{"id":"https://openalex.org/W7129633373","doi":"https://doi.org/10.1007/978-981-95-6032-5_6","title":"Data-Driven and\u00a0Scenario-Based Risk Analysis Considering Uncertainty in\u00a0Machine Learning Systems","display_name":"Data-Driven and\u00a0Scenario-Based Risk Analysis Considering Uncertainty in\u00a0Machine Learning Systems","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7129633373","doi":"https://doi.org/10.1007/978-981-95-6032-5_6"},"language":"en","primary_location":{"id":"doi:10.1007/978-981-95-6032-5_6","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-981-95-6032-5_6","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"conference-paper","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/A5113531607","display_name":"Toshiya Okubo","orcid":null},"institutions":[{"id":"https://openalex.org/I150744194","display_name":"Waseda University","ror":"https://ror.org/00ntfnx83","country_code":"JP","type":"education","lineage":["https://openalex.org/I150744194"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Toshiya Okubo","raw_affiliation_strings":["Waseda University, Tokyo, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Waseda University, Tokyo, Japan","institution_ids":["https://openalex.org/I150744194"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Hironori Washizaki","orcid":null},"institutions":[{"id":"https://openalex.org/I150744194","display_name":"Waseda University","ror":"https://ror.org/00ntfnx83","country_code":"JP","type":"education","lineage":["https://openalex.org/I150744194"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Hironori Washizaki","raw_affiliation_strings":["Waseda University, Tokyo, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Waseda University, Tokyo, Japan","institution_ids":["https://openalex.org/I150744194"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003574134","display_name":"Naoyasu Ubayashi","orcid":"https://orcid.org/0000-0003-1578-7195"},"institutions":[{"id":"https://openalex.org/I150744194","display_name":"Waseda University","ror":"https://ror.org/00ntfnx83","country_code":"JP","type":"education","lineage":["https://openalex.org/I150744194"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Naoyasu Ubayashi","raw_affiliation_strings":["Waseda University, Tokyo, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Waseda University, Tokyo, Japan","institution_ids":["https://openalex.org/I150744194"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018128809","display_name":"Nobukazu Yoshioka","orcid":"https://orcid.org/0000-0002-1986-5675"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Nobukazu Yoshioka","raw_affiliation_strings":["QAML Inc., Tokyo, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"QAML Inc., Tokyo, Japan","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020535149","display_name":"Hironori Takeuchi","orcid":"https://orcid.org/0000-0002-8555-2028"},"institutions":[{"id":"https://openalex.org/I98083888","display_name":"Musashi University","ror":"https://ror.org/05qp61e83","country_code":"JP","type":"education","lineage":["https://openalex.org/I98083888"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Hironori Takeuchi","raw_affiliation_strings":["Musashi University, Tokyo, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Musashi University, Tokyo, Japan","institution_ids":["https://openalex.org/I98083888"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016818365","display_name":"Truong Vinh Truong Duy","orcid":"https://orcid.org/0000-0003-4114-3393"},"institutions":[{"id":"https://openalex.org/I4210098271","display_name":"Aisin (Japan)","ror":"https://ror.org/00vtxwp63","country_code":"JP","type":"company","lineage":["https://openalex.org/I4210098271"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Truong Vinh Truong Duy","raw_affiliation_strings":["Aisin Corporation, Tokyo, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Aisin Corporation, Tokyo, Japan","institution_ids":["https://openalex.org/I4210098271"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5113531607"],"corresponding_institution_ids":["https://openalex.org/I150744194"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.13018381,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"78","last_page":"97"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.8033999800682068,"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.8033999800682068,"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/T13295","display_name":"Safety Systems Engineering in Autonomy","score":0.039400000125169754,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11099","display_name":"Autonomous Vehicle Technology and Safety","score":0.026200000196695328,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/prioritization","display_name":"Prioritization","score":0.5702999830245972},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5353000164031982},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.49959999322891235},{"id":"https://openalex.org/keywords/risk-assessment","display_name":"Risk assessment","score":0.42980000376701355},{"id":"https://openalex.org/keywords/product","display_name":"Product (mathematics)","score":0.3547999858856201},{"id":"https://openalex.org/keywords/action","display_name":"Action (physics)","score":0.35409998893737793}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8424000144004822},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.6208999752998352},{"id":"https://openalex.org/C2777615720","wikidata":"https://www.wikidata.org/wiki/Q11888847","display_name":"Prioritization","level":2,"score":0.5702999830245972},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5353000164031982},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5002999901771545},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.49959999322891235},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4449000060558319},{"id":"https://openalex.org/C12174686","wikidata":"https://www.wikidata.org/wiki/Q1058438","display_name":"Risk assessment","level":2,"score":0.42980000376701355},{"id":"https://openalex.org/C90673727","wikidata":"https://www.wikidata.org/wiki/Q901718","display_name":"Product (mathematics)","level":2,"score":0.3547999858856201},{"id":"https://openalex.org/C2780791683","wikidata":"https://www.wikidata.org/wiki/Q846785","display_name":"Action (physics)","level":2,"score":0.35409998893737793},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.3366999924182892},{"id":"https://openalex.org/C177803969","wikidata":"https://www.wikidata.org/wiki/Q29205","display_name":"Uncertainty analysis","level":2,"score":0.3127000033855438},{"id":"https://openalex.org/C32896092","wikidata":"https://www.wikidata.org/wiki/Q189447","display_name":"Risk management","level":2,"score":0.29260000586509705},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.28619998693466187},{"id":"https://openalex.org/C24119478","wikidata":"https://www.wikidata.org/wiki/Q679871","display_name":"Systems analysis","level":2,"score":0.27239999175071716}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-981-95-6032-5_6","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-981-95-6032-5_6","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","score":0.7201666831970215,"display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W1901616594","https://openalex.org/W2067713319","https://openalex.org/W2083780116","https://openalex.org/W2328067583","https://openalex.org/W2883905042","https://openalex.org/W2962689739","https://openalex.org/W2963040191","https://openalex.org/W3005856724","https://openalex.org/W3097834681","https://openalex.org/W3162099455","https://openalex.org/W4200024486","https://openalex.org/W4205326760","https://openalex.org/W4246097193","https://openalex.org/W4287888448","https://openalex.org/W4292572069","https://openalex.org/W4296592009","https://openalex.org/W4309618441","https://openalex.org/W4400291382","https://openalex.org/W4401415801"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2026-02-18T00:00:00"}
