{"id":"https://openalex.org/W2139555631","doi":"https://doi.org/10.1109/tkde.2004.1264822","title":"Probabilistic memory-based collaborative filtering","display_name":"Probabilistic memory-based collaborative filtering","publication_year":2004,"publication_date":"2004-01-01","ids":{"openalex":"https://openalex.org/W2139555631","doi":"https://doi.org/10.1109/tkde.2004.1264822","mag":"2139555631"},"language":"en","primary_location":{"id":"doi:10.1109/tkde.2004.1264822","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2004.1264822","pdf_url":null,"source":{"id":"https://openalex.org/S30698027","display_name":"IEEE Transactions on Knowledge and Data Engineering","issn_l":"1041-4347","issn":["1041-4347","1558-2191","2326-3865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Knowledge and Data Engineering","raw_type":"journal-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/A5111980517","display_name":"Kai Yu","orcid":null},"institutions":[{"id":"https://openalex.org/I1325886976","display_name":"Siemens (Germany)","ror":"https://ror.org/059mq0909","country_code":"DE","type":"company","lineage":["https://openalex.org/I1325886976"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Kai Yu","raw_affiliation_strings":["Information and Communications CT IC4, Siemens Corporate Technology, Munich, Germany","Inf. & Commun., Siemens Corporate Technol., Munich, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information and Communications CT IC4, Siemens Corporate Technology, Munich, Germany","institution_ids":["https://openalex.org/I1325886976"]},{"raw_affiliation_string":"Inf. & Commun., Siemens Corporate Technol., Munich, Germany","institution_ids":["https://openalex.org/I1325886976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010707054","display_name":"Anton Schwaighofer","orcid":"https://orcid.org/0000-0003-1557-0527"},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"A. Schwaighofer","raw_affiliation_strings":["Institute for Theoretical Computer Science, Graz University of Technology, Graz, Austria","Institute for Theoretical Computer Science, Graz University of Technology, Graz, Austria;"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Theoretical Computer Science, Graz University of Technology, Graz, Austria","institution_ids":["https://openalex.org/I4092182"]},{"raw_affiliation_string":"Institute for Theoretical Computer Science, Graz University of Technology, Graz, Austria;","institution_ids":["https://openalex.org/I4092182"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074808403","display_name":"Volker Tresp","orcid":"https://orcid.org/0000-0001-9428-3686"},"institutions":[{"id":"https://openalex.org/I1325886976","display_name":"Siemens (Germany)","ror":"https://ror.org/059mq0909","country_code":"DE","type":"company","lineage":["https://openalex.org/I1325886976"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"V. Tresp","raw_affiliation_strings":["Information and Communications CT IC4, Siemens Corporate Technology, Munich, Germany","[Information and Communications CT IC4, Siemens Corporate Technology, Munich, Germany]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information and Communications CT IC4, Siemens Corporate Technology, Munich, Germany","institution_ids":["https://openalex.org/I1325886976"]},{"raw_affiliation_string":"[Information and Communications CT IC4, Siemens Corporate Technology, Munich, Germany]","institution_ids":["https://openalex.org/I1325886976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101468884","display_name":"Xiaowei Xu","orcid":"https://orcid.org/0000-0002-7421-5579"},"institutions":[{"id":"https://openalex.org/I102401767","display_name":"University of Arkansas at Little Rock","ror":"https://ror.org/04fttyv97","country_code":"US","type":"education","lineage":["https://openalex.org/I102401767"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xiaowei Xu","raw_affiliation_strings":["Information Science Department, University of Arkansas, Little Rock, AR, USA","[Information Science Department, University of Arkansas, Little Rock, AR, USA]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information Science Department, University of Arkansas, Little Rock, AR, USA","institution_ids":["https://openalex.org/I102401767"]},{"raw_affiliation_string":"[Information Science Department, University of Arkansas, Little Rock, AR, USA]","institution_ids":["https://openalex.org/I102401767"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5110215305","display_name":"H.-P. Kriegel","orcid":null},"institutions":[{"id":"https://openalex.org/I8204097","display_name":"Ludwig-Maximilians-Universit\u00e4t M\u00fcnchen","ror":"https://ror.org/05591te55","country_code":"DE","type":"education","lineage":["https://openalex.org/I8204097"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"H. Kriegel","raw_affiliation_strings":["Institute for Computer Science, University of Munich (LMU), Munich, Germany","[Institute for Computer Science, University of Munich (LMU), Munich, Germany]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Computer Science, University of Munich (LMU), Munich, Germany","institution_ids":["https://openalex.org/I8204097"]},{"raw_affiliation_string":"[Institute for Computer Science, University of Munich (LMU), Munich, Germany]","institution_ids":["https://openalex.org/I8204097"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":19.3841,"has_fulltext":false,"cited_by_count":297,"citation_normalized_percentile":{"value":0.98955433,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":95,"max":100},"biblio":{"volume":"16","issue":"1","first_page":"56","last_page":"69"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":1.0,"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":1.0,"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/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.9732000231742859,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11309","display_name":"Music and Audio Processing","score":0.9434999823570251,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/computer-science","display_name":"Computer science","score":0.892543613910675},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.850406289100647},{"id":"https://openalex.org/keywords/collaborative-filtering","display_name":"Collaborative filtering","score":0.8334581851959229},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.7678478360176086},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.47517719864845276},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43526753783226013},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3511044383049011}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.892543613910675},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.850406289100647},{"id":"https://openalex.org/C21569690","wikidata":"https://www.wikidata.org/wiki/Q94702","display_name":"Collaborative filtering","level":3,"score":0.8334581851959229},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.7678478360176086},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.47517719864845276},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43526753783226013},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3511044383049011}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/tkde.2004.1264822","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tkde.2004.1264822","pdf_url":null,"source":{"id":"https://openalex.org/S30698027","display_name":"IEEE Transactions on Knowledge and Data Engineering","issn_l":"1041-4347","issn":["1041-4347","1558-2191","2326-3865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Knowledge and Data Engineering","raw_type":"journal-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.105.2517","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.105.2517","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://eprints.pascal-network.org/archive/00000469/01/tkde_collabfiltering.pdf","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.329.8903","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.329.8903","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://gkmc.utah.edu/7910F/papers/IEEE TKDE memory-based collaborative filtering.pdf","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.5.1969","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.5.1969","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://tresp.org/./papers/tkde_yu.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W44932258","https://openalex.org/W148724713","https://openalex.org/W1480575184","https://openalex.org/W1513874326","https://openalex.org/W1532852017","https://openalex.org/W1574241439","https://openalex.org/W1587718046","https://openalex.org/W1673941785","https://openalex.org/W1718512272","https://openalex.org/W1755360231","https://openalex.org/W1853953842","https://openalex.org/W1969481231","https://openalex.org/W1996283866","https://openalex.org/W2030144199","https://openalex.org/W2042281163","https://openalex.org/W2043403353","https://openalex.org/W2085937320","https://openalex.org/W2099111195","https://openalex.org/W2109992782","https://openalex.org/W2110325612","https://openalex.org/W2117281325","https://openalex.org/W2117354486","https://openalex.org/W2124029832","https://openalex.org/W2124591829","https://openalex.org/W2127480961","https://openalex.org/W2132922788","https://openalex.org/W2134584261","https://openalex.org/W2141962398","https://openalex.org/W2155106456","https://openalex.org/W2159574904","https://openalex.org/W2478708596","https://openalex.org/W2950332743","https://openalex.org/W2953006714","https://openalex.org/W3119651796","https://openalex.org/W3121531027","https://openalex.org/W4205634987","https://openalex.org/W4232980324","https://openalex.org/W4285719527","https://openalex.org/W4299670631","https://openalex.org/W6601778706","https://openalex.org/W6606036562","https://openalex.org/W6631826473","https://openalex.org/W6637259173","https://openalex.org/W6637618339","https://openalex.org/W6676522543","https://openalex.org/W6676535117","https://openalex.org/W6678106187","https://openalex.org/W7024084172"],"related_works":["https://openalex.org/W1484355083","https://openalex.org/W2772628444","https://openalex.org/W4220714703","https://openalex.org/W2735929803","https://openalex.org/W2170391450","https://openalex.org/W2098758514","https://openalex.org/W3008845055","https://openalex.org/W2041004656","https://openalex.org/W4376854386","https://openalex.org/W1966742602"],"abstract_inverted_index":{"Memory-based":[0],"collaborative":[1],"filtering":[2],"(CF)":[3],"has":[4,12,39],"been":[5],"studied":[6],"extensively":[7],"in":[8,17],"the":[9,76,80,85,92],"literature":[10],"and":[11,132],"proven":[13],"to":[14,49,53,73,90],"be":[15,71],"successful":[16],"various":[18],"types":[19],"of":[20,56,95,105,135],"personalized":[21],"recommender":[22,58],"systems.":[23,59],"In":[24,60],"this":[25,37],"paper,":[26],"we":[27,62],"develop":[28],"a":[29,65,101],"probabilistic":[30,66,86],"framework":[31,38,87,128],"for":[32],"memory-based":[33,44,96],"CF":[34,97],"(PMCF).":[35],"While":[36],"clear":[40],"links":[41],"with":[42],"classical":[43],"CF,":[45],"it":[46],"allows":[47,88,129],"us":[48,89],"find":[50],"principled":[51],"solutions":[52],"known":[54],"problems":[55],"CF-based":[57],"particular,":[61],"show":[63],"that":[64,124],"active":[67],"learning":[68],"method":[69],"can":[70],"used":[72],"actively":[74],"query":[75],"user,":[77],"thereby":[78],"solving":[79],"\"new":[81],"user":[82,106,136],"problem.\"":[83],"Furthermore,":[84],"reduce":[91],"computational":[93],"cost":[94],"by":[98],"working":[99],"on":[100,117],"carefully":[102],"selected":[103],"subset":[104],"profiles,":[107],"while":[108],"retaining":[109],"high":[110],"accuracy.":[111],"We":[112],"report":[113],"experimental":[114],"results":[115],"based":[116],"two":[118],"real-world":[119],"data":[120],"sets,":[121],"which":[122],"demonstrate":[123],"our":[125],"proposed":[126],"PMCF":[127],"an":[130],"accurate":[131],"efficient":[133],"prediction":[134],"preferences.":[137]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":17},{"year":2021,"cited_by_count":17},{"year":2020,"cited_by_count":13},{"year":2019,"cited_by_count":13},{"year":2018,"cited_by_count":19},{"year":2017,"cited_by_count":19},{"year":2016,"cited_by_count":17},{"year":2015,"cited_by_count":27},{"year":2014,"cited_by_count":22},{"year":2013,"cited_by_count":12},{"year":2012,"cited_by_count":24}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
