{"id":"https://openalex.org/W4381191254","doi":"https://doi.org/10.1145/3565472.3595619","title":"The Influence of Media Bias on News Recommender Systems","display_name":"The Influence of Media Bias on News Recommender Systems","publication_year":2023,"publication_date":"2023-06-18","ids":{"openalex":"https://openalex.org/W4381191254","doi":"https://doi.org/10.1145/3565472.3595619"},"language":"en","primary_location":{"id":"doi:10.1145/3565472.3595619","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3565472.3595619","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 31st ACM Conference on User Modeling, Adaptation and Personalization","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101533097","display_name":"Qin Ruan","orcid":"https://orcid.org/0000-0001-5822-9260"},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]},{"id":"https://openalex.org/I168346926","display_name":"Science Foundation Ireland","ror":"https://ror.org/0271asj38","country_code":"IE","type":"nonprofit","lineage":["https://openalex.org/I168346926"]}],"countries":["IE"],"is_corresponding":true,"raw_author_name":"Qin Ruan","raw_affiliation_strings":["School of Computer Science, University College Dublin, Ireland and Science Foundation Ireland Centre for Research Training in Machine Learning, Ireland"],"raw_orcid":"https://orcid.org/0000-0001-5822-9260","affiliations":[{"raw_affiliation_string":"School of Computer Science, University College Dublin, Ireland and Science Foundation Ireland Centre for Research Training in Machine Learning, Ireland","institution_ids":["https://openalex.org/I168346926","https://openalex.org/I100930933"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084251444","display_name":"Brian Mac Namee","orcid":"https://orcid.org/0000-0003-2518-0274"},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]},{"id":"https://openalex.org/I168346926","display_name":"Science Foundation Ireland","ror":"https://ror.org/0271asj38","country_code":"IE","type":"nonprofit","lineage":["https://openalex.org/I168346926"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Brian Mac Namee","raw_affiliation_strings":["School of Computer Science, University College Dublin, Ireland and Science Foundation Ireland Centre for Research Training in Machine Learning, Ireland"],"raw_orcid":"https://orcid.org/0000-0003-2518-0274","affiliations":[{"raw_affiliation_string":"School of Computer Science, University College Dublin, Ireland and Science Foundation Ireland Centre for Research Training in Machine Learning, Ireland","institution_ids":["https://openalex.org/I168346926","https://openalex.org/I100930933"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5009000289","display_name":"Ruihai Dong","orcid":"https://orcid.org/0000-0002-2509-1370"},"institutions":[{"id":"https://openalex.org/I100930933","display_name":"University College Dublin","ror":"https://ror.org/05m7pjf47","country_code":"IE","type":"education","lineage":["https://openalex.org/I100930933"]},{"id":"https://openalex.org/I168346926","display_name":"Science Foundation Ireland","ror":"https://ror.org/0271asj38","country_code":"IE","type":"nonprofit","lineage":["https://openalex.org/I168346926"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Ruihai Dong","raw_affiliation_strings":["School of Computer Science, University College Dublin, Ireland and Science Foundation Ireland Centre for Research Training in Machine Learning, Ireland"],"raw_orcid":"https://orcid.org/0000-0002-2509-1370","affiliations":[{"raw_affiliation_string":"School of Computer Science, University College Dublin, Ireland and Science Foundation Ireland Centre for Research Training in Machine Learning, Ireland","institution_ids":["https://openalex.org/I168346926","https://openalex.org/I100930933"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5101533097"],"corresponding_institution_ids":["https://openalex.org/I100930933","https://openalex.org/I168346926"],"apc_list":null,"apc_paid":null,"fwci":1.1264,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.82628973,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"301","last_page":"305"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13718","display_name":"Media Influence and Politics","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"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/T13718","display_name":"Media Influence and Politics","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"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/T11147","display_name":"Misinformation and Its Impacts","score":0.992900013923645,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"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/T10557","display_name":"Social Media and Politics","score":0.978600025177002,"subfield":{"id":"https://openalex.org/subfields/3315","display_name":"Communication"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.7831563949584961},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6990770697593689},{"id":"https://openalex.org/keywords/filter","display_name":"Filter (signal processing)","score":0.5802839994430542},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.5193432569503784},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.4533518850803375},{"id":"https://openalex.org/keywords/debiasing","display_name":"Debiasing","score":0.4456072747707367},{"id":"https://openalex.org/keywords/confirmation-bias","display_name":"Confirmation bias","score":0.4232466220855713},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.33703646063804626},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.32239577174186707},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3185330033302307},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.22014886140823364}],"concepts":[{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.7831563949584961},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6990770697593689},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.5802839994430542},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.5193432569503784},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.4533518850803375},{"id":"https://openalex.org/C2779458634","wikidata":"https://www.wikidata.org/wiki/Q24963715","display_name":"Debiasing","level":2,"score":0.4456072747707367},{"id":"https://openalex.org/C79585631","wikidata":"https://www.wikidata.org/wiki/Q431498","display_name":"Confirmation bias","level":2,"score":0.4232466220855713},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.33703646063804626},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.32239577174186707},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3185330033302307},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.22014886140823364},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.0},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.0},{"id":"https://openalex.org/C188147891","wikidata":"https://www.wikidata.org/wiki/Q147638","display_name":"Cognitive science","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3565472.3595619","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3565472.3595619","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 31st ACM Conference on User Modeling, Adaptation and Personalization","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7316039843","display_name":null,"funder_award_id":"18/CRT/6183","funder_id":"https://openalex.org/F4320320847","funder_display_name":"Science Foundation Ireland"}],"funders":[{"id":"https://openalex.org/F4320320847","display_name":"Science Foundation Ireland","ror":"https://ror.org/0271asj38"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":37,"referenced_works":["https://openalex.org/W79380076","https://openalex.org/W2048934076","https://openalex.org/W2072966488","https://openalex.org/W2077866444","https://openalex.org/W2123427850","https://openalex.org/W2166119588","https://openalex.org/W2171773113","https://openalex.org/W2246362147","https://openalex.org/W2476960546","https://openalex.org/W2759083144","https://openalex.org/W2782641576","https://openalex.org/W2810359804","https://openalex.org/W2886209086","https://openalex.org/W2903803738","https://openalex.org/W2909551589","https://openalex.org/W2945892169","https://openalex.org/W2950416834","https://openalex.org/W2950421571","https://openalex.org/W2954141754","https://openalex.org/W2955041501","https://openalex.org/W2968536016","https://openalex.org/W2970793364","https://openalex.org/W2970879410","https://openalex.org/W2979039524","https://openalex.org/W3025132739","https://openalex.org/W3034236656","https://openalex.org/W3034503922","https://openalex.org/W3089164568","https://openalex.org/W3101295217","https://openalex.org/W3102589552","https://openalex.org/W3105472188","https://openalex.org/W3108733701","https://openalex.org/W3152712596","https://openalex.org/W3155368131","https://openalex.org/W3201802316","https://openalex.org/W3210984903","https://openalex.org/W4284707985"],"related_works":["https://openalex.org/W3135024063","https://openalex.org/W4383620860","https://openalex.org/W2733554571","https://openalex.org/W2797318137","https://openalex.org/W4389056623","https://openalex.org/W4377028568","https://openalex.org/W3125546169","https://openalex.org/W4292260720","https://openalex.org/W4377021792","https://openalex.org/W3126550049"],"abstract_inverted_index":{"Currently":[0],"I":[1],"am":[2],"at":[3],"the":[4,31,62,67,88,91,107,127,147,169,180,184,198,214],"beginning":[5],"of":[6,10,25,33,66,70,87,109,117,129,143,149,171,186,200,216],"my":[7],"fourth":[8],"year":[9],"a":[11,141],"structured":[12],"PhD":[13,163],"programme":[14],"with":[15],"an":[16],"expectation":[17],"to":[18,30,51,113,167,189,204,208,212],"graduate":[19],"in":[20,98,106],"May":[21],"2024.":[22],"The":[23],"advancement":[24],"Internet":[26],"technology":[27],"has":[28,39,74,102],"led":[29],"proliferation":[32],"accessible":[34],"online":[35],"news":[36,44,72,99,153,159,175,188,220],"media,":[37],"which":[38,84],"overwhelmed":[40],"people\u2019s":[41],"lives.":[42],"Online":[43],"platforms":[45],"have":[46,123],"developed":[47],"personalised":[48,71,158],"recommendation":[49,185,202],"systems":[50],"help":[52,192],"readers":[53],"avoid":[54],"information":[55],"overload":[56],"and":[57,134,178,207],"enhance":[58],"their":[59,135],"experience.":[60],"However,":[61],"filter":[63],"bubble,":[64],"one":[65,86],"side":[68],"effects":[69],"recommendations,":[73],"received":[75],"severe":[76],"criticism":[77],"for":[78],"limiting":[79],"readers\u2019":[80,118],"perspectives.":[81],"Media":[82],"bias,":[83,206],"is":[85,95,139],"factors":[89,181],"causing":[90],"\u201cfilter":[92],"bubble\u201d":[93],"phenomenon,":[94],"widely":[96],"present":[97],"media.":[100],"It":[101],"been":[103],"extensively":[104],"studied":[105],"field":[108],"social":[110],"sciences":[111],"due":[112],"its":[114],"unconscious":[115],"distortion":[116],"views.":[119],"Although":[120],"many":[121],"studies":[122],"focused":[124],"on":[125,132,146,152,174,219],"examining":[126],"effect":[128],"media":[130,150,172,205,217],"bias":[131,151,173,218],"users":[133],"political":[136],"choices,":[137],"there":[138],"still":[140],"lack":[142],"direct":[144],"research":[145,164],"impact":[148,215],"dissemination":[154],"platforms,":[155],"such":[156],"as":[157],"recommender":[160,176,221],"systems.":[161,222],"My":[162],"project":[165],"aims":[166],"explore":[168],"influence":[170],"systems,":[177],"understand":[179],"that":[182],"accelerate":[183],"biased":[187],"readers.":[190],"To":[191],"algorithm":[193],"designers":[194],"gain":[195],"insight":[196],"into":[197],"sensitivity":[199],"proposed":[201],"algorithms":[203,211],"design":[209],"debiasing":[210],"weaken":[213]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
