{"id":"https://openalex.org/W2578265862","doi":"https://doi.org/10.3233/978-1-61499-686-6-219","title":"Argumentation for Machine Learning: A Survey","display_name":"Argumentation for Machine Learning: A Survey","publication_year":2016,"publication_date":"2016-01-01","ids":{"openalex":"https://openalex.org/W2578265862","doi":"https://doi.org/10.3233/978-1-61499-686-6-219","mag":"2578265862"},"language":"en","primary_location":{"id":"doi:10.3233/978-1-61499-686-6-219","is_oa":true,"landing_page_url":"https://doi.org/10.3233/978-1-61499-686-6-219","pdf_url":null,"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://doi.org/10.3233/978-1-61499-686-6-219","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5034045968","display_name":"Oana Cocarascu","orcid":"https://orcid.org/0000-0003-1552-8636"},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Cocarascu Oana","raw_affiliation_strings":["Imperial College London, London, United Kingdom"],"affiliations":[{"raw_affiliation_string":"Imperial College London, London, United Kingdom","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078354590","display_name":"Francesca Toni","orcid":"https://orcid.org/0000-0001-8194-1459"},"institutions":[{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Toni Francesca","raw_affiliation_strings":["Imperial College London, London, United Kingdom"],"affiliations":[{"raw_affiliation_string":"Imperial College London, London, United Kingdom","institution_ids":["https://openalex.org/I47508984"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5034045968"],"corresponding_institution_ids":["https://openalex.org/I47508984"],"apc_list":null,"apc_paid":null,"fwci":1.016,"has_fulltext":false,"cited_by_count":30,"citation_normalized_percentile":{"value":0.78891436,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"219","last_page":"230"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10456","display_name":"Multi-Agent Systems and Negotiation","score":0.9988999962806702,"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/T10456","display_name":"Multi-Agent Systems and Negotiation","score":0.9988999962806702,"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/T10028","display_name":"Topic Modeling","score":0.9962999820709229,"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/T11010","display_name":"Logic, Reasoning, and Knowledge","score":0.9937999844551086,"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/argumentation-theory","display_name":"Argumentation theory","score":0.8298546671867371},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5122053027153015},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3925026059150696},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.381838858127594},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.28892281651496887},{"id":"https://openalex.org/keywords/epistemology","display_name":"Epistemology","score":0.13650313019752502},{"id":"https://openalex.org/keywords/philosophy","display_name":"Philosophy","score":0.11363586783409119}],"concepts":[{"id":"https://openalex.org/C65059942","wikidata":"https://www.wikidata.org/wiki/Q270105","display_name":"Argumentation theory","level":2,"score":0.8298546671867371},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5122053027153015},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3925026059150696},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.381838858127594},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.28892281651496887},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.13650313019752502},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.11363586783409119}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3233/978-1-61499-686-6-219","is_oa":true,"landing_page_url":"https://doi.org/10.3233/978-1-61499-686-6-219","pdf_url":null,"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:spiral.imperial.ac.uk:10044/1/44024","is_oa":true,"landing_page_url":"http://hdl.handle.net/10044/1/44024","pdf_url":null,"source":{"id":"https://openalex.org/S4306401396","display_name":"Spiral (Imperial College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I47508984","host_organization_name":"Imperial College London","host_organization_lineage":["https://openalex.org/I47508984"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"6th International Conference on Computational Models of Argument (COMMA)","raw_type":"Conference Paper"},{"id":"mag:2578265862","is_oa":false,"landing_page_url":"https://dblp.uni-trier.de/db/conf/comma/comma2016.html#CocarascuT16","pdf_url":null,"source":{"id":"https://openalex.org/S4306417942","display_name":"Computational Models of Argument","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":"conference"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":"Computational Models of Argument","raw_type":null}],"best_oa_location":{"id":"doi:10.3233/978-1-61499-686-6-219","is_oa":true,"landing_page_url":"https://doi.org/10.3233/978-1-61499-686-6-219","pdf_url":null,"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":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W56790357","https://openalex.org/W60170021","https://openalex.org/W95144092","https://openalex.org/W128669167","https://openalex.org/W159189698","https://openalex.org/W169979552","https://openalex.org/W195699272","https://openalex.org/W214310859","https://openalex.org/W1502948570","https://openalex.org/W1562421423","https://openalex.org/W1564234994","https://openalex.org/W1578957392","https://openalex.org/W1810223187","https://openalex.org/W1835492352","https://openalex.org/W1912123407","https://openalex.org/W1965944404","https://openalex.org/W1991984181","https://openalex.org/W2012611887","https://openalex.org/W2079883067","https://openalex.org/W2084812512","https://openalex.org/W2089249982","https://openalex.org/W2104126268","https://openalex.org/W2104540263","https://openalex.org/W2125775793","https://openalex.org/W2131359501","https://openalex.org/W2147067422","https://openalex.org/W2159569510","https://openalex.org/W2280123326","https://openalex.org/W2321936756","https://openalex.org/W2327805699","https://openalex.org/W2403563267","https://openalex.org/W2524556227","https://openalex.org/W2579108961","https://openalex.org/W2589020727","https://openalex.org/W2911964244","https://openalex.org/W3112020351","https://openalex.org/W3139377883","https://openalex.org/W4234760406","https://openalex.org/W4239510810"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4256185029","https://openalex.org/W2141332034","https://openalex.org/W4388437769","https://openalex.org/W2762454042","https://openalex.org/W2064153856","https://openalex.org/W2337488240","https://openalex.org/W52290235"],"abstract_inverted_index":{"Existing":[0],"approaches":[1],"using":[2],"argumentation":[3,24,30],"to":[4,49],"aid":[5],"or":[6],"improve":[7],"machine":[8,15],"learning":[9,16],"differ":[10],"in":[11,20,26,45],"the":[12,51,61,66],"type":[13],"of":[14,23,29,39,68],"technique":[17],"they":[18],"consider,":[19],"their":[21,27],"use":[22,67],"and":[25,32],"choice":[28],"framework":[31],"semantics.":[33],"This":[34],"paper":[35],"presents":[36],"a":[37],"survey":[38],"this":[40],"relatively":[41],"young":[42],"field":[43],"highlighting,":[44],"particular,":[46],"its":[47,74],"achievements":[48],"date,":[50],"applications":[52],"it":[53],"has":[54],"been":[55],"used":[56],"for":[57],"as":[58,60],"well":[59],"benefits":[62],"brought":[63],"about":[64],"by":[65],"argumentation,":[69],"with":[70],"an":[71],"eye":[72],"towards":[73],"future.":[75]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":6},{"year":2019,"cited_by_count":1},{"year":2017,"cited_by_count":2}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}