{"id":"https://openalex.org/W2917259853","doi":"https://doi.org/10.1145/3301275.3302306","title":"Personalized explanations for hybrid recommender systems","display_name":"Personalized explanations for hybrid recommender systems","publication_year":2019,"publication_date":"2019-02-19","ids":{"openalex":"https://openalex.org/W2917259853","doi":"https://doi.org/10.1145/3301275.3302306","mag":"2917259853"},"language":"en","primary_location":{"id":"doi:10.1145/3301275.3302306","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3301275.3302306","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3301275.3302306","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 24th International Conference on Intelligent User Interfaces","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/10.1145/3301275.3302306","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5077023627","display_name":"Pigi Kouki","orcid":"https://orcid.org/0000-0003-3265-9080"},"institutions":[{"id":"https://openalex.org/I185103710","display_name":"University of California, Santa Cruz","ror":"https://ror.org/03s65by71","country_code":"US","type":"education","lineage":["https://openalex.org/I185103710"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Pigi Kouki","raw_affiliation_strings":["UC Santa Cruz"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UC Santa Cruz","institution_ids":["https://openalex.org/I185103710"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110561498","display_name":"James Schaffer","orcid":null},"institutions":[{"id":"https://openalex.org/I166416128","display_name":"DEVCOM Army Research Laboratory","ror":"https://ror.org/011hc8f90","country_code":"US","type":"government","lineage":["https://openalex.org/I1304082316","https://openalex.org/I1330347796","https://openalex.org/I166416128","https://openalex.org/I2802705668","https://openalex.org/I4210154437"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"James Schaffer","raw_affiliation_strings":["Army Research Lab"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Army Research Lab","institution_ids":["https://openalex.org/I166416128"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073443117","display_name":"Jay Pujara","orcid":"https://orcid.org/0000-0001-6921-1744"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]},{"id":"https://openalex.org/I2800817003","display_name":"California Southern University","ror":"https://ror.org/058zz0t50","country_code":"US","type":"education","lineage":["https://openalex.org/I2800817003"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jay Pujara","raw_affiliation_strings":["University of Southern California"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Southern California","institution_ids":["https://openalex.org/I2800817003","https://openalex.org/I1174212"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060455398","display_name":"John O\u2019Donovan","orcid":null},"institutions":[{"id":"https://openalex.org/I154570441","display_name":"University of California, Santa Barbara","ror":"https://ror.org/02t274463","country_code":"US","type":"education","lineage":["https://openalex.org/I154570441"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"John O'Donovan","raw_affiliation_strings":["UC Santa Barbara"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UC Santa Barbara","institution_ids":["https://openalex.org/I154570441"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086169451","display_name":"Lise Getoor","orcid":null},"institutions":[{"id":"https://openalex.org/I185103710","display_name":"University of California, Santa Cruz","ror":"https://ror.org/03s65by71","country_code":"US","type":"education","lineage":["https://openalex.org/I185103710"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lise Getoor","raw_affiliation_strings":["UC Santa Cruz"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UC Santa Cruz","institution_ids":["https://openalex.org/I185103710"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":32.4455,"has_fulltext":true,"cited_by_count":165,"citation_normalized_percentile":{"value":0.99661399,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"379","last_page":"390"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9980999827384949,"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":0.9980999827384949,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9919000267982483,"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":0.9916999936103821,"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":0.9105942249298096},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8412560224533081},{"id":"https://openalex.org/keywords/transparency","display_name":"Transparency (behavior)","score":0.5848436951637268},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.5579379796981812},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.4855506122112274},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.4668384790420532},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.4279130697250366},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.34476566314697266},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.264422744512558}],"concepts":[{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.9105942249298096},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8412560224533081},{"id":"https://openalex.org/C2780233690","wikidata":"https://www.wikidata.org/wiki/Q535347","display_name":"Transparency (behavior)","level":2,"score":0.5848436951637268},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.5579379796981812},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4855506122112274},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4668384790420532},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.4279130697250366},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.34476566314697266},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.264422744512558},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3301275.3302306","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3301275.3302306","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3301275.3302306","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 24th International Conference on Intelligent User Interfaces","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3301275.3302306","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3301275.3302306","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3301275.3302306","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 24th International Conference on Intelligent User Interfaces","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.4099999964237213}],"awards":[{"id":"https://openalex.org/G2854562603","display_name":null,"funder_award_id":"CCF-1740850","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G3667867886","display_name":"TRIPODS: Towards a Unified Theory of Structure, Incompleteness & Uncertainty in Heterogeneous Graphs","funder_award_id":"1740850","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G4194569098","display_name":null,"funder_award_id":"FA8650-17-C-7715","funder_id":"https://openalex.org/F4320332180","funder_display_name":"Defense Advanced Research Projects Agency"},{"id":"https://openalex.org/G4693948334","display_name":null,"funder_award_id":"CCF-1740850 IIS-1703331","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"},{"id":"https://openalex.org/G6706293736","display_name":"III: Medium: Collaborative Research: A Unified and Declarative Approach to Causal Analysis for Big Data","funder_award_id":"1703331","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320332180","display_name":"Defense Advanced Research Projects Agency","ror":"https://ror.org/02caytj08"},{"id":"https://openalex.org/F4320332815","display_name":"Advanced Research Projects Agency","ror":"https://ror.org/02caytj08"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2917259853.pdf","grobid_xml":"https://content.openalex.org/works/W2917259853.grobid-xml"},"referenced_works_count":41,"referenced_works":["https://openalex.org/W1486317198","https://openalex.org/W1579090648","https://openalex.org/W1657011257","https://openalex.org/W1965355809","https://openalex.org/W1965583749","https://openalex.org/W1971040550","https://openalex.org/W2024509488","https://openalex.org/W2048567639","https://openalex.org/W2058990114","https://openalex.org/W2061935394","https://openalex.org/W2092927169","https://openalex.org/W2100171245","https://openalex.org/W2101409192","https://openalex.org/W2110065044","https://openalex.org/W2112354254","https://openalex.org/W2114281505","https://openalex.org/W2114634594","https://openalex.org/W2121710227","https://openalex.org/W2130369780","https://openalex.org/W2134584261","https://openalex.org/W2140310134","https://openalex.org/W2141438078","https://openalex.org/W2143326486","https://openalex.org/W2153680437","https://openalex.org/W2158934860","https://openalex.org/W2162090451","https://openalex.org/W2167893057","https://openalex.org/W2282738454","https://openalex.org/W2318802957","https://openalex.org/W2415794803","https://openalex.org/W2511352244","https://openalex.org/W2592141406","https://openalex.org/W2618606363","https://openalex.org/W2747911319","https://openalex.org/W2763172566","https://openalex.org/W2793578410","https://openalex.org/W2803054945","https://openalex.org/W2829992719","https://openalex.org/W2963572185","https://openalex.org/W3021849140","https://openalex.org/W3122821379"],"related_works":["https://openalex.org/W4390273403","https://openalex.org/W4386781444","https://openalex.org/W3092950680","https://openalex.org/W4246980185","https://openalex.org/W2150182025","https://openalex.org/W3197542405","https://openalex.org/W2418190244","https://openalex.org/W4238861846","https://openalex.org/W3125580266","https://openalex.org/W44246808"],"abstract_inverted_index":{"Recommender":[0],"systems":[1,22],"have":[2],"become":[3],"pervasive":[4],"on":[5],"the":[6,9,16,38,78,104,120,129,154],"web,":[7],"shaping":[8],"way":[10],"users":[11,102],"see":[12],"information":[13],"and":[14,42,64,98,126,152,168],"thus":[15],"decisions":[17],"they":[18],"make.":[19],"As":[20],"these":[21],"get":[23],"more":[24],"complex,":[25],"there":[26],"is":[27],"a":[28,59,88,138,149],"growing":[29],"need":[30],"for":[31,46,82,100],"transparency.":[32],"In":[33],"this":[34],"paper,":[35],"we":[36,86],"study":[37,77,91],"problem":[39],"of":[40,80,103,122,156],"generating":[41],"visualizing":[43],"personalized":[44,74,96,161],"explanations":[45,81,99,163],"hybrid":[47,60,83,162],"recommender":[48,84],"systems,":[49,85],"which":[50],"incorporate":[51],"many":[52],"different":[53,112,165],"data":[54],"sources.":[55],"We":[56,108,136],"build":[57],"upon":[58],"probabilistic":[61],"graphical":[62],"model":[63,140],"develop":[65],"an":[66],"approach":[67,158],"to":[68,143],"generate":[69],"real-time":[70],"recommendations":[71,97],"along":[72],"with":[73,110,164],"explanations.":[75],"To":[76],"benefits":[79],"conduct":[87],"crowd-sourced":[89],"user":[90,145],"where":[92],"our":[93,157],"system":[94],"generates":[95],"real":[101],"last.fm":[105],"music":[106],"platform.":[107],"experiment":[109],"1)":[111],"explanation":[113,123],"styles":[114,124],"(e.g.,":[115,132],"user-based,":[116],"item-based),":[117],"2)":[118],"manipulating":[119,128],"number":[121],"presented,":[125],"3)":[127],"presentation":[130],"format":[131],"textual":[133],"vs.":[134],"visual).":[135],"apply":[137],"mixed":[139],"statistical":[141],"analysis":[142],"consider":[144],"personality":[146],"traits":[147],"as":[148],"control":[150],"variable":[151],"demonstrate":[153],"usefulness":[155],"in":[159],"creating":[160],"style,":[166],"number,":[167],"format.":[169]},"counts_by_year":[{"year":2026,"cited_by_count":11},{"year":2025,"cited_by_count":16},{"year":2024,"cited_by_count":21},{"year":2023,"cited_by_count":24},{"year":2022,"cited_by_count":31},{"year":2021,"cited_by_count":25},{"year":2020,"cited_by_count":25},{"year":2019,"cited_by_count":11},{"year":2012,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}