{"id":"https://openalex.org/W4284700492","doi":"https://doi.org/10.1145/3511047.3537664","title":"The META4RS Proposal: Museum Emotion and Tracking Analysis For Recommender Systems","display_name":"The META4RS Proposal: Museum Emotion and Tracking Analysis For Recommender Systems","publication_year":2022,"publication_date":"2022-07-04","ids":{"openalex":"https://openalex.org/W4284700492","doi":"https://doi.org/10.1145/3511047.3537664"},"language":"en","primary_location":{"id":"doi:10.1145/3511047.3537664","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3511047.3537664","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/A5026091557","display_name":"Alessio Ferrato","orcid":"https://orcid.org/0000-0001-5405-3018"},"institutions":[{"id":"https://openalex.org/I119003972","display_name":"Roma Tre University","ror":"https://ror.org/05vf0dg29","country_code":"IT","type":"education","lineage":["https://openalex.org/I119003972"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Alessio Ferrato","raw_affiliation_strings":["Roma Tre University, Italy"],"affiliations":[{"raw_affiliation_string":"Roma Tre University, Italy","institution_ids":["https://openalex.org/I119003972"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070750659","display_name":"Carla Limongelli","orcid":"https://orcid.org/0000-0002-0323-7738"},"institutions":[{"id":"https://openalex.org/I119003972","display_name":"Roma Tre University","ror":"https://ror.org/05vf0dg29","country_code":"IT","type":"education","lineage":["https://openalex.org/I119003972"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Carla Limongelli","raw_affiliation_strings":["Roma Tre University, Italy"],"affiliations":[{"raw_affiliation_string":"Roma Tre University, Italy","institution_ids":["https://openalex.org/I119003972"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011861806","display_name":"Mauro Mezzini","orcid":"https://orcid.org/0000-0002-5308-0097"},"institutions":[{"id":"https://openalex.org/I119003972","display_name":"Roma Tre University","ror":"https://ror.org/05vf0dg29","country_code":"IT","type":"education","lineage":["https://openalex.org/I119003972"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Mauro Mezzini","raw_affiliation_strings":["Roma Tre University, Italy"],"affiliations":[{"raw_affiliation_string":"Roma Tre University, Italy","institution_ids":["https://openalex.org/I119003972"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089623580","display_name":"Giuseppe Sansonetti","orcid":"https://orcid.org/0000-0003-4953-1390"},"institutions":[{"id":"https://openalex.org/I119003972","display_name":"Roma Tre University","ror":"https://ror.org/05vf0dg29","country_code":"IT","type":"education","lineage":["https://openalex.org/I119003972"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giuseppe Sansonetti","raw_affiliation_strings":["Roma Tre University, Italy"],"affiliations":[{"raw_affiliation_string":"Roma Tre University, Italy","institution_ids":["https://openalex.org/I119003972"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5026091557"],"corresponding_institution_ids":["https://openalex.org/I119003972"],"apc_list":null,"apc_paid":null,"fwci":1.4086,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.82420798,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"406","last_page":"409"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9987000226974487,"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"}},"topics":[{"id":"https://openalex.org/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9987000226974487,"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/T11439","display_name":"Video Analysis and Summarization","score":0.9962999820709229,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9952999949455261,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.8576743006706238},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7597882151603699},{"id":"https://openalex.org/keywords/tracking","display_name":"Tracking (education)","score":0.5461522340774536},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.4444500803947449},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.4059803783893585},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.3615710139274597},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.35002052783966064},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.06980335712432861}],"concepts":[{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.8576743006706238},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7597882151603699},{"id":"https://openalex.org/C2775936607","wikidata":"https://www.wikidata.org/wiki/Q466845","display_name":"Tracking (education)","level":2,"score":0.5461522340774536},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4444500803947449},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.4059803783893585},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.3615710139274597},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.35002052783966064},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.06980335712432861},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3511047.3537664","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3511047.3537664","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"},{"id":"pmh:oai:iris.uniroma3.it:11590/415227","is_oa":false,"landing_page_url":"http://hdl.handle.net/11590/415227","pdf_url":null,"source":{"id":"https://openalex.org/S4377196120","display_name":"Iris (Roma Tre University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I119003972","host_organization_name":"Roma Tre University","host_organization_lineage":["https://openalex.org/I119003972"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1657554380","https://openalex.org/W2029482385","https://openalex.org/W2091954033","https://openalex.org/W2107114452","https://openalex.org/W2120223000","https://openalex.org/W2395639500","https://openalex.org/W2733092256","https://openalex.org/W2894192937","https://openalex.org/W2895906665","https://openalex.org/W2936384187","https://openalex.org/W2940046643","https://openalex.org/W2997890495","https://openalex.org/W3008604130","https://openalex.org/W3011303424","https://openalex.org/W3035072445","https://openalex.org/W3038569561","https://openalex.org/W3098417430","https://openalex.org/W3101908935","https://openalex.org/W3151333197","https://openalex.org/W3175450530","https://openalex.org/W4285292505","https://openalex.org/W6779442848"],"related_works":["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","https://openalex.org/W4288390103","https://openalex.org/W4317039510","https://openalex.org/W4238861846"],"abstract_inverted_index":{"In":[0],"this":[1,73],"paper,":[2],"we":[3,125],"present":[4],"the":[5,8,27,35,39,48,69,95,98,105,127,131,134,138,161],"rationale":[6],"and":[7,90,122,129,154],"ideas":[9],"behind":[10],"META4RS,":[11],"a":[12,55],"museum":[13],"itinerary":[14],"recommender":[15,65],"system.":[16],"The":[17],"system":[18,66,74],"leverages":[19],"deep":[20],"learning":[21],"techniques":[22],"to":[23,114,157],"acquire":[24],"data":[25],"about":[26],"visitor\u2019s":[28,36],"position":[29],"while":[30,53,93],"ensuring":[31,94],"her":[32],"anonymity.":[33],"Moreover,":[34],"appraisal":[37],"of":[38,62,87,97,104,107,133,148],"artwork":[40],"she":[41,51],"observes":[42],"is":[43,81,102],"inferred":[44,120],"implicitly":[45,119],"based":[46,116],"on":[47,117],"emotional":[49],"reactions":[50],"expresses":[52],"watching":[54],"given":[56],"artwork.":[57],"We":[58,144],"are":[59],"not":[60],"aware":[61],"any":[63],"such":[64],"proposed":[67,135],"in":[68],"research":[70],"literature.":[71],"However,":[72],"should":[75],"ensure":[76],"several":[77],"advantages:":[78],"(i)":[79],"it":[80,84,101,110],"non-intrusive":[82],"since":[83],"makes":[85],"use":[86],"simple":[88],"badges":[89],"off-the-shelf":[91],"cameras":[92],"anonymity":[96],"visitor;":[99],"(ii)":[100],"independent":[103],"type":[106],"museum;":[108],"(iii)":[109],"offers":[111],"personalized":[112],"itineraries":[113],"visitors":[115],"their":[118],"interests":[121],"preferences.":[123],"Specifically,":[124],"illustrate":[126],"background":[128],"describe":[130],"architecture":[132],"system,":[136],"discussing":[137],"steps":[139],"required":[140],"for":[141],"its":[142],"implementation.":[143],"also":[145],"provide":[146],"details":[147],"what":[149,155],"has":[150],"already":[151],"been":[152],"done":[153],"remains":[156],"be":[158],"done,":[159],"outlining":[160],"open":[162],"problems.":[163]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2022-07-08T00:00:00"}
