{"id":"https://openalex.org/W4413394608","doi":"https://doi.org/10.23919/acc63710.2025.11107857","title":"The Feedback Loop Between Recommendation Systems and Reactive Users","display_name":"The Feedback Loop Between Recommendation Systems and Reactive Users","publication_year":2025,"publication_date":"2025-07-08","ids":{"openalex":"https://openalex.org/W4413394608","doi":"https://doi.org/10.23919/acc63710.2025.11107857"},"language":"en","primary_location":{"id":"doi:10.23919/acc63710.2025.11107857","is_oa":false,"landing_page_url":"https://doi.org/10.23919/acc63710.2025.11107857","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 American Control Conference (ACC)","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/A5119375250","display_name":"Atefeh Mollabagher","orcid":null},"institutions":[{"id":"https://openalex.org/I36258959","display_name":"University of California, San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]},{"id":"https://openalex.org/I160856358","display_name":"University of San Diego","ror":"https://ror.org/03jbbze48","country_code":"US","type":"education","lineage":["https://openalex.org/I160856358"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Atefeh Mollabagher","raw_affiliation_strings":["University of California,Electrical and Computer Engineering Department,San Diego"],"affiliations":[{"raw_affiliation_string":"University of California,Electrical and Computer Engineering Department,San Diego","institution_ids":["https://openalex.org/I160856358","https://openalex.org/I36258959"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091717833","display_name":"Parinaz Naghizadeh","orcid":"https://orcid.org/0000-0002-2277-1709"},"institutions":[{"id":"https://openalex.org/I36258959","display_name":"University of California, San Diego","ror":"https://ror.org/0168r3w48","country_code":"US","type":"education","lineage":["https://openalex.org/I36258959"]},{"id":"https://openalex.org/I160856358","display_name":"University of San Diego","ror":"https://ror.org/03jbbze48","country_code":"US","type":"education","lineage":["https://openalex.org/I160856358"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Parinaz Naghizadeh","raw_affiliation_strings":["University of California,Electrical and Computer Engineering Department,San Diego"],"affiliations":[{"raw_affiliation_string":"University of California,Electrical and Computer Engineering Department,San Diego","institution_ids":["https://openalex.org/I160856358","https://openalex.org/I36258959"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5119375250"],"corresponding_institution_ids":["https://openalex.org/I160856358","https://openalex.org/I36258959"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.36727347,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"2767","last_page":"2772"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9688000082969666,"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":0.9688000082969666,"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/feedback-loop","display_name":"Feedback loop","score":0.7807391881942749},{"id":"https://openalex.org/keywords/loop","display_name":"Loop (graph theory)","score":0.6688050031661987},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6469129920005798},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.4961431920528412},{"id":"https://openalex.org/keywords/human-in-the-loop","display_name":"Human-in-the-loop","score":0.44458290934562683},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.2630830407142639},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.22156623005867004},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.06114554405212402}],"concepts":[{"id":"https://openalex.org/C186886427","wikidata":"https://www.wikidata.org/wiki/Q5441213","display_name":"Feedback loop","level":2,"score":0.7807391881942749},{"id":"https://openalex.org/C184670325","wikidata":"https://www.wikidata.org/wiki/Q512604","display_name":"Loop (graph theory)","level":2,"score":0.6688050031661987},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6469129920005798},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.4961431920528412},{"id":"https://openalex.org/C2780626000","wikidata":"https://www.wikidata.org/wiki/Q5936775","display_name":"Human-in-the-loop","level":2,"score":0.44458290934562683},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.2630830407142639},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.22156623005867004},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.06114554405212402},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/acc63710.2025.11107857","is_oa":false,"landing_page_url":"https://doi.org/10.23919/acc63710.2025.11107857","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 American Control Conference (ACC)","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":16,"referenced_works":["https://openalex.org/W1498571457","https://openalex.org/W2007528787","https://openalex.org/W2105953200","https://openalex.org/W2112856797","https://openalex.org/W2168405694","https://openalex.org/W2911601927","https://openalex.org/W3124312273","https://openalex.org/W3134323617","https://openalex.org/W3149657409","https://openalex.org/W3196072165","https://openalex.org/W4220757391","https://openalex.org/W4289785200","https://openalex.org/W4320838877","https://openalex.org/W4391021872","https://openalex.org/W4396878067","https://openalex.org/W4409963658"],"related_works":["https://openalex.org/W4367173559","https://openalex.org/W4409348652","https://openalex.org/W4404795748","https://openalex.org/W4405627308","https://openalex.org/W4404893116","https://openalex.org/W4288099294","https://openalex.org/W4213045373","https://openalex.org/W2375499102","https://openalex.org/W2381125525","https://openalex.org/W4386728952"],"abstract_inverted_index":{"Recommendation":[0],"systems":[1,10],"underlie":[2],"a":[3,15,102],"variety":[4],"of":[5,31,69,72],"online":[6],"platforms.":[7],"These":[8,46],"recommendation":[9,103],"and":[11,28,101,120,157],"their":[12],"users":[13,137],"form":[14],"feedback":[16,94],"loop,":[17],"wherein":[18],"the":[19,29,35,70,73,93,153],"former":[20],"aims":[21],"to":[22,51,53,85],"maximize":[23],"user":[24],"engagement":[25],"through":[26,162],"personalization":[27],"promotion":[30],"popular":[32],"content,":[33],"while":[34,145],"recommendations":[36],"shape":[37],"users\u2019":[38,56,98],"opinions":[39],"or":[40,122,140],"behaviors,":[41],"potentially":[42],"influencing":[43],"future":[44],"recommendations.":[45],"dynamics":[47,100,108],"have":[48],"been":[49],"shown":[50],"lead":[52],"shifts":[54],"in":[55],"opinions.":[57],"In":[58],"this":[59],"paper,":[60],"we":[61],"ask":[62],"whether":[63,84],"reactive":[64,97,133],"users,":[65],"who":[66],"are":[67],"cognizant":[68],"influence":[71],"content":[74,115,125,151],"they":[75],"consume,":[76],"can":[77,135],"prevent":[78,139],"such":[79],"changes":[80],"by":[81],"actively":[82],"choosing":[83],"engage":[86],"with":[87],"recommended":[88],"content.":[89],"We":[90,105,129,155],"first":[91],"model":[92],"loop":[95],"between":[96],"opinion":[99,143],"system.":[104],"study":[106],"these":[107],"under":[109],"three":[110],"different":[111],"policies":[112,134],"-":[113],"fixed":[114],"consumption":[116,126],"(a":[117],"passive":[118],"policy),":[119],"decreasing":[121,124],"adaptive":[123],"(reactive":[127],"policies).":[128],"analytically":[130],"show":[131],"how":[132],"help":[136],"effectively":[138],"restrict":[141],"undesirable":[142],"shifts,":[144],"still":[146],"deriving":[147],"utility":[148],"from":[149],"consuming":[150],"on":[152],"platform.":[154],"validate":[156],"illustrate":[158],"our":[159],"theoretical":[160],"findings":[161],"numerical":[163],"experiments.":[164]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}