{"id":"https://openalex.org/W4399528491","doi":"https://doi.org/10.1145/3672276","title":"Visualization for Recommendation Explainability: A Survey and New Perspectives","display_name":"Visualization for Recommendation Explainability: A Survey and New Perspectives","publication_year":2024,"publication_date":"2024-06-11","ids":{"openalex":"https://openalex.org/W4399528491","doi":"https://doi.org/10.1145/3672276"},"language":"en","primary_location":{"id":"doi:10.1145/3672276","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3672276","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3672276","source":{"id":"https://openalex.org/S4210173818","display_name":"ACM Transactions on Interactive Intelligent Systems","issn_l":"2160-6455","issn":["2160-6455","2160-6463"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Interactive Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3672276","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5073171751","display_name":"Mohamed Amine Chatti","orcid":"https://orcid.org/0000-0002-1311-7852"},"institutions":[{"id":"https://openalex.org/I62318514","display_name":"University of Duisburg-Essen","ror":"https://ror.org/04mz5ra38","country_code":"DE","type":"education","lineage":["https://openalex.org/I62318514"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Mohamed Amine Chatti","raw_affiliation_strings":["University of Duisburg-Essen, Duisburg, Germany"],"raw_orcid":"https://orcid.org/0000-0002-1311-7852","affiliations":[{"raw_affiliation_string":"University of Duisburg-Essen, Duisburg, Germany","institution_ids":["https://openalex.org/I62318514"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051593774","display_name":"Mouadh Guesmi","orcid":"https://orcid.org/0000-0002-4105-8896"},"institutions":[{"id":"https://openalex.org/I62318514","display_name":"University of Duisburg-Essen","ror":"https://ror.org/04mz5ra38","country_code":"DE","type":"education","lineage":["https://openalex.org/I62318514"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Mouadh Guesmi","raw_affiliation_strings":["University of Duisburg-Essen, Duisburg, Germany"],"raw_orcid":"https://orcid.org/0000-0002-4105-8896","affiliations":[{"raw_affiliation_string":"University of Duisburg-Essen, Duisburg, Germany","institution_ids":["https://openalex.org/I62318514"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079649140","display_name":"Arham Muslim","orcid":"https://orcid.org/0000-0001-8204-5082"},"institutions":[{"id":"https://openalex.org/I929597975","display_name":"National University of Sciences and Technology","ror":"https://ror.org/03w2j5y17","country_code":"PK","type":"education","lineage":["https://openalex.org/I929597975"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Arham Muslim","raw_affiliation_strings":["National University of Sciences and Technology, Islamabad, Pakistan"],"raw_orcid":"https://orcid.org/0000-0001-8204-5082","affiliations":[{"raw_affiliation_string":"National University of Sciences and Technology, Islamabad, Pakistan","institution_ids":["https://openalex.org/I929597975"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":7.5617,"has_fulltext":false,"cited_by_count":37,"citation_normalized_percentile":{"value":0.98166387,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"14","issue":"3","first_page":"1","last_page":"40"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9969000220298767,"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/T10799","display_name":"Data Visualization and Analytics","score":0.9969000220298767,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9958999752998352,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9819999933242798,"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/recommender-system","display_name":"Recommender system","score":0.9410791993141174},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7837815284729004},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.6412227153778076},{"id":"https://openalex.org/keywords/scope","display_name":"Scope (computer science)","score":0.6353417634963989},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.4824245870113373},{"id":"https://openalex.org/keywords/constructive","display_name":"Constructive","score":0.4618493616580963},{"id":"https://openalex.org/keywords/trustworthiness","display_name":"Trustworthiness","score":0.4387241303920746},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.43793290853500366},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.37978601455688477},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.32912951707839966},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.18931859731674194},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.07643890380859375},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.0700872540473938}],"concepts":[{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.9410791993141174},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7837815284729004},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.6412227153778076},{"id":"https://openalex.org/C2778012447","wikidata":"https://www.wikidata.org/wiki/Q1034415","display_name":"Scope (computer science)","level":2,"score":0.6353417634963989},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4824245870113373},{"id":"https://openalex.org/C2778701210","wikidata":"https://www.wikidata.org/wiki/Q28130034","display_name":"Constructive","level":3,"score":0.4618493616580963},{"id":"https://openalex.org/C153701036","wikidata":"https://www.wikidata.org/wiki/Q659974","display_name":"Trustworthiness","level":2,"score":0.4387241303920746},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.43793290853500366},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.37978601455688477},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.32912951707839966},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.18931859731674194},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.07643890380859375},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.0700872540473938},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","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/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3672276","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3672276","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3672276","source":{"id":"https://openalex.org/S4210173818","display_name":"ACM Transactions on Interactive Intelligent Systems","issn_l":"2160-6455","issn":["2160-6455","2160-6463"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Interactive Intelligent Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1145/3672276","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3672276","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3672276","source":{"id":"https://openalex.org/S4210173818","display_name":"ACM Transactions on Interactive Intelligent Systems","issn_l":"2160-6455","issn":["2160-6455","2160-6463"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Interactive Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4399528491.pdf"},"referenced_works_count":145,"referenced_works":["https://openalex.org/W884650706","https://openalex.org/W1128302166","https://openalex.org/W1501005121","https://openalex.org/W1516293359","https://openalex.org/W1579090648","https://openalex.org/W1750205245","https://openalex.org/W1823329909","https://openalex.org/W1843246605","https://openalex.org/W1963959269","https://openalex.org/W1987135115","https://openalex.org/W1991352880","https://openalex.org/W1995255720","https://openalex.org/W2001150057","https://openalex.org/W2013728941","https://openalex.org/W2023403131","https://openalex.org/W2047257058","https://openalex.org/W2048567639","https://openalex.org/W2050113838","https://openalex.org/W2053075547","https://openalex.org/W2054141820","https://openalex.org/W2058990114","https://openalex.org/W2061873838","https://openalex.org/W2064236037","https://openalex.org/W2071365310","https://openalex.org/W2079719282","https://openalex.org/W2082639297","https://openalex.org/W2084335597","https://openalex.org/W2094610220","https://openalex.org/W2097481508","https://openalex.org/W2100171245","https://openalex.org/W2112354254","https://openalex.org/W2112856797","https://openalex.org/W2114281505","https://openalex.org/W2117101886","https://openalex.org/W2125330369","https://openalex.org/W2126159342","https://openalex.org/W2127804882","https://openalex.org/W2130369780","https://openalex.org/W2131251708","https://openalex.org/W2134584261","https://openalex.org/W2141438078","https://openalex.org/W2143326486","https://openalex.org/W2152184085","https://openalex.org/W2153680437","https://openalex.org/W2154157725","https://openalex.org/W2157467874","https://openalex.org/W2162111811","https://openalex.org/W2167893057","https://openalex.org/W2168894761","https://openalex.org/W2223821166","https://openalex.org/W2238216200","https://openalex.org/W2295883547","https://openalex.org/W2344015651","https://openalex.org/W2394669110","https://openalex.org/W2403343111","https://openalex.org/W2405142664","https://openalex.org/W2416868893","https://openalex.org/W2496777941","https://openalex.org/W2512304460","https://openalex.org/W2582626238","https://openalex.org/W2587299461","https://openalex.org/W2602814102","https://openalex.org/W2625478334","https://openalex.org/W2733579931","https://openalex.org/W2750068734","https://openalex.org/W2751746637","https://openalex.org/W2752194699","https://openalex.org/W2753713840","https://openalex.org/W2754576213","https://openalex.org/W2763172566","https://openalex.org/W2766367498","https://openalex.org/W2773585006","https://openalex.org/W2790505917","https://openalex.org/W2794079986","https://openalex.org/W2794368794","https://openalex.org/W2795530988","https://openalex.org/W2798435682","https://openalex.org/W2799784776","https://openalex.org/W2803054945","https://openalex.org/W2804604520","https://openalex.org/W2810874430","https://openalex.org/W2811018197","https://openalex.org/W2860021505","https://openalex.org/W2888723145","https://openalex.org/W2892396205","https://openalex.org/W2899751989","https://openalex.org/W2915495256","https://openalex.org/W2916072792","https://openalex.org/W2916705265","https://openalex.org/W2917259853","https://openalex.org/W2942073295","https://openalex.org/W2942444880","https://openalex.org/W2942608732","https://openalex.org/W2947612811","https://openalex.org/W2952667803","https://openalex.org/W2958514452","https://openalex.org/W2963095307","https://openalex.org/W2963214037","https://openalex.org/W2963707011","https://openalex.org/W2964258748","https://openalex.org/W2965446359","https://openalex.org/W2967589453","https://openalex.org/W2970826288","https://openalex.org/W2972450445","https://openalex.org/W2974791023","https://openalex.org/W2981731882","https://openalex.org/W2999765337","https://openalex.org/W3009578469","https://openalex.org/W3009804117","https://openalex.org/W3014901735","https://openalex.org/W3021941048","https://openalex.org/W3033496024","https://openalex.org/W3034069517","https://openalex.org/W3039299744","https://openalex.org/W3042428857","https://openalex.org/W3048549109","https://openalex.org/W3093388512","https://openalex.org/W3094233077","https://openalex.org/W3096266521","https://openalex.org/W3101366597","https://openalex.org/W3104847483","https://openalex.org/W3105195262","https://openalex.org/W3122821379","https://openalex.org/W3155920732","https://openalex.org/W3164354308","https://openalex.org/W3173956212","https://openalex.org/W3174296506","https://openalex.org/W3197347140","https://openalex.org/W3204660666","https://openalex.org/W3214796630","https://openalex.org/W4213145388","https://openalex.org/W4225108174","https://openalex.org/W4234292174","https://openalex.org/W4239741347","https://openalex.org/W4249267926","https://openalex.org/W4255814112","https://openalex.org/W4288083725","https://openalex.org/W4294783529","https://openalex.org/W4313171568","https://openalex.org/W4366771523","https://openalex.org/W4380319445","https://openalex.org/W4387670741","https://openalex.org/W6684456340","https://openalex.org/W6817713987","https://openalex.org/W6851813210"],"related_works":["https://openalex.org/W4241523039","https://openalex.org/W4390273403","https://openalex.org/W2360028903","https://openalex.org/W4280543773","https://openalex.org/W4386781444","https://openalex.org/W178231042","https://openalex.org/W2366083136","https://openalex.org/W2150182025","https://openalex.org/W2597940383","https://openalex.org/W2293620324"],"abstract_inverted_index":{"Providing":[0],"system-generated":[1],"explanations":[2,67,172],"for":[3,22,125,135],"recommendations":[4],"represents":[5],"an":[6],"important":[7],"step":[8],"toward":[9],"transparent":[10],"and":[11,82,132,151,162,175],"trustworthy":[12],"recommender":[13,16,38,57,69,93,130,177],"systems.":[14,58,178],"Explainable":[15],"systems":[17,39,70,131],"provide":[18,46],"a":[19,47,107,113,117],"human-understandable":[20],"rationale":[21],"their":[23],"outputs.":[24],"Over":[25],"the":[26,37,64,86,92,97,155,167],"past":[27],"two":[28],"decades,":[29],"explainable":[30,159],"recommendation":[31,149,160],"has":[32],"attracted":[33],"much":[34],"attention":[35],"in":[36,56,68,129,138,166,173],"research":[40,51,161],"community.":[41],"This":[42],"paper":[43],"aims":[44],"to":[45,147,163],"comprehensive":[48],"review":[49,63,145],"of":[50,88,99,110,119,143,157,170],"efforts":[52],"on":[53,66,72],"visual":[54,171],"explanation":[55,76,78,80,83],"More":[59],"concretely,":[60],"we":[61,90,115],"systematically":[62],"literature":[65,95],"based":[71],"four":[73],"dimensions,":[74],"namely":[75],"aim,":[77],"scope,":[79],"method,":[81],"format.":[84],"Recognizing":[85],"importance":[87],"visualization,":[89],"approach":[91],"system":[94],"from":[96],"angle":[98],"explanatory":[100,127],"visualizations,":[101],"that":[102,121],"is":[103,146],"using":[104],"visualizations":[105,128],"as":[106],"display":[108],"style":[109],"explanation.":[111],"As":[112],"result,":[114],"derive":[116],"set":[118],"guidelines":[120],"might":[122],"be":[123],"constructive":[124],"designing":[126],"identify":[133],"perspectives":[134],"future":[136,176],"work":[137],"this":[139,144],"field.":[140],"The":[141],"aim":[142],"help":[148],"researchers":[150],"practitioners":[152],"better":[153],"understand":[154],"potential":[156],"visually":[158],"support":[164],"them":[165],"systematic":[168],"design":[169],"current":[174]},"counts_by_year":[{"year":2026,"cited_by_count":10},{"year":2025,"cited_by_count":17},{"year":2024,"cited_by_count":10}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
