{"id":"https://openalex.org/W4226238217","doi":"https://doi.org/10.1007/s10994-022-06173-0","title":"Robust reputation independence in ranking systems for multiple sensitive attributes","display_name":"Robust reputation independence in ranking systems for multiple sensitive attributes","publication_year":2022,"publication_date":"2022-06-10","ids":{"openalex":"https://openalex.org/W4226238217","doi":"https://doi.org/10.1007/s10994-022-06173-0"},"language":"en","primary_location":{"id":"doi:10.1007/s10994-022-06173-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10994-022-06173-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10994-022-06173-0.pdf","source":{"id":"https://openalex.org/S62148650","display_name":"Machine Learning","issn_l":"0885-6125","issn":["0885-6125","1573-0565"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Learning","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10994-022-06173-0.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5070307147","display_name":"Guilherme Piovezani Ramos","orcid":"https://orcid.org/0000-0002-7756-001X"},"institutions":[{"id":"https://openalex.org/I141596103","display_name":"University of Lisbon","ror":"https://ror.org/01c27hj86","country_code":"PT","type":"education","lineage":["https://openalex.org/I141596103"]}],"countries":["PT"],"is_corresponding":true,"raw_author_name":"Guilherme Ramos","raw_affiliation_strings":["LASIGE, Departamento de Inform\u00e1tica, Faculdade de Ci\u00eancias, Universidade de Lisboa, Lisboa, Portugal"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LASIGE, Departamento de Inform\u00e1tica, Faculdade de Ci\u00eancias, Universidade de Lisboa, Lisboa, Portugal","institution_ids":["https://openalex.org/I141596103"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008065624","display_name":"Ludovico Boratto","orcid":"https://orcid.org/0000-0002-6053-3015"},"institutions":[{"id":"https://openalex.org/I172446870","display_name":"University of Cagliari","ror":"https://ror.org/003109y17","country_code":"IT","type":"education","lineage":["https://openalex.org/I172446870"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Ludovico Boratto","raw_affiliation_strings":["University of Cagliari, Cagliari, Italy"],"raw_orcid":"https://orcid.org/0000-0002-6053-3015","affiliations":[{"raw_affiliation_string":"University of Cagliari, Cagliari, Italy","institution_ids":["https://openalex.org/I172446870"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019764103","display_name":"Mirko Marras","orcid":"https://orcid.org/0000-0003-1989-6057"},"institutions":[{"id":"https://openalex.org/I172446870","display_name":"University of Cagliari","ror":"https://ror.org/003109y17","country_code":"IT","type":"education","lineage":["https://openalex.org/I172446870"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Mirko Marras","raw_affiliation_strings":["University of Cagliari, Cagliari, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Cagliari, Cagliari, Italy","institution_ids":["https://openalex.org/I172446870"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5070307147"],"corresponding_institution_ids":["https://openalex.org/I141596103"],"apc_list":{"value":2390,"currency":"EUR","value_usd":2990},"apc_paid":{"value":2390,"currency":"EUR","value_usd":2990},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.10882886,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"111","issue":"10","first_page":"3769","last_page":"3796"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10883","display_name":"Ethics and Social Impacts of AI","score":0.5867999792098999,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10883","display_name":"Ethics and Social Impacts of AI","score":0.5867999792098999,"subfield":{"id":"https://openalex.org/subfields/3311","display_name":"Safety Research"},"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/T10991","display_name":"Game Theory and Voting Systems","score":0.13289999961853027,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.07609999924898148,"subfield":{"id":"https://openalex.org/subfields/1706","display_name":"Computer Science Applications"},"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/reputation","display_name":"Reputation","score":0.8893213868141174},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.7827404737472534},{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.7704303860664368},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6550050377845764},{"id":"https://openalex.org/keywords/operationalization","display_name":"Operationalization","score":0.6312888860702515},{"id":"https://openalex.org/keywords/independence","display_name":"Independence (probability theory)","score":0.5705790519714355},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4618251919746399},{"id":"https://openalex.org/keywords/reputation-system","display_name":"Reputation system","score":0.4551101624965668},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.4124056100845337},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.39888519048690796},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.30111512541770935},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.15692338347434998},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.15340867638587952}],"concepts":[{"id":"https://openalex.org/C48798503","wikidata":"https://www.wikidata.org/wiki/Q877546","display_name":"Reputation","level":2,"score":0.8893213868141174},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.7827404737472534},{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.7704303860664368},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6550050377845764},{"id":"https://openalex.org/C9354725","wikidata":"https://www.wikidata.org/wiki/Q286017","display_name":"Operationalization","level":2,"score":0.6312888860702515},{"id":"https://openalex.org/C35651441","wikidata":"https://www.wikidata.org/wiki/Q625303","display_name":"Independence (probability theory)","level":2,"score":0.5705790519714355},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4618251919746399},{"id":"https://openalex.org/C2781218421","wikidata":"https://www.wikidata.org/wiki/Q2892532","display_name":"Reputation system","level":3,"score":0.4551101624965668},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.4124056100845337},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.39888519048690796},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.30111512541770935},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.15692338347434998},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.15340867638587952},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1007/s10994-022-06173-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10994-022-06173-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10994-022-06173-0.pdf","source":{"id":"https://openalex.org/S62148650","display_name":"Machine Learning","issn_l":"0885-6125","issn":["0885-6125","1573-0565"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Learning","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2203.16663","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2203.16663","pdf_url":"https://arxiv.org/pdf/2203.16663","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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":"text"},{"id":"doi:10.48550/arxiv.2203.16663","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2203.16663","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"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:10.1007/s10994-022-06173-0","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10994-022-06173-0","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10994-022-06173-0.pdf","source":{"id":"https://openalex.org/S62148650","display_name":"Machine Learning","issn_l":"0885-6125","issn":["0885-6125","1573-0565"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Machine Learning","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6830413002","display_name":"Advances in Control Design Methodologies for Safety Critical Systems Applied to Robotics","funder_award_id":"PTDC/EEI-AUT/3522/2020","funder_id":"https://openalex.org/F4320334779","funder_display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia"}],"funders":[{"id":"https://openalex.org/F4320313987","display_name":"Universit\u00e0 degli Studi di Cagliari","ror":"https://ror.org/003109y17"},{"id":"https://openalex.org/F4320334779","display_name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia","ror":"https://ror.org/00snfqn58"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4226238217.pdf","grobid_xml":"https://content.openalex.org/works/W4226238217.grobid-xml"},"referenced_works_count":44,"referenced_works":["https://openalex.org/W1991660937","https://openalex.org/W2031986017","https://openalex.org/W2048437343","https://openalex.org/W2081381264","https://openalex.org/W2088010151","https://openalex.org/W2104887187","https://openalex.org/W2107007038","https://openalex.org/W2147044670","https://openalex.org/W2155912844","https://openalex.org/W2158000180","https://openalex.org/W2292253565","https://openalex.org/W2407292501","https://openalex.org/W2507134384","https://openalex.org/W2507358938","https://openalex.org/W2518042829","https://openalex.org/W2537653515","https://openalex.org/W2540366629","https://openalex.org/W2588799281","https://openalex.org/W2704480242","https://openalex.org/W2787991113","https://openalex.org/W2869171338","https://openalex.org/W2888099522","https://openalex.org/W2897955056","https://openalex.org/W2902567760","https://openalex.org/W2912638141","https://openalex.org/W2952627416","https://openalex.org/W2954100110","https://openalex.org/W2962922665","https://openalex.org/W2963016065","https://openalex.org/W2964036349","https://openalex.org/W2966593790","https://openalex.org/W3012903288","https://openalex.org/W3023202929","https://openalex.org/W3033722626","https://openalex.org/W3034819374","https://openalex.org/W3099814932","https://openalex.org/W3125241629","https://openalex.org/W3183971362","https://openalex.org/W3207212569","https://openalex.org/W4239181501","https://openalex.org/W4300482433","https://openalex.org/W6770882507","https://openalex.org/W6787191612","https://openalex.org/W6917172014"],"related_works":["https://openalex.org/W63318","https://openalex.org/W133296","https://openalex.org/W404410","https://openalex.org/W40399","https://openalex.org/W5882844","https://openalex.org/W3106272499","https://openalex.org/W8497355","https://openalex.org/W15752130","https://openalex.org/W16904339","https://openalex.org/W15119478"],"abstract_inverted_index":{"Abstract":[0],"Ranking":[1],"systems":[2,42],"have":[3],"an":[4],"unprecedented":[5],"influence":[6],"on":[7,17,45,86,112,131,161,180],"how":[8],"and":[9,14,163,175,205],"what":[10],"information":[11],"people":[12],"access,":[13],"their":[15],"impact":[16],"our":[18,158,186],"society":[19],"is":[20,33,105],"being":[21],"analyzed":[22],"from":[23],"different":[24],"perspectives,":[25],"such":[26,171],"as":[27,172],"users\u2019":[28,46,197],"discrimination.":[29],"A":[30],"notable":[31],"example":[32],"represented":[34],"by":[35],"reputation-based":[36],"ranking":[37,120,169],"systems,":[38],"a":[39,50,64,82,101,139],"class":[40,88],"of":[41,75,89,167],"that":[43,63,76,96,185],"rely":[44],"reputation":[47,74,83,98,144],"to":[48,54,142,156,189,195],"generate":[49],"non-personalized":[51],"item-ranking,":[52],"proved":[53],"be":[55,123],"biased":[56,124,191],"against":[57,125,177],"certain":[58,126],"demographic":[59,127],"classes.":[60],"To":[61],"safeguard":[62],"given":[65],"sensitive":[66,103,114,148,198],"user\u2019s":[67],"attribute":[68,104,115,133],"does":[69],"not":[70,106],"systematically":[71],"affect":[72],"the":[73,118,154,168,202],"user,":[77],"prior":[78],"work":[79],"has":[80],"operationalized":[81],"independence":[84,99,145],"constraint":[85],"this":[87,92],"systems.":[90],"In":[91],"paper,":[93],"we":[94,137],"uncover":[95],"guaranteeing":[97],"for":[100,146],"single":[102],"enough.":[107],"When":[108],"mitigating":[109],"biases":[110],"based":[111,130],"one":[113],"(e.g.,":[116,134],"gender),":[117],"final":[119],"might":[121],"still":[122],"groups":[128],"formed":[129],"another":[132],"age).":[135],"Hence,":[136],"propose":[138],"novel":[140],"approach":[141,159,187],"introduce":[143],"multiple":[147,196],"attributes":[149],"simultaneously.":[150],"We":[151],"then":[152],"analyze":[153],"extent":[155],"which":[157],"impacts":[160],"discrimination":[162],"other":[164],"important":[165],"properties":[166],"system,":[170],"its":[173],"quality":[174,204],"robustness":[176],"attacks.":[178],"Experiments":[179],"two":[181],"real-world":[182],"datasets":[183],"show":[184],"leads":[188],"less":[190],"rankings":[192],"with":[193],"respect":[194],"attributes,":[199],"without":[200],"affecting":[201],"system\u2019s":[203],"robustness.":[206]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2022-05-05T00:00:00"}
