{"id":"https://openalex.org/W4410919496","doi":"https://doi.org/10.1145/3706370.3731933","title":"Tell me why: how Explanation can affect Recommender Systems","display_name":"Tell me why: how Explanation can affect Recommender Systems","publication_year":2025,"publication_date":"2025-05-31","ids":{"openalex":"https://openalex.org/W4410919496","doi":"https://doi.org/10.1145/3706370.3731933"},"language":"en","primary_location":{"id":"doi:10.1145/3706370.3731933","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3706370.3731933","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3706370.3731933","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2025 ACM International Conference on Interactive Media Experiences","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3706370.3731933","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5041681138","display_name":"Leticia Freire de Figueiredo","orcid":"https://orcid.org/0000-0001-7613-7423"},"institutions":[{"id":"https://openalex.org/I161127581","display_name":"Universidade Federal Fluminense","ror":"https://ror.org/02rjhbb08","country_code":"BR","type":"education","lineage":["https://openalex.org/I161127581"]}],"countries":["BR"],"is_corresponding":true,"raw_author_name":"Leticia Freire de Figueiredo","raw_affiliation_strings":["Universidade Federal Fluminense (UFF), Rio de Janeiro, Brazil"],"affiliations":[{"raw_affiliation_string":"Universidade Federal Fluminense (UFF), Rio de Janeiro, Brazil","institution_ids":["https://openalex.org/I161127581"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038401155","display_name":"Ant\u00f4nio A. de A. Rocha","orcid":"https://orcid.org/0000-0001-9314-4035"},"institutions":[{"id":"https://openalex.org/I161127581","display_name":"Universidade Federal Fluminense","ror":"https://ror.org/02rjhbb08","country_code":"BR","type":"education","lineage":["https://openalex.org/I161127581"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Antonio A. de A. Rocha","raw_affiliation_strings":["Computer Science, Universidade Federal Fluminense, Niteroi, Rio de Janeiro, Brazil"],"affiliations":[{"raw_affiliation_string":"Computer Science, Universidade Federal Fluminense, Niteroi, Rio de Janeiro, Brazil","institution_ids":["https://openalex.org/I161127581"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045549996","display_name":"Aline Paes","orcid":"https://orcid.org/0000-0002-9089-7303"},"institutions":[{"id":"https://openalex.org/I161127581","display_name":"Universidade Federal Fluminense","ror":"https://ror.org/02rjhbb08","country_code":"BR","type":"education","lineage":["https://openalex.org/I161127581"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Aline Paes","raw_affiliation_strings":["Department of Computer Science, Universidade Federal Fluminense, Niteroi, Brazil"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Universidade Federal Fluminense, Niteroi, Brazil","institution_ids":["https://openalex.org/I161127581"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5041681138"],"corresponding_institution_ids":["https://openalex.org/I161127581"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.19247583,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"492","last_page":"493"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9997000098228455,"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":0.9997000098228455,"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/T10028","display_name":"Topic Modeling","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T13702","display_name":"Machine Learning in Healthcare","score":0.9919999837875366,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/recommender-system","display_name":"Recommender system","score":0.8256520628929138},{"id":"https://openalex.org/keywords/affect","display_name":"Affect (linguistics)","score":0.7926348447799683},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6547414660453796},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3280937075614929},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.32616639137268066},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.20233681797981262},{"id":"https://openalex.org/keywords/communication","display_name":"Communication","score":0.0826416015625}],"concepts":[{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.8256520628929138},{"id":"https://openalex.org/C2776035688","wikidata":"https://www.wikidata.org/wiki/Q1606558","display_name":"Affect (linguistics)","level":2,"score":0.7926348447799683},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6547414660453796},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3280937075614929},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.32616639137268066},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.20233681797981262},{"id":"https://openalex.org/C46312422","wikidata":"https://www.wikidata.org/wiki/Q11024","display_name":"Communication","level":1,"score":0.0826416015625}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3706370.3731933","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3706370.3731933","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3706370.3731933","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2025 ACM International Conference on Interactive Media Experiences","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3706370.3731933","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3706370.3731933","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3706370.3731933","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2025 ACM International Conference on Interactive Media Experiences","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410919496.pdf","grobid_xml":"https://content.openalex.org/works/W4410919496.grobid-xml"},"referenced_works_count":17,"referenced_works":["https://openalex.org/W9991798","https://openalex.org/W1690919088","https://openalex.org/W2027731328","https://openalex.org/W2112856797","https://openalex.org/W2949553967","https://openalex.org/W2964961855","https://openalex.org/W3091129453","https://openalex.org/W3135688768","https://openalex.org/W3153594481","https://openalex.org/W3195311662","https://openalex.org/W3210519732","https://openalex.org/W4225321042","https://openalex.org/W4288391620","https://openalex.org/W4360612299","https://openalex.org/W4385553016","https://openalex.org/W4394785778","https://openalex.org/W4401864369"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W4390273403","https://openalex.org/W4386781444","https://openalex.org/W2150182025","https://openalex.org/W3092950680","https://openalex.org/W3197542405","https://openalex.org/W2056712470","https://openalex.org/W3125580266"],"abstract_inverted_index":{"Recommender":[0],"systems":[1,19,48,104],"play":[2],"a":[3,40],"crucial":[4],"role":[5],"in":[6,64,68,92],"helping":[7],"users":[8,34],"decide":[9],"what":[10],"to":[11,45,50,79,96,111],"watch":[12],"or":[13],"purchase":[14],"by":[15,25],"suggesting":[16],"relevant":[17],"items.These":[18],"can":[20,100],"enhance":[21],"the":[22,52,65],"media":[23],"experience":[24],"considering":[26],"user":[27,57,117],"preferences,":[28],"inferring":[29],"behavior,":[30],"and":[31,59,75,86,108],"personalized":[32],"recommendations.However,":[33],"often":[35],"do":[36],"not":[37],"understand":[38],"why":[39,85],"particular":[41],"item":[42],"was":[43],"recommended":[44],"them.Explainable":[46],"recommender":[47,103],"aim":[49,95],"clarify":[51],"reasoning":[53],"behind":[54],"recommendations,":[55],"increasing":[56],"trust":[58],"confidence.Despite":[60],"advancements,":[61],"gaps":[62],"remain":[63],"literature,":[66],"particularly":[67],"evaluating":[69],"these":[70],"systems.This":[71],"thesis":[72],"will":[73],"explore":[74,109],"propose":[76],"new":[77],"metrics":[78],"better":[80],"assess":[81],"explanation":[82],"methods,":[83],"investigating":[84],"how":[87],"current":[88],"explanations":[89,99],"fall":[90],"short":[91],"evaluations.Additionally,":[93],"we":[94],"examine":[97],"whether":[98],"reveal":[101],"if":[102],"create":[105],"filter":[106],"bubbles":[107],"ways":[110],"mitigate":[112],"this":[113],"issue":[114],"based":[115],"on":[116],"preferences.":[118]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
