{"id":"https://openalex.org/W4381733583","doi":"https://doi.org/10.3233/faia230085","title":"Value-Aware Active Learning","display_name":"Value-Aware Active Learning","publication_year":2023,"publication_date":"2023-06-22","ids":{"openalex":"https://openalex.org/W4381733583","doi":"https://doi.org/10.3233/faia230085"},"language":"en","primary_location":{"id":"doi:10.3233/faia230085","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia230085","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA230085","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"type":"book-chapter","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA230085","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5090706427","display_name":"Burcu Sayin","orcid":"https://orcid.org/0000-0001-6804-127X"},"institutions":[{"id":"https://openalex.org/I193223587","display_name":"University of Trento","ror":"https://ror.org/05trd4x28","country_code":"IT","type":"education","lineage":["https://openalex.org/I193223587"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Burcu Sayin","raw_affiliation_strings":["University of Trento, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Trento, Italy","institution_ids":["https://openalex.org/I193223587"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029123550","display_name":"Jie Yang","orcid":"https://orcid.org/0000-0002-0350-0313"},"institutions":[{"id":"https://openalex.org/I98358874","display_name":"Delft University of Technology","ror":"https://ror.org/02e2c7k09","country_code":"NL","type":"education","lineage":["https://openalex.org/I98358874"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Jie Yang","raw_affiliation_strings":["Delft University of Technology, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Delft University of Technology, Netherlands","institution_ids":["https://openalex.org/I98358874"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066187890","display_name":"Andrea Passerini","orcid":"https://orcid.org/0000-0002-2765-5395"},"institutions":[{"id":"https://openalex.org/I193223587","display_name":"University of Trento","ror":"https://ror.org/05trd4x28","country_code":"IT","type":"education","lineage":["https://openalex.org/I193223587"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Andrea Passerini","raw_affiliation_strings":["University of Trento, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Trento, Italy","institution_ids":["https://openalex.org/I193223587"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086585292","display_name":"Fabio Casati","orcid":"https://orcid.org/0000-0001-7591-9562"},"institutions":[{"id":"https://openalex.org/I4210167039","display_name":"ServiceNow (United States)","ror":"https://ror.org/05xr0bc04","country_code":"US","type":"company","lineage":["https://openalex.org/I4210167039"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Fabio Casati","raw_affiliation_strings":["Servicenow, Santa Clara, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Servicenow, Santa Clara, USA","institution_ids":["https://openalex.org/I4210167039"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5090706427"],"corresponding_institution_ids":["https://openalex.org/I193223587"],"apc_list":null,"apc_paid":null,"fwci":0.9976,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.76050126,"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":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12072","display_name":"Machine Learning and Algorithms","score":0.9991000294685364,"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/T12072","display_name":"Machine Learning and Algorithms","score":0.9991000294685364,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9919999837875366,"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/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.9761999845504761,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7083843946456909},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6651368141174316},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6614258289337158},{"id":"https://openalex.org/keywords/value","display_name":"Value (mathematics)","score":0.6195288300514221},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.6049109101295471},{"id":"https://openalex.org/keywords/active-learning","display_name":"Active learning (machine learning)","score":0.4570912718772888},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.4275180995464325}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7083843946456909},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6651368141174316},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6614258289337158},{"id":"https://openalex.org/C2776291640","wikidata":"https://www.wikidata.org/wiki/Q2912517","display_name":"Value (mathematics)","level":2,"score":0.6195288300514221},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.6049109101295471},{"id":"https://openalex.org/C77967617","wikidata":"https://www.wikidata.org/wiki/Q4677561","display_name":"Active learning (machine learning)","level":2,"score":0.4570912718772888},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.4275180995464325},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3233/faia230085","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia230085","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA230085","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},{"id":"pmh:oai:iris.unitn.it:11572/383689","is_oa":true,"landing_page_url":"https://ebooks.iospress.nl/doi/10.3233/FAIA230085","pdf_url":"https://iris.unitn.it/bitstream/11572/383689/1/FAIA-368-FAIA230085.pdf","source":{"id":"https://openalex.org/S4306401913","display_name":"Institutional Research Information System (Universit\u00e0 degli Studi di Trento)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I193223587","host_organization_name":"University of Trento","host_organization_lineage":["https://openalex.org/I193223587"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:tudelft.nl:uuid:63f090d0-2ebb-4f35-8bea-3e4870001198","is_oa":true,"landing_page_url":"http://resolver.tudelft.nl/uuid:63f090d0-2ebb-4f35-8bea-3e4870001198","pdf_url":null,"source":{"id":"https://openalex.org/S4306400906","display_name":"Research Repository (Delft University of Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I98358874","host_organization_name":"Delft University of Technology","host_organization_lineage":["https://openalex.org/I98358874"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"conference paper"}],"best_oa_location":{"id":"doi:10.3233/faia230085","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia230085","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA230085","source":{"id":"https://openalex.org/S4210201731","display_name":"Frontiers in artificial intelligence and applications","issn_l":"0922-6389","issn":["0922-6389","1879-8314"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence and Applications","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4381733583.pdf"},"referenced_works_count":17,"referenced_works":["https://openalex.org/W105014682","https://openalex.org/W1981401677","https://openalex.org/W2065010255","https://openalex.org/W2143521632","https://openalex.org/W2618169590","https://openalex.org/W2626967530","https://openalex.org/W2773235741","https://openalex.org/W2888868336","https://openalex.org/W2903158431","https://openalex.org/W3016473712","https://openalex.org/W3170621690","https://openalex.org/W4226280025","https://openalex.org/W4300978593","https://openalex.org/W4306791975","https://openalex.org/W4308948828","https://openalex.org/W6666817399","https://openalex.org/W6843731713"],"related_works":["https://openalex.org/W3037187668","https://openalex.org/W2012531322","https://openalex.org/W2785900585","https://openalex.org/W2353730437","https://openalex.org/W2490303674","https://openalex.org/W2609066826","https://openalex.org/W2810752900","https://openalex.org/W3186538219","https://openalex.org/W2365677836","https://openalex.org/W4206195464"],"abstract_inverted_index":{"In":[0,89],"many":[1],"practical":[2],"applications,":[3],"machine":[4,22,62],"learning":[5,63,96,116,137],"models":[6],"are":[7],"embedded":[8],"into":[9],"a":[10,13,26,43,61,69,77,133],"pipeline":[11],"involving":[12],"human":[14],"actor":[15],"that":[16,86,109,139,152],"decides":[17],"whether":[18],"to":[19,39,71],"trust":[20],"the":[21,31,37,55,58,74,80,103,110,113,141,145],"prediction":[23,44],"or":[24],"take":[25],"default":[27],"route":[28],"(e.g.,":[29],"classify":[30],"example":[32,47],"herself).":[33],"Selective":[34],"classifiers":[35,99],"have":[36],"option":[38],"abstain":[40],"from":[41],"making":[42],"on":[45,105,125],"an":[46,83],"they":[48],"do":[49],"not":[50],"feel":[51],"confident":[52],"about.":[53],"Recently,":[54],"notion":[56],"of":[57,60,76,82,87,97,112,147,153],"value":[59,126],"model":[64],"has":[65],"been":[66],"introduced":[67],"as":[68],"way":[70],"jointly":[72],"consider":[73],"benefit":[75],"correct":[78],"prediction,":[79],"cost":[81,146],"error,":[84],"and":[85],"abstaining.":[88,154],"this":[90],"paper,":[91],"we":[92,121,131],"study":[93],"how":[94],"active":[95,115,136],"selective":[98],"is":[100],"affected":[101],"by":[102],"focus":[104],"value.":[106],"We":[107],"show":[108],"performance":[111],"state-of-the-art":[114,142],"strategies":[117],"drops":[118],"significantly":[119],"when":[120,144],"evaluate":[122],"them":[123],"based":[124],"rather":[127],"than":[128],"accuracy.":[129],"Finally,":[130],"propose":[132],"novel":[134],"value-aware":[135],"strategy":[138],"outperforms":[140],"ones":[143],"incorrect":[148],"predictions":[149],"substantially":[150],"outweighs":[151]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}