{"id":"https://openalex.org/W6925385056","doi":"https://doi.org/10.18420/muc2023-mci-ws16-397","title":"Multi-Objective Counterfactuals for Counterfactual Fairness in User Centered AI","display_name":"Multi-Objective Counterfactuals for Counterfactual Fairness in User Centered AI","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W6925385056","doi":"https://doi.org/10.18420/muc2023-mci-ws16-397"},"language":"en","primary_location":{"id":"doi:10.18420/muc2023-mci-ws16-397","is_oa":true,"landing_page_url":"https://doi.org/10.18420/muc2023-mci-ws16-397","pdf_url":null,"source":{"id":"https://openalex.org/S7407052918","display_name":"Gesellschaft f\u00fcr Informatik (GI)","issn_l":null,"issn":[],"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":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article-journal"},"type":"article","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.18420/muc2023-mci-ws16-397","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Amin, Rifat Mehreen","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Amin, Rifat Mehreen","raw_affiliation_strings":[],"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.50071781,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":true,"primary_topic":{"id":"https://openalex.org/T12414","display_name":"Coastal and Marine Management","score":0.0714000016450882,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12414","display_name":"Coastal and Marine Management","score":0.0714000016450882,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13352","display_name":"International Relations in Latin America","score":0.048900000751018524,"subfield":{"id":"https://openalex.org/subfields/3320","display_name":"Political Science and International Relations"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12652","display_name":"International Maritime Law Issues","score":0.03660000115633011,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/counterfactual-conditional","display_name":"Counterfactual conditional","score":0.9742000102996826},{"id":"https://openalex.org/keywords/counterfactual-thinking","display_name":"Counterfactual thinking","score":0.9591000080108643},{"id":"https://openalex.org/keywords/position","display_name":"Position (finance)","score":0.544700026512146},{"id":"https://openalex.org/keywords/position-paper","display_name":"Position paper","score":0.3840999901294708},{"id":"https://openalex.org/keywords/binary-number","display_name":"Binary number","score":0.3391999900341034},{"id":"https://openalex.org/keywords/binary-classification","display_name":"Binary classification","score":0.3366999924182892}],"concepts":[{"id":"https://openalex.org/C71889745","wikidata":"https://www.wikidata.org/wiki/Q1783264","display_name":"Counterfactual conditional","level":3,"score":0.9742000102996826},{"id":"https://openalex.org/C108650721","wikidata":"https://www.wikidata.org/wiki/Q1783253","display_name":"Counterfactual thinking","level":2,"score":0.9591000080108643},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6923999786376953},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6050000190734863},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.550599992275238},{"id":"https://openalex.org/C198082294","wikidata":"https://www.wikidata.org/wiki/Q3399648","display_name":"Position (finance)","level":2,"score":0.544700026512146},{"id":"https://openalex.org/C78780964","wikidata":"https://www.wikidata.org/wiki/Q7233193","display_name":"Position paper","level":2,"score":0.3840999901294708},{"id":"https://openalex.org/C48372109","wikidata":"https://www.wikidata.org/wiki/Q3913","display_name":"Binary number","level":2,"score":0.3391999900341034},{"id":"https://openalex.org/C66905080","wikidata":"https://www.wikidata.org/wiki/Q17005494","display_name":"Binary classification","level":3,"score":0.3366999924182892},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.3068000078201294},{"id":"https://openalex.org/C2779190172","wikidata":"https://www.wikidata.org/wiki/Q4913888","display_name":"Binary data","level":3,"score":0.299699991941452},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.26260000467300415},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.26159998774528503},{"id":"https://openalex.org/C517642484","wikidata":"https://www.wikidata.org/wiki/Q2388514","display_name":"Intelligence analysis","level":2,"score":0.25459998846054077},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.25290000438690186}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18420/muc2023-mci-ws16-397","is_oa":true,"landing_page_url":"https://doi.org/10.18420/muc2023-mci-ws16-397","pdf_url":null,"source":{"id":"https://openalex.org/S7407052918","display_name":"Gesellschaft f\u00fcr Informatik (GI)","issn_l":null,"issn":[],"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":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"doi:10.18420/muc2023-mci-ws16-397","is_oa":true,"landing_page_url":"https://doi.org/10.18420/muc2023-mci-ws16-397","pdf_url":null,"source":{"id":"https://openalex.org/S7407052918","display_name":"Gesellschaft f\u00fcr Informatik (GI)","issn_l":null,"issn":[],"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":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article-journal"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.7998865842819214,"id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"This":[0],"position":[1],"paper":[2],"emphasizes":[3],"the":[4,66,78],"role":[5],"of":[6,70],"user-centered":[7,87],"artificial":[8,88],"intelligence":[9],"in":[10,14,72],"critical":[11],"decision-making":[12],"domains":[13],"machine":[15],"learning":[16],"models.":[17],"In":[18],"this":[19],"paper,":[20],"I":[21,45,60],"introduce":[22],"MOCCF":[23],"(Multi-Objective":[24],"Counterfactuals":[25],"for":[26],"Counterfactual":[27],"Fairness)":[28],"as":[29],"an":[30],"extended":[31],"method":[32],"that":[33,62],"generates":[34],"realistic":[35],"counterfactuals":[36],"by":[37],"leveraging":[38],"multiple":[39],"objectives.":[40],"Furthermore,":[41],"to":[42,86],"increase":[43],"transparency,":[44],"propose":[46],"two":[47],"fairness":[48],"metrics,":[49],"Absolute":[50],"Mean":[51],"Prediction":[52],"Difference":[53],"(AMPD),":[54],"and":[55,68,80,84],"Model":[56],"Biasness":[57],"Estimation":[58],"(MBE).":[59],"argue":[61],"these":[63],"metrics":[64],"enable":[65],"detection":[67],"quantification":[69],"unfairness":[71],"binary":[73],"classification":[74],"models":[75],"both":[76],"at":[77],"individual":[79],"holistic":[81],"levels":[82],"consecutively":[83],"contribute":[85],"intelligence.":[89]},"counts_by_year":[],"updated_date":"2025-11-06T06:51:31.235846","created_date":"2025-10-10T00:00:00"}