{"id":"https://openalex.org/W4377023136","doi":"https://doi.org/10.1007/s11257-023-09366-x","title":"Choice models and recommender systems effects on users\u2019 choices","display_name":"Choice models and recommender systems effects on users\u2019 choices","publication_year":2023,"publication_date":"2023-05-18","ids":{"openalex":"https://openalex.org/W4377023136","doi":"https://doi.org/10.1007/s11257-023-09366-x"},"language":"en","primary_location":{"id":"doi:10.1007/s11257-023-09366-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11257-023-09366-x","pdf_url":null,"source":{"id":"https://openalex.org/S160628929","display_name":"User Modeling and User-Adapted Interaction","issn_l":"0924-1868","issn":["0924-1868","1573-1391"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"User Modeling and User-Adapted Interaction","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1007/s11257-023-09366-x","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5074555789","display_name":"Naieme Hazrati","orcid":"https://orcid.org/0000-0003-2864-8223"},"institutions":[{"id":"https://openalex.org/I171543936","display_name":"Free University of Bozen-Bolzano","ror":"https://ror.org/012ajp527","country_code":"IT","type":"education","lineage":["https://openalex.org/I171543936"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Naieme Hazrati","raw_affiliation_strings":["Free University of Bozen-Bolzano, Piazza Domenicani 3, 39100, Bolzano, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Free University of Bozen-Bolzano, Piazza Domenicani 3, 39100, Bolzano, Italy","institution_ids":["https://openalex.org/I171543936"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5090179530","display_name":"Francesco Ricci\u22c6","orcid":"https://orcid.org/0000-0001-5931-5566"},"institutions":[{"id":"https://openalex.org/I171543936","display_name":"Free University of Bozen-Bolzano","ror":"https://ror.org/012ajp527","country_code":"IT","type":"education","lineage":["https://openalex.org/I171543936"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Francesco Ricci","raw_affiliation_strings":["Free University of Bozen-Bolzano, Piazza Domenicani 3, 39100, Bolzano, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Free University of Bozen-Bolzano, Piazza Domenicani 3, 39100, Bolzano, Italy","institution_ids":["https://openalex.org/I171543936"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5074555789"],"corresponding_institution_ids":["https://openalex.org/I171543936"],"apc_list":{"value":2990,"currency":"USD","value_usd":2990},"apc_paid":{"value":2990,"currency":"USD","value_usd":2990},"fwci":3.4472,"has_fulltext":true,"cited_by_count":19,"citation_normalized_percentile":{"value":0.9188553,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"34","issue":"1","first_page":"109","last_page":"145"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11161","display_name":"Consumer Market Behavior and Pricing","score":0.9970999956130981,"subfield":{"id":"https://openalex.org/subfields/1406","display_name":"Marketing"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11161","display_name":"Consumer Market Behavior and Pricing","score":0.9970999956130981,"subfield":{"id":"https://openalex.org/subfields/1406","display_name":"Marketing"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10609","display_name":"Digital Marketing and Social Media","score":0.9933000206947327,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9925000071525574,"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/popularity","display_name":"Popularity","score":0.8078982830047607},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.7749295234680176},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7095766067504883},{"id":"https://openalex.org/keywords/preference","display_name":"Preference","score":0.6757934093475342},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.6155539751052856},{"id":"https://openalex.org/keywords/rss","display_name":"RSS","score":0.5943682193756104},{"id":"https://openalex.org/keywords/consumer-choice","display_name":"Consumer choice","score":0.4637705683708191},{"id":"https://openalex.org/keywords/service","display_name":"Service (business)","score":0.44194960594177246},{"id":"https://openalex.org/keywords/choice-modelling","display_name":"Choice modelling","score":0.4268026053905487},{"id":"https://openalex.org/keywords/multiple-choice","display_name":"Multiple choice","score":0.41805920004844666},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.27178269624710083},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.27111542224884033},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.22886872291564941},{"id":"https://openalex.org/keywords/marketing","display_name":"Marketing","score":0.19915983080863953},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.1618334949016571},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.09433811902999878},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.09086224436759949},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.08211392164230347}],"concepts":[{"id":"https://openalex.org/C2780586970","wikidata":"https://www.wikidata.org/wiki/Q1357284","display_name":"Popularity","level":2,"score":0.8078982830047607},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.7749295234680176},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7095766067504883},{"id":"https://openalex.org/C2781249084","wikidata":"https://www.wikidata.org/wiki/Q908656","display_name":"Preference","level":2,"score":0.6757934093475342},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.6155539751052856},{"id":"https://openalex.org/C2385561","wikidata":"https://www.wikidata.org/wiki/Q45432","display_name":"RSS","level":2,"score":0.5943682193756104},{"id":"https://openalex.org/C2776314989","wikidata":"https://www.wikidata.org/wiki/Q833495","display_name":"Consumer choice","level":2,"score":0.4637705683708191},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.44194960594177246},{"id":"https://openalex.org/C2779223135","wikidata":"https://www.wikidata.org/wiki/Q5104035","display_name":"Choice modelling","level":2,"score":0.4268026053905487},{"id":"https://openalex.org/C176730311","wikidata":"https://www.wikidata.org/wiki/Q867668","display_name":"Multiple choice","level":3,"score":0.41805920004844666},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.27178269624710083},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.27111542224884033},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.22886872291564941},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.19915983080863953},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.1618334949016571},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.09433811902999878},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.09086224436759949},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.08211392164230347},{"id":"https://openalex.org/C3018023364","wikidata":"https://www.wikidata.org/wiki/Q425265","display_name":"Significant difference","level":2,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s11257-023-09366-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11257-023-09366-x","pdf_url":null,"source":{"id":"https://openalex.org/S160628929","display_name":"User Modeling and User-Adapted Interaction","issn_l":"0924-1868","issn":["0924-1868","1573-1391"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"User Modeling and User-Adapted Interaction","raw_type":"journal-article"},{"id":"pmh:oai:unibz.it:11312828860001241","is_oa":true,"landing_page_url":"https://link.springer.com/article/10.1007/s11257-023-09366-x","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11257-023-09366-x.pdf","source":{"id":"https://openalex.org/S4210197018","display_name":"Open Research (University of Surrey)","issn_l":"2688-268X","issn":["2688-268X","2688-3988"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"}],"best_oa_location":{"id":"doi:10.1007/s11257-023-09366-x","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11257-023-09366-x","pdf_url":null,"source":{"id":"https://openalex.org/S160628929","display_name":"User Modeling and User-Adapted Interaction","issn_l":"0924-1868","issn":["0924-1868","1573-1391"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"User Modeling and User-Adapted Interaction","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.49000000953674316,"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities"},{"score":0.47999998927116394,"id":"https://metadata.un.org/sdg/16","display_name":"Peace, Justice and strong institutions"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320325400","display_name":"Libera Universit\u00e0 di Bolzano","ror":"https://ror.org/012ajp527"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":76,"referenced_works":["https://openalex.org/W298464722","https://openalex.org/W1558479048","https://openalex.org/W1963943377","https://openalex.org/W1977606842","https://openalex.org/W1980070060","https://openalex.org/W1981169458","https://openalex.org/W1986167036","https://openalex.org/W2005263397","https://openalex.org/W2005415325","https://openalex.org/W2009977118","https://openalex.org/W2011983221","https://openalex.org/W2020570026","https://openalex.org/W2020631728","https://openalex.org/W2027047406","https://openalex.org/W2048934076","https://openalex.org/W2060854787","https://openalex.org/W2062837055","https://openalex.org/W2065063261","https://openalex.org/W2082831169","https://openalex.org/W2087906029","https://openalex.org/W2099113722","https://openalex.org/W2101409192","https://openalex.org/W2118898598","https://openalex.org/W2124187902","https://openalex.org/W2128371040","https://openalex.org/W2147405817","https://openalex.org/W2148217372","https://openalex.org/W2156616870","https://openalex.org/W2162061662","https://openalex.org/W2333776947","https://openalex.org/W2577018399","https://openalex.org/W2580131602","https://openalex.org/W2605350416","https://openalex.org/W2732691751","https://openalex.org/W2745319486","https://openalex.org/W2753328553","https://openalex.org/W2765564115","https://openalex.org/W2793816798","https://openalex.org/W2799613460","https://openalex.org/W2803838471","https://openalex.org/W2809099395","https://openalex.org/W2892888989","https://openalex.org/W2909551589","https://openalex.org/W2918773726","https://openalex.org/W2955275817","https://openalex.org/W2969575218","https://openalex.org/W2973997433","https://openalex.org/W2978621305","https://openalex.org/W3013778941","https://openalex.org/W3035523484","https://openalex.org/W3041169676","https://openalex.org/W3048742138","https://openalex.org/W3087924698","https://openalex.org/W3088936686","https://openalex.org/W3089277725","https://openalex.org/W3099814932","https://openalex.org/W3100945072","https://openalex.org/W3105992983","https://openalex.org/W3106212003","https://openalex.org/W3121383422","https://openalex.org/W3123091093","https://openalex.org/W3124497955","https://openalex.org/W3125944471","https://openalex.org/W3129335733","https://openalex.org/W3201802316","https://openalex.org/W3215092485","https://openalex.org/W4206575425","https://openalex.org/W4211162995","https://openalex.org/W4212898980","https://openalex.org/W4226322861","https://openalex.org/W4229012946","https://openalex.org/W4246244091","https://openalex.org/W4284707985","https://openalex.org/W4297971002","https://openalex.org/W6600696048","https://openalex.org/W6703949738"],"related_works":["https://openalex.org/W3177075132","https://openalex.org/W4238875523","https://openalex.org/W1987659641","https://openalex.org/W4252978187","https://openalex.org/W2178030545","https://openalex.org/W2121515118","https://openalex.org/W3151114804","https://openalex.org/W3146176158","https://openalex.org/W1575904708","https://openalex.org/W3149559198"],"abstract_inverted_index":{"Abstract":[0],"Nowadays,":[1],"the":[2,20,44,50,54,59,66,69,84,104,108,111,114,125,133,160,177,197,204,207,222,246,259,264,269,277,283,286,294,303,307,314,323,345,356],"users":[3,126,308],"of":[4,58,68,83,100,107,113,156,176,203,209,249,268,282,285,293,316,320,325,358,371],"a":[5,10,89,144,218,250,317,363,369],"web":[6],"platform,":[7],"such":[8,211],"as":[9,187],"video-on-demand":[11],"service":[12],"or":[13,31,35,95],"an":[14,360],"eCommerce":[15],"site,":[16],"are":[17,81,170,227,235,280,338],"routinely":[18],"using":[19],"platform\u2019s":[21],"recommender":[22],"system":[23],"(RS)":[24],"when":[25,233,362],"choosing":[26,92],"which":[27,80,337],"item":[28],"to":[29,41,46,129,162,229,237,313,333,354],"consume":[30],"buy":[32],"(e.g.":[33],"movies":[34],"books).":[36],"It":[37],"is":[38,116,253,366],"therefore":[39],"important":[40,291],"understand":[42],"how":[43,182],"exposure":[45],"recommendations":[47,238],"can":[48,195,328,348],"influence":[49,196],"users\u2019":[51,231,297],"choices,":[52],"particularly":[53],"quality":[55],"and":[56,75,110,166,193,201,213,288,352],"distribution":[57,200,248,299],"chosen":[60],"items.":[61,97],"However,":[62],"users,":[63],"even":[64,76],"in":[65,122,147,173,368],"presence":[67],"same":[70],"RS,":[71,260],"may":[72,87],"show":[73],"diverse":[74],"atypical":[77],"choice":[78,149,157,184,189,199,224,266,298,304],"behaviours,":[79,158,185],"independent":[82,281],"RS;":[85],"they":[86,234],"have":[88,216,273],"preference":[90],"for":[91],"more":[93],"popular":[94],"recent":[96],"The":[98,310],"effect":[99,357],"these":[101,183],"behaviours":[102],"on":[103,276,296,302],"collective":[105],"evolution":[106],"choices":[109,232,278],"performance":[112,202],"RS":[115,272,295,361],"not":[117,256],"well-understood":[118],"yet.":[119],"In":[120],"fact,":[121],"previous":[123],"analyses,":[124],"were":[127],"supposed":[128],"only":[130,257],"choose":[131,163],"among":[132],"top":[134],"recommendations,":[135],"without":[136],"any":[137],"further":[138],"discrimination.":[139],"Hence,":[140],"we":[141,180,215],"first":[142],"perform":[143],"correlation":[145],"analysis,":[146],"some":[148,274,290],"data":[150],"sets,":[151],"revealing":[152],"that":[153,244,279,306],"three":[154],"kinds":[155],"namely":[159],"tendency":[161],"popular,":[164],"recent,":[165],"highly":[167],"rated":[168],"items,":[169],"actually":[171,339],"observable":[172],"large":[174],"percentages":[175],"users.":[178,343,372],"Then,":[179],"investigate":[181,355],"implemented":[186],"algorithmic":[188],"models":[190,225],"(Popularity-CM,":[191],"Age-CM":[192],"Rating-CM),":[194],"overall":[198],"RS.":[205],"With":[206],"aim":[208],"understanding":[210],"relationships":[212],"consequences,":[214],"designed":[217],"simulation":[219,346],"framework":[220],"where":[221,322],"considered":[223],"(CMs)":[226],"adopted":[228],"simulate":[230],"exposed":[236],"from":[239],"alternative":[240,334],"RSs.":[241],"We":[242],"found":[243],"(1)":[245],"choices\u2019":[247],"user":[251],"population":[252,370],"significantly":[254],"influenced":[255],"by":[258,263,341],"but":[261],"also":[262,301],"prevalent":[265],"model":[267,305],"population,":[270],"(2)":[271],"effects":[275,292],"adoption":[284],"CM,":[287],"(3)":[289],"depend":[300],"adopt.":[309],"study":[311],"contributes":[312],"start":[315],"new":[318],"line":[319],"research":[321],"impact":[324],"recommendation":[326],"technologies":[327],"be":[329],"studied":[330],"with":[331],"respect":[332],"decision-making":[335],"approaches,":[336],"followed":[340],"real":[342],"Additionally,":[344],"approach":[347],"help":[349],"other":[350],"researchers":[351],"practitioners":[353],"deploying":[359],"certain":[364],"CM":[365],"identified":[367]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":8},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":1}],"updated_date":"2026-08-28T12:50:07.497085","created_date":"2025-10-10T00:00:00"}
