{"id":"https://openalex.org/W2727323272","doi":null,"title":"Reinforcing the Object-Oriented Aspect of Probabilistic Relational Models","display_name":"Reinforcing the Object-Oriented Aspect of Probabilistic Relational Models","publication_year":2010,"publication_date":"2010-01-01","ids":{"openalex":"https://openalex.org/W2727323272","mag":"2727323272"},"language":"en","primary_location":{"id":"pmh:oai:CiteSeerX.psu:10.1.1.173.879","doi":null,"is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.173.879","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.helsinki.fi/pgm2010/papers/torti.pdf","raw_type":"text"},"volume":null,"type":"article","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hal.science/hal-00627823","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5077987134","display_name":"Lionel Torti","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lionel Torti","raw_affiliation_strings":["DECISION"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"DECISION","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013543532","display_name":"Pierre-Henri Wuillemin","orcid":"https://orcid.org/0000-0003-3691-4886","observed_orcids":["https://orcid.org/0000-0003-3691-4886"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Pierre-henri Wuillemin","raw_affiliation_strings":["DECISION"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"DECISION","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035406841","display_name":"Christophe Gonzales","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Christophe Gonzales","raw_affiliation_strings":["DECISION"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"DECISION","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.5068,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":{"value":0.82864123,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"273","last_page":"280"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11303","display_name":"Bayesian Modeling and Causal Inference","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T11303","display_name":"Bayesian Modeling and Causal Inference","score":1.0,"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/T11010","display_name":"Logic, Reasoning, and Knowledge","score":9.999999747378752e-05,"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/T10317","display_name":"Advanced Database Systems and Queries","score":0.0,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/probabilistic-relational-models","display_name":"probabilistic relational models","score":0.8999999761581421},{"id":"https://openalex.org/keywords/object-oriented-bayesian-networks","display_name":"object-oriented Bayesian networks","score":0.984000027179718},{"id":"https://openalex.org/keywords/class-inheritance","display_name":"class inheritance","score":0.9440000057220459},{"id":"https://openalex.org/keywords/uncertainty-representation","display_name":"uncertainty representation","score":0.8220000267028809},{"id":"https://openalex.org/keywords/scalability","display_name":"scalability","score":0.4909999966621399},{"id":"https://openalex.org/keywords/expressiveness","display_name":"expressiveness","score":0.6190000176429749},{"id":"https://openalex.org/keywords/bayesian-networks","display_name":"Bayesian networks","score":0.4950000047683716}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.77213054895401},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.7220719456672668},{"id":"https://openalex.org/C33724603","wikidata":"https://www.wikidata.org/wiki/Q812540","display_name":"Bayesian network","level":2,"score":0.6839820742607117},{"id":"https://openalex.org/C2780902518","wikidata":"https://www.wikidata.org/wiki/Q6033780","display_name":"Inheritance (genetic algorithm)","level":3,"score":0.5353589057922363},{"id":"https://openalex.org/C2776372474","wikidata":"https://www.wikidata.org/wiki/Q508291","display_name":"Simplicity","level":2,"score":0.4986114501953125},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.4970407783985138},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.4960411489009857},{"id":"https://openalex.org/C2781238097","wikidata":"https://www.wikidata.org/wiki/Q175026","display_name":"Object (grammar)","level":2,"score":0.4758833944797516},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46271392703056335},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.4556558132171631},{"id":"https://openalex.org/C177877439","wikidata":"https://www.wikidata.org/wiki/Q7604413","display_name":"Statistical relational learning","level":3,"score":0.44484078884124756},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.4337146580219269},{"id":"https://openalex.org/C40207289","wikidata":"https://www.wikidata.org/wiki/Q755662","display_name":"Relational model","level":3,"score":0.42581111192703247},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3607293963432312},{"id":"https://openalex.org/C5655090","wikidata":"https://www.wikidata.org/wiki/Q192588","display_name":"Relational database","level":2,"score":0.32912951707839966},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.27723103761672974},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0844375491142273},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"pmh:oai:CiteSeerX.psu:10.1.1.173.879","doi":null,"is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.173.879","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.helsinki.fi/pgm2010/papers/torti.pdf","raw_type":"text"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.393.3104","doi":null,"is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.393.3104","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://hal.inria.fr/docs/00/62/78/23/PDF/pgm2010.pdf","raw_type":"text"},{"id":"pmh:oai:HAL:hal-00627823v1","doi":null,"is_oa":true,"landing_page_url":"https://hal.science/hal-00627823","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4405252976","host_organization_name":"Centre pour la Communication Scientifique Directe","host_organization_lineage":["https://openalex.org/I4405252976"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"PGM 2010 - The Fifth European Workshop on Probabilistic Graphical Models, Sep 2010, Helsinki, Finland. pp.273-280","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:HAL:hal-00627823v1","doi":null,"is_oa":true,"landing_page_url":"https://hal.science/hal-00627823","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4405252976","host_organization_name":"Centre pour la Communication Scientifique Directe","host_organization_lineage":["https://openalex.org/I4405252976"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"PGM 2010 - The Fifth European Workshop on Probabilistic Graphical Models, Sep 2010, Helsinki, Finland. pp.273-280","raw_type":"info:eu-repo/semantics/conferenceObject"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":11,"referenced_works":["https://openalex.org/W73939759","https://openalex.org/W1505874246","https://openalex.org/W1581645897","https://openalex.org/W1585529040","https://openalex.org/W2043642599","https://openalex.org/W2053181911","https://openalex.org/W2107272354","https://openalex.org/W2133873188","https://openalex.org/W2154028116","https://openalex.org/W2159080219","https://openalex.org/W2895423403"],"related_works":["https://openalex.org/W2385648475","https://openalex.org/W1608748481","https://openalex.org/W7099215781","https://openalex.org/W1581645897","https://openalex.org/W2507203001","https://openalex.org/W1602734655","https://openalex.org/W7162026766","https://openalex.org/W7097723397","https://openalex.org/W42226995","https://openalex.org/W2766917553"],"abstract_inverted_index":{"Representing":[0],"uncertainty":[1,197],"in":[2,8,21,40,43,55,122,143,147,198],"knowledge":[3],"is":[4,31],"a":[5,68,133,158],"common":[6],"issue":[7],"Artificial":[9],"Intelligence.":[10],"Bayesian":[11,50,87,130,186,231],"Networks":[12,51,88,131,187],"have":[13],"been":[14],"one":[15,32],"of":[16,24,28,33,49,60,70,81,86,177,179],"the":[17,34,56,119,192,203,214],"main":[18],"models":[19,152,227],"used":[20],"this":[22,64,76,100],"field":[23],"research.":[25],"The":[26,46],"simplicity":[27,66],"their":[29,37],"specification":[30],"reason":[35],"for":[36,162,196],"success,":[38],"both":[39],"industrial":[41],"and":[42,58,72,96,154,219,223],"theoretical":[44],"domains.":[45],"widespread":[47],"use":[48,59],"brings":[52],"new":[53,180,210],"challenges":[54],"design":[57],"largescale":[61],"systems,":[62],"where":[63],"very":[65],"causes":[67],"lack":[69,125],"expressiveness":[71],"scalability.":[73],"To":[74],"fill":[75],"gap,":[77],"an":[78,108,174],"increasing":[79],"number":[80],"languages":[82],"emerged":[83],"as":[84,132,229],"extensions":[85],"with":[89,164],"many":[90,169],"approaches:":[91],"first-order":[92,217],"logic,":[93],"object-oriented,":[94],"entity-relation,":[95],"so":[97],"on.":[98],"In":[99,200],"paper":[101],"we":[102,135],"focus":[103],"on":[104,183],"Probabilistic":[105,112,150],"Relational":[106,113],"Models,":[107],"object-oriented":[109,120,145],"extension.":[110],"However,":[111],"Models":[114],"do":[115],"not":[116],"fully":[117],"exploit":[118],"paradigm,":[121],"particular":[123],"they":[124],"class":[126],"inheritance.":[127],"Using":[128],"Object-Oriented":[129,230],"basis,":[134],"propose":[136],"to":[137,168],"lightly":[138],"extend":[139],"PRMs":[140],"framework":[141,161,195],"resulting":[142],"stronger":[144],"aspects":[146],"probabilistic":[148,211],"models.":[149],"graphical":[151],"(Koller":[153],"Friedman,":[155],"2009)":[156],"are":[157,190],"general":[159],"purpose":[160],"dealing":[163],"uncertainty.":[165],"Their":[166],"applications":[167],"different":[170],"domains":[171],"has":[172,207],"stimulated":[173],"uninterrupted":[175],"process":[176],"creation":[178],"frameworks":[181],"based":[182],"probability":[184,220],"theory.":[185],"(Pearl,":[188],"1988)":[189],"among":[191],"most":[193],"popular":[194],"AI.":[199],"recent":[201],"years,":[202],"Statistical":[204],"Learning":[205],"community":[206],"actively":[208],"proposed":[209],"frameworks,":[212],"closing":[213],"gap":[215],"between":[216],"logic":[218],"theory":[221],"(Getoor":[222],"Taskar,":[224],"2007).":[225],"New":[226],"such":[228]},"counts_by_year":[{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2018,"cited_by_count":4},{"year":2017,"cited_by_count":3},{"year":2016,"cited_by_count":2},{"year":2014,"cited_by_count":2},{"year":2013,"cited_by_count":2},{"year":2012,"cited_by_count":1}],"updated_date":"2026-11-11T12:16:26.678958","created_date":"2017-07-14T00:00:00"}