{"id":"https://openalex.org/W4298109471","doi":"https://doi.org/10.15439/2022f18","title":"Three-way Learnability: A Learning Theoretic Perspective on Three-way Decision","display_name":"Three-way Learnability: A Learning Theoretic Perspective on Three-way Decision","publication_year":2022,"publication_date":"2022-09-26","ids":{"openalex":"https://openalex.org/W4298109471","doi":"https://doi.org/10.15439/2022f18"},"language":"en","primary_location":{"id":"doi:10.15439/2022f18","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2022f18","pdf_url":"https://annals-csis.org/proceedings/2022/drp/pdf/18.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://annals-csis.org/proceedings/2022/drp/pdf/18.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5045931370","display_name":"Andrea Campagner","orcid":"https://orcid.org/0000-0002-0027-5157"},"institutions":[{"id":"https://openalex.org/I66752286","display_name":"University of Milano-Bicocca","ror":"https://ror.org/01ynf4891","country_code":"IT","type":"education","lineage":["https://openalex.org/I66752286"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Andrea Campagner","raw_affiliation_strings":["Dipartimento di Informatica, Sistemistica e Comunicazione, University of Milano-Bicocca, Viale Sarca 336/14, 20126 Milano, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dipartimento di Informatica, Sistemistica e Comunicazione, University of Milano-Bicocca, Viale Sarca 336/14, 20126 Milano, Italy","institution_ids":["https://openalex.org/I66752286"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075449623","display_name":"Davide Ciucci","orcid":"https://orcid.org/0000-0002-8083-7809"},"institutions":[{"id":"https://openalex.org/I66752286","display_name":"University of Milano-Bicocca","ror":"https://ror.org/01ynf4891","country_code":"IT","type":"education","lineage":["https://openalex.org/I66752286"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Davide Ciucci","raw_affiliation_strings":["Dipartimento di Informatica, Sistemistica e Comunicazione, University of Milano-Bicocca, Viale Sarca 336/14, 20126 Milano, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Dipartimento di Informatica, Sistemistica e Comunicazione, University of Milano-Bicocca, Viale Sarca 336/14, 20126 Milano, Italy","institution_ids":["https://openalex.org/I66752286"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I66752286"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"30","issue":null,"first_page":"243","last_page":"246"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10906","display_name":"AI-based Problem Solving and Planning","score":0.38199999928474426,"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/T10906","display_name":"AI-based Problem Solving and Planning","score":0.38199999928474426,"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/learnability","display_name":"Learnability","score":0.9753860235214233},{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.731590211391449},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6352884769439697},{"id":"https://openalex.org/keywords/decision-theory","display_name":"Decision theory","score":0.5054135322570801},{"id":"https://openalex.org/keywords/probably-approximately-correct-learning","display_name":"Probably approximately correct learning","score":0.4886394143104553},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4554351270198822},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.350960373878479},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2708170413970947},{"id":"https://openalex.org/keywords/algorithmic-learning-theory","display_name":"Algorithmic learning theory","score":0.1584012508392334},{"id":"https://openalex.org/keywords/active-learning","display_name":"Active learning (machine learning)","score":0.12669143080711365},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.08521139621734619}],"concepts":[{"id":"https://openalex.org/C2777723229","wikidata":"https://www.wikidata.org/wiki/Q4367921","display_name":"Learnability","level":2,"score":0.9753860235214233},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.731590211391449},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6352884769439697},{"id":"https://openalex.org/C28901747","wikidata":"https://www.wikidata.org/wiki/Q177571","display_name":"Decision theory","level":2,"score":0.5054135322570801},{"id":"https://openalex.org/C176248197","wikidata":"https://www.wikidata.org/wiki/Q458526","display_name":"Probably approximately correct learning","level":4,"score":0.4886394143104553},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4554351270198822},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.350960373878479},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2708170413970947},{"id":"https://openalex.org/C32254414","wikidata":"https://www.wikidata.org/wiki/Q4724364","display_name":"Algorithmic learning theory","level":3,"score":0.1584012508392334},{"id":"https://openalex.org/C77967617","wikidata":"https://www.wikidata.org/wiki/Q4677561","display_name":"Active learning (machine learning)","level":2,"score":0.12669143080711365},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.08521139621734619}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.15439/2022f18","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2022f18","pdf_url":"https://annals-csis.org/proceedings/2022/drp/pdf/18.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:boa.unimib.it:10281/401876","is_oa":false,"landing_page_url":"https://hdl.handle.net/10281/401876","pdf_url":null,"source":{"id":"https://openalex.org/S4306401259","display_name":"BOA (University of Milano-Bicocca)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I66752286","host_organization_name":"University of Milano-Bicocca","host_organization_lineage":["https://openalex.org/I66752286"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:doaj.org/article:9b41682730324f6a883b07f0d4356f2e","is_oa":false,"landing_page_url":"https://doaj.org/article/9b41682730324f6a883b07f0d4356f2e","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Annals of computer science and information systems, Vol 30, Pp 243-246 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.15439/2022f18","is_oa":true,"landing_page_url":"https://doi.org/10.15439/2022f18","pdf_url":"https://annals-csis.org/proceedings/2022/drp/pdf/18.pdf","source":{"id":"https://openalex.org/S4220651875","display_name":"Annals of Computer Science and Information Systems","issn_l":"2300-5963","issn":["2300-5963"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310317484","host_organization_name":"Polskie Towarzystwo Informatyczne","host_organization_lineage":["https://openalex.org/P4310317484"],"host_organization_lineage_names":["Polskie Towarzystwo Informatyczne"],"type":"conference"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annals of Computer Science and Information Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions","score":0.46000000834465027}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4298109471.pdf","grobid_xml":"https://content.openalex.org/works/W4298109471.grobid-xml"},"referenced_works_count":32,"referenced_works":["https://openalex.org/W245529571","https://openalex.org/W607505555","https://openalex.org/W1511669739","https://openalex.org/W2018669023","https://openalex.org/W2029538739","https://openalex.org/W2040271757","https://openalex.org/W2101946573","https://openalex.org/W2200382070","https://openalex.org/W2462901270","https://openalex.org/W2488247662","https://openalex.org/W2600072788","https://openalex.org/W2603161330","https://openalex.org/W2792234535","https://openalex.org/W2801314826","https://openalex.org/W2992258031","https://openalex.org/W3009624337","https://openalex.org/W3038266714","https://openalex.org/W3041696840","https://openalex.org/W3088246026","https://openalex.org/W3089540538","https://openalex.org/W3188716826","https://openalex.org/W3188859925","https://openalex.org/W3200178032","https://openalex.org/W4214900309","https://openalex.org/W4238284510","https://openalex.org/W4297813512","https://openalex.org/W6655142800","https://openalex.org/W6719306901","https://openalex.org/W6722776620","https://openalex.org/W6780249745","https://openalex.org/W6798854353","https://openalex.org/W6801541591"],"related_works":["https://openalex.org/W1849101968","https://openalex.org/W2005530305","https://openalex.org/W2150509975","https://openalex.org/W2913378067","https://openalex.org/W2068285564","https://openalex.org/W1649482245","https://openalex.org/W2985264093","https://openalex.org/W2972514247","https://openalex.org/W2121367301","https://openalex.org/W2913601338"],"abstract_inverted_index":{"In":[0],"this":[1,61],"article":[2],"we":[3,45,59],"study":[4],"the":[5,16,28,40,50,55,68],"theoretical":[6],"properties":[7],"of":[8,18,43,49,67,71,79],"Three-way":[9],"Decision":[10],"(TWD)":[11],"based":[12],"Machine":[13,31],"Learning,":[14],"from":[15],"perspective":[17],"Computational":[19],"Learning":[20,32],"Theory,":[21],"as":[22],"a":[23,47,65,83],"first":[24],"attempt":[25],"to":[26,54,63],"bridge":[27],"gap":[29],"between":[30,85],"theory":[33,42],"and":[34,58,87],"Uncertainty":[35],"Representation":[36],"theory.":[37],"Drawing":[38],"on":[39],"mathematical":[41],"orthopairs,":[44],"provide":[46],"generalization":[48,66],"PAC":[51],"learning":[52],"framework":[53,62],"TWD":[56,86],"setting,":[57],"use":[60],"prove":[64],"Fundamental":[69],"Theorem":[70],"Statistical":[72],"Learning.":[73],"We":[74],"then":[75],"show,":[76],"by":[77],"means":[78],"our":[80],"main":[81],"result,":[82],"connection":[84],"selective":[88],"prediction.":[89]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
