{"id":"https://openalex.org/W2747911319","doi":"https://doi.org/10.1145/3109859.3109915","title":"User Preferences for Hybrid Explanations","display_name":"User Preferences for Hybrid Explanations","publication_year":2017,"publication_date":"2017-08-24","ids":{"openalex":"https://openalex.org/W2747911319","doi":"https://doi.org/10.1145/3109859.3109915","mag":"2747911319"},"language":"en","primary_location":{"id":"doi:10.1145/3109859.3109915","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3109859.3109915","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Eleventh ACM Conference on Recommender Systems","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/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":true,"raw_author_name":"Pigi Kouki","raw_affiliation_strings":["University of California, Santa Cruz, Santa Cruz, CA, USA"],"affiliations":[{"raw_affiliation_string":"University of California, Santa Cruz, Santa Cruz, CA, USA","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":["U.S. Army Research Laboratory, Los Angeles, CA, USA"],"affiliations":[{"raw_affiliation_string":"U.S. Army Research Laboratory, Los Angeles, CA, USA","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/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":"Jay Pujara","raw_affiliation_strings":["University of California, Santa Cruz, Santa Cruz, CA, USA"],"affiliations":[{"raw_affiliation_string":"University of California, Santa Cruz, Santa Cruz, CA, USA","institution_ids":["https://openalex.org/I185103710"]}]},{"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":["University of California, Santa Barbara, Santa Barbara, CA, USA"],"affiliations":[{"raw_affiliation_string":"University of California, Santa Barbara, Santa Barbara, CA, USA","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":["University of California, Santa Cruz, Santa Cruz, CA, USA"],"affiliations":[{"raw_affiliation_string":"University of California, Santa Cruz, Santa Cruz, CA, USA","institution_ids":["https://openalex.org/I185103710"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5077023627"],"corresponding_institution_ids":["https://openalex.org/I185103710"],"apc_list":null,"apc_paid":null,"fwci":19.8287,"has_fulltext":false,"cited_by_count":71,"citation_normalized_percentile":{"value":0.99293212,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"84","last_page":"88"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9993000030517578,"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":0.9993000030517578,"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/T10799","display_name":"Data Visualization and Analytics","score":0.9905999898910522,"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":0.982200026512146,"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":0.9220552444458008},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8453379273414612},{"id":"https://openalex.org/keywords/variety","display_name":"Variety (cybernetics)","score":0.6520363092422485},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.5953648090362549},{"id":"https://openalex.org/keywords/hybrid-system","display_name":"Hybrid system","score":0.5679960250854492},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.48325687646865845},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.44754257798194885},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.4252511262893677},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3201506733894348},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3086986541748047},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.17573577165603638},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.07458853721618652}],"concepts":[{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.9220552444458008},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8453379273414612},{"id":"https://openalex.org/C136197465","wikidata":"https://www.wikidata.org/wiki/Q1729295","display_name":"Variety (cybernetics)","level":2,"score":0.6520363092422485},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.5953648090362549},{"id":"https://openalex.org/C50897621","wikidata":"https://www.wikidata.org/wiki/Q2665508","display_name":"Hybrid system","level":2,"score":0.5679960250854492},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.48325687646865845},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.44754257798194885},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4252511262893677},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3201506733894348},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3086986541748047},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.17573577165603638},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.07458853721618652}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3109859.3109915","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3109859.3109915","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Eleventh ACM Conference on Recommender Systems","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.47999998927116394}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":29,"referenced_works":["https://openalex.org/W1542664738","https://openalex.org/W1579090648","https://openalex.org/W1965583749","https://openalex.org/W2023403131","https://openalex.org/W2048567639","https://openalex.org/W2049670925","https://openalex.org/W2058990114","https://openalex.org/W2078021145","https://openalex.org/W2094016879","https://openalex.org/W2112354254","https://openalex.org/W2112856797","https://openalex.org/W2114281505","https://openalex.org/W2130369780","https://openalex.org/W2134584261","https://openalex.org/W2141438078","https://openalex.org/W2143326486","https://openalex.org/W2153680437","https://openalex.org/W2158934860","https://openalex.org/W2159306398","https://openalex.org/W2162111811","https://openalex.org/W2167893057","https://openalex.org/W2318802957","https://openalex.org/W2511352244","https://openalex.org/W2516364559","https://openalex.org/W2545577367","https://openalex.org/W2567473389","https://openalex.org/W2963572185","https://openalex.org/W3021849140","https://openalex.org/W3125283999"],"related_works":["https://openalex.org/W4390273403","https://openalex.org/W4386781444","https://openalex.org/W4246980185","https://openalex.org/W2150182025","https://openalex.org/W3092950680","https://openalex.org/W3197542405","https://openalex.org/W4238861846","https://openalex.org/W3125580266","https://openalex.org/W44246808","https://openalex.org/W2077287580"],"abstract_inverted_index":{"Hybrid":[0],"recommender":[1,58,123],"systems":[2,13],"combine":[3],"several":[4],"different":[5],"sources":[6],"of":[7,37,43,72,85,107],"information":[8],"to":[9,18,46,76],"generate":[10],"recommendations.":[11],"These":[12],"demonstrate":[14],"improved":[15],"accuracy":[16],"compared":[17],"single-source":[19],"recommendation":[20,24],"strategies.":[21],"However,":[22],"hybrid":[23,57,102,122],"strategies":[25],"are":[26,114],"inherently":[27],"more":[28,49],"complex":[29],"than":[30],"those":[31],"that":[32,113],"use":[33],"a":[34,56,62,80,105],"single":[35],"source":[36],"information,":[38],"and":[39,66,70,109],"thus":[40],"the":[41,68],"process":[42],"explaining":[44,73],"recommendations":[45,75],"users":[47],"becomes":[48],"challenging.":[50],"In":[51],"this":[52,91],"paper":[53],"we":[54,98],"describe":[55],"system":[59],"built":[60],"on":[61],"probabilistic":[63],"programming":[64],"language,":[65],"discuss":[67],"benefits":[69],"challenges":[71],"its":[74],"users.":[77],"We":[78],"perform":[79],"mixed":[81],"model":[82],"statistical":[83],"analysis":[84],"user":[86,96],"preferences":[87],"for":[88,101],"explanations":[89,100],"in":[90,104],"system.":[92],"Through":[93],"an":[94],"online":[95],"survey,":[97],"evaluate":[99],"algorithms":[103],"variety":[106],"text":[108],"visual,":[110],"graph-based":[111],"formats,":[112],"either":[115],"novel":[116],"designs":[117],"or":[118],"derived":[119],"from":[120],"existing":[121],"systems.":[124]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":3},{"year":2022,"cited_by_count":10},{"year":2021,"cited_by_count":9},{"year":2020,"cited_by_count":14},{"year":2019,"cited_by_count":14},{"year":2018,"cited_by_count":13}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}