Japan","institution_ids":["https://openalex.org/I90023481"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029032117","display_name":"Takeshi Takahashi","orcid":"https://orcid.org/0000-0002-6477-7770"},"institutions":[{"id":"https://openalex.org/I90023481","display_name":"National Institute of Information and Communications Technology","ror":"https://ror.org/016bgq349","country_code":"JP","type":"facility","lineage":["https://openalex.org/I90023481"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Takeshi Takahashi","raw_affiliation_strings":["National Institute of Information and Communications Technology, Tokyo, Japan"],"raw_orcid":"https://orcid.org/0000-0002-6477-7770","affiliations":[{"raw_affiliation_string":"National Institute of Information and Communications Technology, Tokyo, Japan","institution_ids":["https://openalex.org/I90023481"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5076797774","display_name":"Yoshiaki Shiraishi","orcid":"https://orcid.org/0000-0002-8970-9408"},"institutions":[{"id":"https://openalex.org/I65837984","display_name":"Kobe University","ror":"https://ror.org/03tgsfw79","country_code":"JP","type":"education","lineage":["https://openalex.org/I65837984"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Yoshiaki Shiraishi","raw_affiliation_strings":["Kobe University, Kobe, Japan"],"raw_orcid":"https://orcid.org/0000-0002-8970-9408","affiliations":[{"raw_affiliation_string":"Kobe University, Kobe, Japan","institution_ids":["https://openalex.org/I65837984"]}]}],"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":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.17309234,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"11","last_page":"15"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":1.0,"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/T12761","display_name":"Data Stream Mining Techniques","score":1.0,"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"}},{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9945999979972839,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9911999702453613,"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":0.6792981624603271},{"id":"https://openalex.org/keywords/vulnerability","display_name":"Vulnerability (computing)","score":0.6628910899162292},{"id":"https://openalex.org/keywords/concept-drift","display_name":"Concept drift","score":0.6482371687889099},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5834619998931885},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.577068567276001},{"id":"https://openalex.org/keywords/safeguarding","display_name":"Safeguarding","score":0.5597288608551025},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5219359397888184},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.5086689591407776},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.43608373403549194},{"id":"https://openalex.org/keywords/model-selection","display_name":"Model selection","score":0.41643041372299194},{"id":"https://openalex.org/keywords/vulnerability-assessment","display_name":"Vulnerability assessment","score":0.4157980978488922},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.40551793575286865},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.36574599146842957},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.21652492880821228}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6792981624603271},{"id":"https://openalex.org/C95713431","wikidata":"https://www.wikidata.org/wiki/Q631425","display_name":"Vulnerability (computing)","level":2,"score":0.6628910899162292},{"id":"https://openalex.org/C60777511","wikidata":"https://www.wikidata.org/wiki/Q3045002","display_name":"Concept drift","level":3,"score":0.6482371687889099},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5834619998931885},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.577068567276001},{"id":"https://openalex.org/C2776743756","wikidata":"https://www.wikidata.org/wiki/Q5097921","display_name":"Safeguarding","level":2,"score":0.5597288608551025},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5219359397888184},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.5086689591407776},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.43608373403549194},{"id":"https://openalex.org/C93959086","wikidata":"https://www.wikidata.org/wiki/Q6888345","display_name":"Model selection","level":2,"score":0.41643041372299194},{"id":"https://openalex.org/C167063184","wikidata":"https://www.wikidata.org/wiki/Q1400839","display_name":"Vulnerability assessment","level":3,"score":0.4157980978488922},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.40551793575286865},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36574599146842957},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.21652492880821228},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C89198739","wikidata":"https://www.wikidata.org/wiki/Q3079880","display_name":"Data stream mining","level":2,"score":0.0},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C137176749","wikidata":"https://www.wikidata.org/wiki/Q4105337","display_name":"Psychological resilience","level":2,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3605772.3624006","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3605772.3624006","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3605772.3624006","source":null,"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2023 Workshop on Recent Advances in Resilient and Trustworthy ML Systems in Autonomous Networks","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3605772.3624006","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3605772.3624006","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3605772.3624006","source":null,"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2023 Workshop on Recent Advances in Resilient and Trustworthy ML Systems in Autonomous Networks","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.5699999928474426,"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions"}],"awards":[{"id":"https://openalex.org/G1613875913","display_name":null,"funder_award_id":"JPJ000254\u201d","funder_id":"https://openalex.org/F4320325628","funder_display_name":"Ministry of Internal Affairs and Communications"}],"funders":[{"id":"https://openalex.org/F4320325628","display_name":"Ministry of Internal Affairs and Communications","ror":"https://ror.org/00vs1pz50"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4388886878.pdf","grobid_xml":"https://content.openalex.org/works/W4388886878.grobid-xml"},"referenced_works_count":8,"referenced_works":["https://openalex.org/W2767521898","https://openalex.org/W2953017892","https://openalex.org/W2963626623","https://openalex.org/W2970612059","https://openalex.org/W2979827629","https://openalex.org/W2982413960","https://openalex.org/W2986500202","https://openalex.org/W3093734859"],"related_works":["https://openalex.org/W1883246888","https://openalex.org/W2370114625","https://openalex.org/W1756374135","https://openalex.org/W2947584067","https://openalex.org/W3118510577","https://openalex.org/W2280562859","https://openalex.org/W230721595","https://openalex.org/W3157230915","https://openalex.org/W1496728123","https://openalex.org/W2062873522"],"abstract_inverted_index":{"Software":[0],"vulnerabilities":[1],"have":[2],"emerged":[3],"as":[4,46],"a":[5,87,113,126,131],"critical":[6],"concern,":[7],"leading":[8],"to":[9,90],"substantial":[10],"financial":[11],"losses":[12],"for":[13,98],"individuals,":[14],"corporations,":[15],"and":[16,62,112],"diverse":[17,116],"stakeholders.":[18],"The":[19],"application":[20],"of":[21,36,72,78,109,115,134,156],"machine":[22],"learning":[23],"models":[24,103,117],"in":[25,48,75,85,146],"automating":[26],"vulnerability":[27,80,157],"assessment":[28,158],"has":[29],"gained":[30],"traction,":[31],"yet":[32],"the":[33,69,76,154],"pervasive":[34],"challenge":[35],"concept":[37,73,92,110,136],"drift":[38,74],"often":[39],"hinders":[40],"their":[41],"efficacy.":[42],"Concept":[43],"drift,":[44,111],"manifested":[45],"shifts":[47],"statistical":[49],"data":[50,150],"properties":[51],"over":[52],"time":[53],"or":[54],"influenced":[55],"by":[56,125],"external":[57],"factors,":[58],"undermines":[59],"model":[60,121],"accuracy":[61,155],"necessitates":[63],"continuous":[64],"adaptation.":[65],"This":[66],"paper":[67],"addresses":[68],"pressing":[70],"issue":[71],"context":[77],"automated":[79],"assessment.":[81],"Our":[82],"contribution":[83],"lies":[84],"proposing":[86],"novel":[88],"methodology":[89],"mitigate":[91],"drift-induced":[93],"performance":[94],"degradation.":[95],"We":[96],"advocate":[97],"incorporating":[99],"interval-based":[100],"training,":[101],"where":[102],"are":[104],"learned":[105],"during":[106],"periods":[107],"devoid":[108],"repository":[114],"is":[118,123],"established.":[119],"Subsequently,":[120],"selection":[122],"guided":[124],"dynamic":[127],"evaluation":[128],"process":[129],"using":[130],"modest":[132],"amount":[133],"new":[135],"data.":[137],"Through":[138],"comprehensive":[139],"experimentation,":[140],"we":[141],"illuminate":[142],"our":[143],"approach's":[144],"prowess":[145],"swiftly":[147],"accommodating":[148],"evolving":[149],"distributions,":[151],"thereby":[152],"safeguarding":[153],"models.":[159]},"counts_by_year":[],"updated_date":"2026-08-01T09:00:35.917206","created_date":"2025-10-10T00:00:00"}