{"id":"https://openalex.org/W4403488466","doi":"https://doi.org/10.3233/faia240564","title":"Enhancing Fairness through Reweighting: A Path to Attain the Sufficiency Rule","display_name":"Enhancing Fairness through Reweighting: A Path to Attain the Sufficiency Rule","publication_year":2024,"publication_date":"2024-10-16","ids":{"openalex":"https://openalex.org/W4403488466","doi":"https://doi.org/10.3233/faia240564"},"language":"en","primary_location":{"id":"doi:10.3233/faia240564","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia240564","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA240564","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/FAIA240564","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100342936","display_name":"Xuan Zhao","orcid":"https://orcid.org/0000-0003-0119-7768"},"institutions":[{"id":"https://openalex.org/I8087733","display_name":"University of T\u00fcbingen","ror":"https://ror.org/03a1kwz48","country_code":"DE","type":"education","lineage":["https://openalex.org/I8087733"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Xuan Zhao","raw_affiliation_strings":["SCHUFA Holding AG","University of T\u00fcbingen"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SCHUFA Holding AG","institution_ids":[]},{"raw_affiliation_string":"University of T\u00fcbingen","institution_ids":["https://openalex.org/I8087733"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066050663","display_name":"Klaus Broelemann","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Klaus Broelemann","raw_affiliation_strings":["SCHUFA Holding AG"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"SCHUFA Holding AG","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071524745","display_name":"Salvatore Ruggieri","orcid":"https://orcid.org/0000-0002-1917-6087"},"institutions":[{"id":"https://openalex.org/I108290504","display_name":"University of Pisa","ror":"https://ror.org/03ad39j10","country_code":"IT","type":"education","lineage":["https://openalex.org/I108290504"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Salvatore Ruggieri","raw_affiliation_strings":["University of Pisa"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Pisa","institution_ids":["https://openalex.org/I108290504"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5024434748","display_name":"Gjergji Kasneci","orcid":null},"institutions":[{"id":"https://openalex.org/I62916508","display_name":"Technical University of Munich","ror":"https://ror.org/02kkvpp62","country_code":"DE","type":"education","lineage":["https://openalex.org/I62916508"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Gjergji Kasneci","raw_affiliation_strings":["Technical University of Munich"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Technical University of Munich","institution_ids":["https://openalex.org/I62916508"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5100342936"],"corresponding_institution_ids":["https://openalex.org/I8087733"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.66737064,"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":false,"primary_topic":{"id":"https://openalex.org/T12066","display_name":"Obesity and Health Practices","score":0.17329999804496765,"subfield":{"id":"https://openalex.org/subfields/3611","display_name":"Pharmacy"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T12066","display_name":"Obesity and Health Practices","score":0.17329999804496765,"subfield":{"id":"https://openalex.org/subfields/3611","display_name":"Pharmacy"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12816","display_name":"Global Public Health Policies and Epidemiology","score":0.16990000009536743,"subfield":{"id":"https://openalex.org/subfields/1407","display_name":"Organizational Behavior and Human Resource Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/path","display_name":"Path (computing)","score":0.6628889441490173},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.43999195098876953},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.06752616167068481}],"concepts":[{"id":"https://openalex.org/C2777735758","wikidata":"https://www.wikidata.org/wiki/Q817765","display_name":"Path (computing)","level":2,"score":0.6628889441490173},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.43999195098876953},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.06752616167068481}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3233/faia240564","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia240564","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA240564","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:arpi.unipi.it:11568/1286288","is_oa":false,"landing_page_url":"https://hdl.handle.net/11568/1286288","pdf_url":null,"source":{"id":"https://openalex.org/S4377196265","display_name":"CINECA IRIS Institutial research information system (University of Pisa)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I108290504","host_organization_name":"University of Pisa","host_organization_lineage":["https://openalex.org/I108290504"],"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"}],"best_oa_location":{"id":"doi:10.3233/faia240564","is_oa":true,"landing_page_url":"https://doi.org/10.3233/faia240564","pdf_url":"https://ebooks.iospress.nl/pdf/doi/10.3233/FAIA240564","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/W4403488466.pdf"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"We":[0,48,82],"introduce":[1],"an":[2],"innovative":[3],"approach":[4],"to":[5,25,31,53,86],"enhancing":[6],"the":[7,22,33,77,84,105],"empirical":[8],"risk":[9],"minimization":[10],"(ERM)":[11],"process":[12],"in":[13,36,104],"model":[14,69],"training":[15,23,88],"through":[16],"a":[17,50,101],"refined":[18],"reweighting":[19,61],"scheme":[20,29],"of":[21,79,92],"data":[24],"enhance":[26],"fairness.":[27],"This":[28],"aims":[30],"uphold":[32],"sufficiency":[34],"rule":[35],"fairness":[37,111],"by":[38],"ensuring":[39],"that":[40,66],"optimal":[41],"predictors":[42],"maintain":[43],"consistency":[44],"across":[45,113],"diverse":[46],"sub-groups.":[47],"employ":[49],"bilevel":[51],"formulation":[52,72],"address":[54],"this":[55],"challenge,":[56],"wherein":[57],"we":[58],"explore":[59],"sample":[60,80],"strategies.":[62],"Unlike":[63],"conventional":[64],"methods":[65],"hinge":[67],"on":[68,76],"size,":[70],"our":[71,93],"bases":[73],"generalization":[74],"complexity":[75],"space":[78],"weights.":[81],"discretize":[83],"weights":[85],"improve":[87],"speed.":[89],"Empirical":[90],"validation":[91],"method":[94],"showcases":[95],"its":[96],"effectiveness":[97],"and":[98,110],"robustness,":[99],"revealing":[100],"consistent":[102],"improvement":[103],"balance":[106],"between":[107],"prediction":[108],"performance":[109],"metrics":[112],"various":[114],"experiments.":[115],"Code":[116],"is":[117],"available":[118],"at":[119],"https://github.com/zhaoxuan00707/Reweighting_for_sufficiency.":[120]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}