{"id":"https://openalex.org/W4387074965","doi":"https://doi.org/10.1080/10447318.2023.2262796","title":"Interactive Content Diversity and User Exploration in Online Movie Recommenders: A Field Experiment","display_name":"Interactive Content Diversity and User Exploration in Online Movie Recommenders: A Field Experiment","publication_year":2023,"publication_date":"2023-10-05","ids":{"openalex":"https://openalex.org/W4387074965","doi":"https://doi.org/10.1080/10447318.2023.2262796"},"language":"en","primary_location":{"id":"doi:10.1080/10447318.2023.2262796","is_oa":false,"landing_page_url":"https://doi.org/10.1080/10447318.2023.2262796","pdf_url":null,"source":{"id":"https://openalex.org/S165559636","display_name":"International Journal of Human-Computer Interaction","issn_l":"1044-7318","issn":["1044-7318","1532-7590"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Human\u2013Computer Interaction","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2309.13296","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5014964023","display_name":"Ruixuan Sun","orcid":"https://orcid.org/0000-0003-4653-0384"},"institutions":[{"id":"https://openalex.org/I130238516","display_name":"University of Minnesota","ror":"https://ror.org/017zqws13","country_code":"US","type":"education","lineage":["https://openalex.org/I130238516"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Ruixuan Sun","raw_affiliation_strings":["Grouplens Research, University of Minnesota, Minneapolis, MN, USA"],"affiliations":[{"raw_affiliation_string":"Grouplens Research, University of Minnesota, Minneapolis, MN, USA","institution_ids":["https://openalex.org/I130238516"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102928240","display_name":"Avinash Akella","orcid":"https://orcid.org/0009-0000-4330-2584"},"institutions":[{"id":"https://openalex.org/I130238516","display_name":"University of Minnesota","ror":"https://ror.org/017zqws13","country_code":"US","type":"education","lineage":["https://openalex.org/I130238516"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Avinash Akella","raw_affiliation_strings":["Grouplens Research, University of Minnesota, Minneapolis, MN, USA"],"affiliations":[{"raw_affiliation_string":"Grouplens Research, University of Minnesota, Minneapolis, MN, USA","institution_ids":["https://openalex.org/I130238516"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031976235","display_name":"Ruoyan Kong","orcid":"https://orcid.org/0000-0003-0585-0453"},"institutions":[{"id":"https://openalex.org/I130238516","display_name":"University of Minnesota","ror":"https://ror.org/017zqws13","country_code":"US","type":"education","lineage":["https://openalex.org/I130238516"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ruoyan Kong","raw_affiliation_strings":["Grouplens Research, University of Minnesota, Minneapolis, MN, USA"],"affiliations":[{"raw_affiliation_string":"Grouplens Research, University of Minnesota, Minneapolis, MN, USA","institution_ids":["https://openalex.org/I130238516"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009414108","display_name":"Moyan Zhou","orcid":"https://orcid.org/0000-0002-5420-6587"},"institutions":[{"id":"https://openalex.org/I130238516","display_name":"University of Minnesota","ror":"https://ror.org/017zqws13","country_code":"US","type":"education","lineage":["https://openalex.org/I130238516"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Moyan Zhou","raw_affiliation_strings":["Grouplens Research, University of Minnesota, Minneapolis, MN, USA"],"affiliations":[{"raw_affiliation_string":"Grouplens Research, University of Minnesota, Minneapolis, MN, USA","institution_ids":["https://openalex.org/I130238516"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5037387341","display_name":"Joseph A. Konstan","orcid":"https://orcid.org/0000-0002-7788-2748"},"institutions":[{"id":"https://openalex.org/I130238516","display_name":"University of Minnesota","ror":"https://ror.org/017zqws13","country_code":"US","type":"education","lineage":["https://openalex.org/I130238516"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Joseph A. Konstan","raw_affiliation_strings":["Grouplens Research, University of Minnesota, Minneapolis, MN, USA"],"affiliations":[{"raw_affiliation_string":"Grouplens Research, University of Minnesota, Minneapolis, MN, USA","institution_ids":["https://openalex.org/I130238516"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5014964023"],"corresponding_institution_ids":["https://openalex.org/I130238516"],"apc_list":null,"apc_paid":null,"fwci":5.1138,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":{"value":0.95729795,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":"40","issue":"22","first_page":"7233","last_page":"7247"},"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/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.9871000051498413,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11995","display_name":"FinTech, Crowdfunding, Digital Finance","score":0.9735999703407288,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/movielens","display_name":"MovieLens","score":0.9671981334686279},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.7789274454116821},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7468931674957275},{"id":"https://openalex.org/keywords/diversity","display_name":"Diversity (politics)","score":0.6817044019699097},{"id":"https://openalex.org/keywords/matching","display_name":"Matching (statistics)","score":0.6131005883216858},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.5788615942001343},{"id":"https://openalex.org/keywords/collaborative-filtering","display_name":"Collaborative filtering","score":0.5154234170913696},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.46437564492225647},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.4372379183769226},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.3754110336303711}],"concepts":[{"id":"https://openalex.org/C2776156558","wikidata":"https://www.wikidata.org/wiki/Q4353746","display_name":"MovieLens","level":4,"score":0.9671981334686279},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.7789274454116821},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7468931674957275},{"id":"https://openalex.org/C2781316041","wikidata":"https://www.wikidata.org/wiki/Q1230584","display_name":"Diversity (politics)","level":2,"score":0.6817044019699097},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.6131005883216858},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.5788615942001343},{"id":"https://openalex.org/C21569690","wikidata":"https://www.wikidata.org/wiki/Q94702","display_name":"Collaborative filtering","level":3,"score":0.5154234170913696},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.46437564492225647},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4372379183769226},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.3754110336303711},{"id":"https://openalex.org/C19165224","wikidata":"https://www.wikidata.org/wiki/Q23404","display_name":"Anthropology","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1080/10447318.2023.2262796","is_oa":false,"landing_page_url":"https://doi.org/10.1080/10447318.2023.2262796","pdf_url":null,"source":{"id":"https://openalex.org/S165559636","display_name":"International Journal of Human-Computer Interaction","issn_l":"1044-7318","issn":["1044-7318","1532-7590"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Human\u2013Computer Interaction","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2309.13296","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2309.13296","pdf_url":"https://arxiv.org/pdf/2309.13296","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":"pmh:oai:arXiv.org:2309.13296","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2309.13296","pdf_url":"https://arxiv.org/pdf/2309.13296","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"},"sustainable_development_goals":[{"score":0.41999998688697815,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4387074965.pdf"},"referenced_works_count":67,"referenced_works":["https://openalex.org/W48379747","https://openalex.org/W85220942","https://openalex.org/W1006997171","https://openalex.org/W1462844990","https://openalex.org/W1774663064","https://openalex.org/W1967787801","https://openalex.org/W1977556410","https://openalex.org/W2003810236","https://openalex.org/W2035953455","https://openalex.org/W2037124948","https://openalex.org/W2042281163","https://openalex.org/W2045453095","https://openalex.org/W2050125880","https://openalex.org/W2108790711","https://openalex.org/W2114538223","https://openalex.org/W2125330369","https://openalex.org/W2136016921","https://openalex.org/W2138216384","https://openalex.org/W2155912844","https://openalex.org/W2159155347","https://openalex.org/W2164909292","https://openalex.org/W2168610960","https://openalex.org/W2562236173","https://openalex.org/W2572785390","https://openalex.org/W2583501374","https://openalex.org/W2588833253","https://openalex.org/W2727940568","https://openalex.org/W2755846731","https://openalex.org/W2767807341","https://openalex.org/W2782866613","https://openalex.org/W2799155063","https://openalex.org/W2810036748","https://openalex.org/W2810479486","https://openalex.org/W2893370267","https://openalex.org/W2913853152","https://openalex.org/W2917030987","https://openalex.org/W2942109571","https://openalex.org/W2963842088","https://openalex.org/W2972860582","https://openalex.org/W2973224900","https://openalex.org/W3014901735","https://openalex.org/W3017280272","https://openalex.org/W3021083080","https://openalex.org/W3034922058","https://openalex.org/W3088694119","https://openalex.org/W3088924330","https://openalex.org/W3138773240","https://openalex.org/W3165654682","https://openalex.org/W3172701938","https://openalex.org/W3200556911","https://openalex.org/W4207001517","https://openalex.org/W4212934686","https://openalex.org/W4214591886","https://openalex.org/W4226006895","https://openalex.org/W4226280022","https://openalex.org/W4232977219","https://openalex.org/W4284711791","https://openalex.org/W4285257120","https://openalex.org/W4287702321","https://openalex.org/W4299687421","https://openalex.org/W4300870773","https://openalex.org/W4309617244","https://openalex.org/W4311125760","https://openalex.org/W4313183716","https://openalex.org/W4366548107","https://openalex.org/W6684133324","https://openalex.org/W6688745073"],"related_works":["https://openalex.org/W2355698112","https://openalex.org/W2022984797","https://openalex.org/W2986679525","https://openalex.org/W2797500822","https://openalex.org/W2794458286","https://openalex.org/W4205822456","https://openalex.org/W4299358966","https://openalex.org/W2537367858","https://openalex.org/W2981634480","https://openalex.org/W4288082747"],"abstract_inverted_index":{"Recommender":[0],"systems":[1],"often":[2],"struggle":[3],"to":[4,23,84,114,120],"strike":[5],"a":[6,67,88,105],"balance":[7],"between":[8],"matching":[9],"users'":[10,29,158],"tastes":[11],"and":[12,21,73,75,98,128,141,157],"providing":[13],"unexpected":[14],"recommendations.":[15,122],"When":[16],"recommendations":[17,64,83],"are":[18,163],"too":[19,42],"narrow":[20,82],"fail":[22],"cover":[24],"the":[25,31,39,61,170],"full":[26],"range":[27],"of":[28,63,133,154,166],"preferences,":[30],"system":[32,40],"is":[33,50],"perceived":[34],"as":[35],"useless.":[36],"Conversely,":[37],"when":[38],"suggests":[41],"many":[43,79],"items":[44],"that":[45,78,151],"users":[46,80,116],"don't":[47],"like,":[48],"it":[49],"considered":[51,81],"impersonal":[52],"or":[53],"ineffective.":[54],"To":[55],"better":[56],"understand":[57],"user":[58,107,126],"sentiment":[59],"about":[60],"breadth":[62],"given":[65],"by":[66],"movie":[68,139],"recommender,":[69],"we":[70,96,149],"conducted":[71],"interviews":[72],"surveys":[74],"found":[76],"out":[77],"be":[85],"useful,":[86],"while":[87],"smaller":[89],"number":[90],"explicitly":[91],"wanted":[92],"greater":[93,118],"breadth.":[94],"Additionally,":[95],"designed":[97,113],"ran":[99],"an":[100],"online":[101],"field":[102],"experiment":[103],"with":[104,117,136,143,169],"larger":[106],"group,":[108],"evaluating":[109],"two":[110,131],"new":[111],"interfaces":[112,162],"provide":[115],"access":[119],"broader":[121],"We":[123],"looked":[124],"at":[125],"preferences":[127,160],"behavior":[129],"for":[130],"groups":[132],"users:":[134],"those":[135,142],"higher":[137],"initial":[138],"diversity":[140],"lower":[144],"diversity.":[145],"Among":[146],"our":[147],"findings,":[148],"discovered":[150],"different":[152],"level":[153],"exploration":[155],"control":[156],"subjective":[159],"on":[161],"more":[164],"predictive":[165],"their":[167],"satisfaction":[168],"recommender.":[171]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":3}],"updated_date":"2026-03-11T14:59:36.786465","created_date":"2023-09-27T00:00:00"}
