{"id":"https://openalex.org/W4393281585","doi":"https://doi.org/10.1007/s10462-023-10663-5","title":"Consumer-side fairness in recommender systems: a systematic survey of methods and evaluation","display_name":"Consumer-side fairness in recommender systems: a systematic survey of methods and evaluation","publication_year":2024,"publication_date":"2024-03-29","ids":{"openalex":"https://openalex.org/W4393281585","doi":"https://doi.org/10.1007/s10462-023-10663-5"},"language":"en","primary_location":{"id":"doi:10.1007/s10462-023-10663-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-023-10663-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-023-10663-5.pdf","source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"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":"Artificial Intelligence Review","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s10462-023-10663-5.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5089593510","display_name":"Bj\u00f8rnar Vass\u00f8y","orcid":"https://orcid.org/0009-0007-1906-0432"},"institutions":[{"id":"https://openalex.org/I204778367","display_name":"Norwegian University of Science and Technology","ror":"https://ror.org/05xg72x27","country_code":"NO","type":"education","lineage":["https://openalex.org/I204778367"]}],"countries":["NO"],"is_corresponding":true,"raw_author_name":"Bj\u00f8rnar Vass\u00f8y","raw_affiliation_strings":["Department of Computer Science, Norwegian University of Science and Technology, H\u00f8gskoleringen 1, 7034, Trondheim, Tr\u00f8ndelag, Norway"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Norwegian University of Science and Technology, H\u00f8gskoleringen 1, 7034, Trondheim, Tr\u00f8ndelag, Norway","institution_ids":["https://openalex.org/I204778367"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5040301804","display_name":"Helge Langseth","orcid":"https://orcid.org/0000-0001-6324-6284"},"institutions":[{"id":"https://openalex.org/I204778367","display_name":"Norwegian University of Science and Technology","ror":"https://ror.org/05xg72x27","country_code":"NO","type":"education","lineage":["https://openalex.org/I204778367"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Helge Langseth","raw_affiliation_strings":["Department of Computer Science, Norwegian University of Science and Technology, H\u00f8gskoleringen 1, 7034, Trondheim, Tr\u00f8ndelag, Norway"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Norwegian University of Science and Technology, H\u00f8gskoleringen 1, 7034, Trondheim, Tr\u00f8ndelag, Norway","institution_ids":["https://openalex.org/I204778367"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5089593510"],"corresponding_institution_ids":["https://openalex.org/I204778367"],"apc_list":{"value":2490,"currency":"EUR","value_usd":3090},"apc_paid":{"value":2490,"currency":"EUR","value_usd":3090},"fwci":11.9969,"has_fulltext":true,"cited_by_count":16,"citation_normalized_percentile":{"value":0.98413984,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"57","issue":"4","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9977999925613403,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9977999925613403,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T11161","display_name":"Consumer Market Behavior and Pricing","score":0.993399977684021,"subfield":{"id":"https://openalex.org/subfields/1406","display_name":"Marketing"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11704","display_name":"Mobile Crowdsensing and Crowdsourcing","score":0.9894000291824341,"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/recommender-system","display_name":"Recommender system","score":0.8117492198944092},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7771583199501038},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.23757541179656982}],"concepts":[{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.8117492198944092},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7771583199501038},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.23757541179656982}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s10462-023-10663-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-023-10663-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-023-10663-5.pdf","source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"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":"Artificial Intelligence Review","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s10462-023-10663-5","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s10462-023-10663-5","pdf_url":"https://link.springer.com/content/pdf/10.1007/s10462-023-10663-5.pdf","source":{"id":"https://openalex.org/S122814990","display_name":"Artificial Intelligence Review","issn_l":"0269-2821","issn":["0269-2821","1573-7462"],"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":"Artificial Intelligence Review","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2589906563","display_name":null,"funder_award_id":"309834","funder_id":"https://openalex.org/F4320323299","funder_display_name":"Norges Forskningsr\u00e5d"}],"funders":[{"id":"https://openalex.org/F4320311040","display_name":"Norges Teknisk-Naturvitenskapelige Universitet","ror":"https://ror.org/05xg72x27"},{"id":"https://openalex.org/F4320320847","display_name":"Science Foundation Ireland","ror":"https://ror.org/0271asj38"},{"id":"https://openalex.org/F4320323299","display_name":"Norges Forskningsr\u00e5d","ror":"https://ror.org/00epmv149"}],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4393281585.pdf"},"referenced_works_count":95,"referenced_works":["https://openalex.org/W1412447802","https://openalex.org/W1779879527","https://openalex.org/W1965583749","https://openalex.org/W1984007049","https://openalex.org/W2001259128","https://openalex.org/W2022322548","https://openalex.org/W2046522752","https://openalex.org/W2069870183","https://openalex.org/W2088794999","https://openalex.org/W2109135024","https://openalex.org/W2134255645","https://openalex.org/W2135598826","https://openalex.org/W2135930857","https://openalex.org/W2136885855","https://openalex.org/W2150409561","https://openalex.org/W2154114851","https://openalex.org/W2155912844","https://openalex.org/W2159196732","https://openalex.org/W2219888463","https://openalex.org/W2250184916","https://openalex.org/W2507487739","https://openalex.org/W2584940680","https://openalex.org/W2605350416","https://openalex.org/W2725606191","https://openalex.org/W2734755249","https://openalex.org/W2775334987","https://openalex.org/W2824407413","https://openalex.org/W2911936302","https://openalex.org/W2911964244","https://openalex.org/W2915273119","https://openalex.org/W2932004331","https://openalex.org/W2950000812","https://openalex.org/W2962818688","https://openalex.org/W2963588812","https://openalex.org/W2963843518","https://openalex.org/W2966133050","https://openalex.org/W2981162863","https://openalex.org/W2997538502","https://openalex.org/W2997606354","https://openalex.org/W3008301325","https://openalex.org/W3014011525","https://openalex.org/W3021654819","https://openalex.org/W3034400117","https://openalex.org/W3041816753","https://openalex.org/W3092541244","https://openalex.org/W3103006639","https://openalex.org/W3115572006","https://openalex.org/W3118615836","https://openalex.org/W3123082925","https://openalex.org/W3123348991","https://openalex.org/W3127259869","https://openalex.org/W3138463903","https://openalex.org/W3153432523","https://openalex.org/W3155877950","https://openalex.org/W3156200279","https://openalex.org/W3157314313","https://openalex.org/W3160571579","https://openalex.org/W3163155381","https://openalex.org/W3164166762","https://openalex.org/W3166964094","https://openalex.org/W3174602246","https://openalex.org/W3175660618","https://openalex.org/W3181414820","https://openalex.org/W3192055963","https://openalex.org/W3199856156","https://openalex.org/W3201577120","https://openalex.org/W3205761523","https://openalex.org/W4200503933","https://openalex.org/W4205438669","https://openalex.org/W4205718326","https://openalex.org/W4205827361","https://openalex.org/W4210690077","https://openalex.org/W4212908757","https://openalex.org/W4213181543","https://openalex.org/W4226055758","https://openalex.org/W4226210383","https://openalex.org/W4226280022","https://openalex.org/W4226322861","https://openalex.org/W4226357341","https://openalex.org/W4229069168","https://openalex.org/W4248649186","https://openalex.org/W4280595799","https://openalex.org/W4282027681","https://openalex.org/W4282556565","https://openalex.org/W4282813715","https://openalex.org/W4282923016","https://openalex.org/W4288616732","https://openalex.org/W4293083811","https://openalex.org/W4296448351","https://openalex.org/W4297899107","https://openalex.org/W4297971002","https://openalex.org/W4298289297","https://openalex.org/W4302568281","https://openalex.org/W4366782941","https://openalex.org/W4385302663"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W4390273403","https://openalex.org/W4386781444","https://openalex.org/W2150182025","https://openalex.org/W3092950680","https://openalex.org/W3197542405","https://openalex.org/W2056712470","https://openalex.org/W3125580266","https://openalex.org/W4317039510","https://openalex.org/W4238861846"],"abstract_inverted_index":{"Abstract":[0],"In":[1,92],"the":[2,29,53,56,88,141,167,170,181,185],"current":[3,142],"landscape":[4],"of":[5,8,32,90,104,112,140,184],"ever-increasing":[6],"levels":[7],"digitalization,":[9],"we":[10,176],"are":[11,46,64,117],"facing":[12],"major":[13],"challenges":[14],"pertaining":[15],"to":[16,41,48,77,83,87,165],"data":[17,33,49,74],"volume.":[18],"Recommender":[19],"systems":[20,79],"have":[21],"become":[22],"irreplaceable":[23],"both":[24],"for":[25,180],"helping":[26],"users":[27,103],"navigate":[28],"increasing":[30],"amounts":[31],"and,":[34,127],"conversely,":[35,128],"aiding":[36],"providers":[37],"in":[38,52,72,147],"marketing":[39],"products":[40],"interested":[42],"users.":[43],"Data-driven":[44],"models":[45],"susceptible":[47],"bias,":[50],"materializing":[51],"bias":[54],"influencing":[55],"models\u2019":[57],"decision-making.":[58],"For":[59],"recommender":[60,78,105,148],"systems,":[61,106],"such":[62],"issues":[63],"well":[65],"exemplified":[66],"by":[67,102],"occupation":[68],"recommendation,":[69],"where":[70],"biases":[71],"historical":[73],"may":[75],"lead":[76],"relating":[80],"one":[81],"gender":[82],"lower":[84],"wages":[85],"or":[86],"propagation":[89],"stereotypes.":[91],"particular,":[93],"consumer-side":[94,145],"fairness,":[95],"which":[96],"focuses":[97],"on":[98,123,144,157],"mitigating":[99],"discrimination":[100],"experienced":[101],"has":[107],"seen":[108],"a":[109,135,153],"vast":[110],"number":[111],"diverse":[113],"approaches.":[114],"The":[115],"approaches":[116],"further":[118],"diversified":[119],"through":[120],"differing":[121],"ideas":[122],"what":[124],"constitutes":[125],"fair":[126],"discriminatory":[129],"recommendations.":[130],"This":[131],"survey":[132],"serves":[133],"as":[134],"systematic":[136],"overview":[137],"and":[138,163,169],"discussion":[139],"research":[143,168],"fairness":[146,159,172],"systems.":[149],"To":[150],"that":[151],"end,":[152],"novel":[154],"taxonomy":[155],"based":[156],"high-level":[158],"definitions":[160],"is":[161],"proposed":[162,171],"used":[164],"categorize":[166],"evaluation":[173],"metrics.":[174],"Finally,":[175],"highlight":[177],"some":[178],"suggestions":[179],"future":[182],"direction":[183],"field.":[186]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":3}],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2024-03-29T00:00:00"}