{"id":"https://openalex.org/W4403220896","doi":"https://doi.org/10.1145/3640457.3688187","title":"Oh, Behave! Country Representation Dynamics Created by Feedback Loops in Music Recommender Systems","display_name":"Oh, Behave! Country Representation Dynamics Created by Feedback Loops in Music Recommender Systems","publication_year":2024,"publication_date":"2024-10-08","ids":{"openalex":"https://openalex.org/W4403220896","doi":"https://doi.org/10.1145/3640457.3688187"},"language":"en","primary_location":{"id":"doi:10.1145/3640457.3688187","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3640457.3688187","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3640457.3688187","source":null,"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"18th ACM Conference on Recommender Systems","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3640457.3688187","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5034972662","display_name":"Oleg Lesota","orcid":"https://orcid.org/0000-0002-8321-6565"},"institutions":[{"id":"https://openalex.org/I121883995","display_name":"Johannes Kepler University of Linz","ror":"https://ror.org/052r2xn60","country_code":"AT","type":"education","lineage":["https://openalex.org/I121883995"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Oleg Lesota","raw_affiliation_strings":["Institute of Computational Perception, Johannes Kepler University Linz and Linz Institute of Technology, Austria"],"raw_orcid":"https://orcid.org/0000-0002-8321-6565","affiliations":[{"raw_affiliation_string":"Institute of Computational Perception, Johannes Kepler University Linz and Linz Institute of Technology, Austria","institution_ids":["https://openalex.org/I121883995"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113423168","display_name":"Jonas Geiger","orcid":null},"institutions":[{"id":"https://openalex.org/I121883995","display_name":"Johannes Kepler University of Linz","ror":"https://ror.org/052r2xn60","country_code":"AT","type":"education","lineage":["https://openalex.org/I121883995"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Jonas Geiger","raw_affiliation_strings":["Johannes Kepler University Linz and Linz Institute of Technology, Austria"],"raw_orcid":"https://orcid.org/0009-0001-6426-6858","affiliations":[{"raw_affiliation_string":"Johannes Kepler University Linz and Linz Institute of Technology, Austria","institution_ids":["https://openalex.org/I121883995"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107823453","display_name":"Max Walder","orcid":null},"institutions":[{"id":"https://openalex.org/I121883995","display_name":"Johannes Kepler University of Linz","ror":"https://ror.org/052r2xn60","country_code":"AT","type":"education","lineage":["https://openalex.org/I121883995"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Max Walder","raw_affiliation_strings":["Johannes Kepler University Linz and Linz Institute of Technology, Austria"],"raw_orcid":"https://orcid.org/0009-0002-0644-801X","affiliations":[{"raw_affiliation_string":"Johannes Kepler University Linz and Linz Institute of Technology, Austria","institution_ids":["https://openalex.org/I121883995"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071624510","display_name":"Dominik Kowald","orcid":"https://orcid.org/0000-0003-3230-6234"},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]},{"id":"https://openalex.org/I4210088621","display_name":"Know Center Research GmbH (Austria)","ror":"https://ror.org/004zhad81","country_code":"AT","type":"company","lineage":["https://openalex.org/I4210088621"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Dominik Kowald","raw_affiliation_strings":["FAIR-AI, Know-Center GmbH and TU Graz, Austria"],"raw_orcid":"https://orcid.org/0000-0003-3230-6234","affiliations":[{"raw_affiliation_string":"FAIR-AI, Know-Center GmbH and TU Graz, Austria","institution_ids":["https://openalex.org/I4092182","https://openalex.org/I4210088621"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091259315","display_name":"Markus Schedl","orcid":"https://orcid.org/0000-0003-1706-3406"},"institutions":[{"id":"https://openalex.org/I121883995","display_name":"Johannes Kepler University of Linz","ror":"https://ror.org/052r2xn60","country_code":"AT","type":"education","lineage":["https://openalex.org/I121883995"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Markus Schedl","raw_affiliation_strings":["Institute of Computational Perception, Johannes Kepler University Linz and Linz Institute of Technology, Austria"],"raw_orcid":"https://orcid.org/0000-0003-1706-3406","affiliations":[{"raw_affiliation_string":"Institute of Computational Perception, Johannes Kepler University Linz and Linz Institute of Technology, Austria","institution_ids":["https://openalex.org/I121883995"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1022","last_page":"1027"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11309","display_name":"Music and Audio Processing","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11309","display_name":"Music and Audio Processing","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9911999702453613,"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/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9814000129699707,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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":0.8917840123176575},{"id":"https://openalex.org/keywords/dynamics","display_name":"Dynamics (music)","score":0.7311452031135559},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6817308664321899},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.6792008876800537},{"id":"https://openalex.org/keywords/feedback-loop","display_name":"Feedback loop","score":0.425850510597229},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.3780228793621063},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.3724532723426819},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.33527007699012756},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.31719839572906494},{"id":"https://openalex.org/keywords/acoustics","display_name":"Acoustics","score":0.12550455331802368},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.06452566385269165}],"concepts":[{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.8917840123176575},{"id":"https://openalex.org/C145912823","wikidata":"https://www.wikidata.org/wiki/Q113558","display_name":"Dynamics (music)","level":2,"score":0.7311452031135559},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6817308664321899},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.6792008876800537},{"id":"https://openalex.org/C186886427","wikidata":"https://www.wikidata.org/wiki/Q5441213","display_name":"Feedback loop","level":2,"score":0.425850510597229},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.3780228793621063},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.3724532723426819},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.33527007699012756},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.31719839572906494},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.12550455331802368},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.06452566385269165},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3640457.3688187","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3640457.3688187","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3640457.3688187","source":null,"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"18th ACM Conference on Recommender Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2408.11565","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2408.11565","pdf_url":"https://arxiv.org/pdf/2408.11565","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"}],"best_oa_location":{"id":"doi:10.1145/3640457.3688187","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3640457.3688187","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3640457.3688187","source":null,"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"18th ACM Conference on Recommender Systems","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.5799999833106995,"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities"}],"awards":[{"id":"https://openalex.org/G1837357248","display_name":"Humans and Recommender Systems: Towards Mutual Understanding","funder_award_id":"P33526","funder_id":"https://openalex.org/F4320321181","funder_display_name":"Austrian Science Fund"},{"id":"https://openalex.org/G2229955478","display_name":null,"funder_award_id":"10.55776/P33526","funder_id":"https://openalex.org/F4320321181","funder_display_name":"Austrian Science Fund"},{"id":"https://openalex.org/G4125750076","display_name":null,"funder_award_id":"10.55776/COE12","funder_id":"https://openalex.org/F4320321181","funder_display_name":"Austrian Science Fund"}],"funders":[{"id":"https://openalex.org/F4320321181","display_name":"Austrian Science Fund","ror":"https://ror.org/013tf3c58"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4403220896.pdf"},"referenced_works_count":19,"referenced_works":["https://openalex.org/W2142144955","https://openalex.org/W2605350416","https://openalex.org/W2765564115","https://openalex.org/W2911936302","https://openalex.org/W3013778941","https://openalex.org/W3045200674","https://openalex.org/W3088329504","https://openalex.org/W3094546485","https://openalex.org/W3100945072","https://openalex.org/W3134330728","https://openalex.org/W3146910547","https://openalex.org/W3173513735","https://openalex.org/W3175865138","https://openalex.org/W3195405741","https://openalex.org/W3208227120","https://openalex.org/W3216966258","https://openalex.org/W4220654158","https://openalex.org/W4285173959","https://openalex.org/W4318616060"],"related_works":["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/W4386728952","https://openalex.org/W4213045373","https://openalex.org/W3089214483"],"abstract_inverted_index":{"Recent":[0],"work":[1],"suggests":[2],"that":[3,83,104,129],"music":[4,14,37,60,94,113,165],"recommender":[5],"systems":[6],"are":[7],"prone":[8],"to":[9,31],"disproportionally":[10],"frequent":[11],"recommendations":[12],"of":[13,42,52,54,85,93,109,162],"from":[15,95,146],"countries":[16,149],"more":[17],"prominently":[18],"represented":[19,148],"in":[20,36,61,98,134,153,166],"the":[21,25,40,50,77,86,91,130,139,154,160],"training":[22],"data,":[23],"notably":[24],"US.":[26],"However,":[27],"it":[28],"remains":[29],"unclear":[30],"what":[32],"extent":[33],"feedback":[34,72],"loops":[35],"recommendation":[38,88],"influence":[39],"dynamics":[41,51],"such":[43],"imbalance.":[44],"In":[45,143],"this":[46,67],"work,":[47],"we":[48,69,102],"investigate":[49],"representation":[53],"local":[55,96,112,164],"(i.e.,":[56],"country-specific)":[57],"and":[58,64,111],"US-produced":[59],"user":[62],"profiles":[63],"recommendations.":[65,100,119,142,167],"To":[66],"end,":[68],"conduct":[70],"a":[71],"loop":[73],"simulation":[74],"study":[75,136],"using":[76],"LFM-2b":[78],"dataset.":[79],"The":[80],"results":[81],"suggest":[82],"most":[84,131,157],"investigated":[87],"models":[89,105],"decrease":[90],"proportion":[92],"artists":[97],"their":[99,163],"Furthermore,":[101],"find":[103,128],"preserving":[106],"average":[107],"proportions":[108],"US":[110],"do":[114],"not":[115],"necessarily":[116],"provide":[117],"country-calibrated":[118,141],"We":[120],"also":[121],"look":[122],"into":[123],"popularity":[124],"calibration":[125],"and,":[126],"surprisingly,":[127],"popularity-calibrated":[132],"model":[133],"our":[135],"(ItemKNN)":[137],"provides":[138],"least":[140],"addition,":[144],"users":[145],"less":[147],"(e.g.,":[150],"Finland)":[151],"are,":[152],"long":[155],"term,":[156],"affected":[158],"by":[159],"under-representation":[161]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":8}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}