{"id":"https://openalex.org/W4284703620","doi":"https://doi.org/10.1145/3511047.3536411","title":"Using Recommender Systems to Help Revitalize Local News","display_name":"Using Recommender Systems to Help Revitalize Local News","publication_year":2022,"publication_date":"2022-07-04","ids":{"openalex":"https://openalex.org/W4284703620","doi":"https://doi.org/10.1145/3511047.3536411"},"language":"en","primary_location":{"id":"doi:10.1145/3511047.3536411","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3511047.3536411","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Adjunct Proceedings of the 30th 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/A5053523229","display_name":"Payam Pourashraf","orcid":null},"institutions":[{"id":"https://openalex.org/I118353179","display_name":"DePaul University","ror":"https://ror.org/04xtx5t16","country_code":"US","type":"education","lineage":["https://openalex.org/I118353179"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Payam Pourashraf","raw_affiliation_strings":["DePaul University, USA"],"affiliations":[{"raw_affiliation_string":"DePaul University, USA","institution_ids":["https://openalex.org/I118353179"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5082580430","display_name":"Bamshad Mobasher","orcid":"https://orcid.org/0000-0001-9701-9178"},"institutions":[{"id":"https://openalex.org/I118353179","display_name":"DePaul University","ror":"https://ror.org/04xtx5t16","country_code":"US","type":"education","lineage":["https://openalex.org/I118353179"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bamshad Mobasher","raw_affiliation_strings":["DePaul University, USA"],"affiliations":[{"raw_affiliation_string":"DePaul University, USA","institution_ids":["https://openalex.org/I118353179"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5053523229"],"corresponding_institution_ids":["https://openalex.org/I118353179"],"apc_list":null,"apc_paid":null,"fwci":0.9094,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.78936437,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"80","last_page":"84"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9998000264167786,"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":0.9998000264167786,"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/T11439","display_name":"Video Analysis and Summarization","score":0.9894000291824341,"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"}},{"id":"https://openalex.org/T12016","display_name":"Web Data Mining and Analysis","score":0.9857000112533569,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/personalization","display_name":"Personalization","score":0.8182010650634766},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.6783908605575562},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6419687867164612},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5922420024871826},{"id":"https://openalex.org/keywords/variety","display_name":"Variety (cybernetics)","score":0.5811914205551147},{"id":"https://openalex.org/keywords/newspaper","display_name":"Newspaper","score":0.5488598346710205},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.5244850516319275},{"id":"https://openalex.org/keywords/competition","display_name":"Competition (biology)","score":0.517971396446228},{"id":"https://openalex.org/keywords/business-model","display_name":"Business model","score":0.50884610414505},{"id":"https://openalex.org/keywords/news-aggregator","display_name":"News aggregator","score":0.49021369218826294},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.4604604244232178},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.4461306035518646},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.33540165424346924},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.288632333278656},{"id":"https://openalex.org/keywords/advertising","display_name":"Advertising","score":0.27606305480003357},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.19613918662071228},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.10937181115150452}],"concepts":[{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.8182010650634766},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.6783908605575562},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6419687867164612},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5922420024871826},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.5811914205551147},{"id":"https://openalex.org/C201280247","wikidata":"https://www.wikidata.org/wiki/Q11032","display_name":"Newspaper","level":2,"score":0.5488598346710205},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.5244850516319275},{"id":"https://openalex.org/C91306197","wikidata":"https://www.wikidata.org/wiki/Q45767","display_name":"Competition (biology)","level":2,"score":0.517971396446228},{"id":"https://openalex.org/C4216890","wikidata":"https://www.wikidata.org/wiki/Q815823","display_name":"Business model","level":2,"score":0.50884610414505},{"id":"https://openalex.org/C180505990","wikidata":"https://www.wikidata.org/wiki/Q498267","display_name":"News aggregator","level":2,"score":0.49021369218826294},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.4604604244232178},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.4461306035518646},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.33540165424346924},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.288632333278656},{"id":"https://openalex.org/C112698675","wikidata":"https://www.wikidata.org/wiki/Q37038","display_name":"Advertising","level":1,"score":0.27606305480003357},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.19613918662071228},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.10937181115150452},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3511047.3536411","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3511047.3536411","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Adjunct Proceedings of the 30th ACM Conference on User Modeling, Adaptation and Personalization","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W58619017","https://openalex.org/W1588798143","https://openalex.org/W2053473945","https://openalex.org/W2063584715","https://openalex.org/W2064539554","https://openalex.org/W2115568835","https://openalex.org/W2746011824","https://openalex.org/W2795199972","https://openalex.org/W2893844026","https://openalex.org/W3048202504","https://openalex.org/W3101063193","https://openalex.org/W3186240982"],"related_works":["https://openalex.org/W2376554757","https://openalex.org/W3036238356","https://openalex.org/W2603387358","https://openalex.org/W612150824","https://openalex.org/W2767445978","https://openalex.org/W2570892890","https://openalex.org/W3092831610","https://openalex.org/W128977815","https://openalex.org/W3100630095","https://openalex.org/W4205098203"],"abstract_inverted_index":{"American":[0],"local":[1,38,41,74,133,180,239,265,277,301,317,322,348],"newspapers":[2],"have":[3],"been":[4],"experiencing":[5],"a":[6,34,55,64,109,270,288,312,316],"large":[7],"loss":[8],"of":[9,23,48,58,73,111,182,204,236],"reader":[10],"retention":[11],"and":[12,27,40,76,267,276,300,334],"business":[13,49,92],"within":[14],"the":[15,21,132,151,179,199,227,233,293,325],"past":[16],"15":[17],"years":[18],"due":[19],"to":[20,33,87,94,99,118,208,246,343],"proliferation":[22],"online":[24,112],"news":[25,42,113,240,255,259,278,313,327,349],"sources":[26],"social":[28],"media.":[29],"This":[30,61],"has":[31,63],"led":[32],"disturbing":[35],"trend":[36,62],"where":[37,261,292],"journalism":[39],"outlets":[43],"are":[44,78,85,150],"being":[45],"forced":[46],"out":[47],"often":[50],"leaving":[51],"whole":[52],"communities":[53],"without":[54],"key":[56,71],"source":[57],"credible":[59],"information.":[60],"potentially":[65],"broad":[66],"societal":[67],"impact":[68],"as":[69],"these":[70,115,140,321],"anchors":[72],"trust":[75],"democracy":[77],"slowly":[79],"becoming":[80],"extinct.":[81],"Local":[82],"media":[83],"companies":[84,116,141],"starting":[86],"shift":[88],"from":[89,108,250,315],"an":[90],"advertising-supported":[91],"model":[93],"one":[95,137],"based":[96],"on":[97,168,311],"subscriptions":[98],"mitigate":[100],"their":[101,193],"financial":[102],"crises.":[103],"But":[104],"with":[105,254,347],"strong":[106],"competition":[107],"variety":[110],"sources,":[114],"need":[117],"increase":[119],"user":[120,216,251,345],"engagement":[121,217,346],"by":[122],"providing":[123],"significant":[124,271],"added":[125],"value.":[126],"Providing":[127],"more":[128,213,332,344],"personalized":[129,158],"content":[130],"in":[131,144,175,198,238,258,287,339],"context":[134,177],"may":[135,224,341],"be":[136,225],"way":[138],"that":[139,166,212,229,320],"can":[142,230,295],"succeed":[143],"this":[145,176,205],"effort.":[146],"Recommender":[147],"system":[148,291,294],"technologies":[149],"primary":[152],"enabling":[153],"mechanisms":[154],"for":[155,336],"delivering":[156],"such":[157,284],"content.":[159,350],"However,":[160],"using":[161,283],"standard":[162],"machine":[163],"learning":[164,247],"models":[165,211,249,286,303],"focus":[167],"users\u2019":[169,274,298],"global":[170,196,275,299],"preferences":[171,181,197],"is":[172,207,263,269],"not":[173,190],"appropriate":[174],"because":[178],"users":[183],"exhibit":[184],"some":[185],"specific":[186],"characteristics":[187],"which":[188],"do":[189,329],"necessarily":[191],"match":[192],"long-term":[194],"or":[195],"news.":[200],"The":[201],"overall":[202],"goal":[203],"research":[206,243],"develop":[209],"predictive":[210],"effectively":[214],"derive":[215],"through":[218],"automatic":[219],"personalization.":[220],"Effective":[221],"recommender":[222,290],"systems":[223],"among":[226],"tools":[228],"help":[231],"reverse":[232],"current":[234],"decline":[235],"interest":[237,266],"sources.":[241],"Our":[242],"explores":[244],"approaches":[245],"localized":[248,285],"interaction":[252],"data":[253],"articles,":[256],"particularly":[257,324],"categories":[260],"there":[262,268],"intense":[264],"difference":[272],"between":[273,297],"preferences.":[279],"Specifically,":[280],"we":[281],"propose":[282],"session-based":[289],"switch":[296],"preference":[302],"automatically":[304],"when":[305],"warranted.":[306],"We":[307],"report":[308],"experiments":[309],"performed":[310],"dataset":[314],"newspaper":[318],"show":[319],"models,":[323],"Life-and-Culture":[326],"category,":[328],"indeed":[330],"provide":[331],"accuracy":[333],"effectiveness":[335],"personalization":[337],"which,":[338],"turn,":[340],"lead":[342]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"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"}
