{"id":"https://openalex.org/W4389857757","doi":"https://doi.org/10.1142/s1793351x24410022","title":"A Bayesian Approach to Constructing Probabilistic Models from Knowledge Graphs","display_name":"A Bayesian Approach to Constructing Probabilistic Models from Knowledge Graphs","publication_year":2023,"publication_date":"2023-12-17","ids":{"openalex":"https://openalex.org/W4389857757","doi":"https://doi.org/10.1142/s1793351x24410022"},"language":"en","primary_location":{"id":"doi:10.1142/s1793351x24410022","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s1793351x24410022","pdf_url":null,"source":{"id":"https://openalex.org/S4210201727","display_name":"International Journal of Semantic Computing","issn_l":"1793-351X","issn":["1793-351X","1793-7108"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Semantic Computing","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/A5043602734","display_name":"Hayden Freedman","orcid":"https://orcid.org/0009-0000-1293-8950"},"institutions":[{"id":"https://openalex.org/I204250578","display_name":"University of California, Irvine","ror":"https://ror.org/04gyf1771","country_code":"US","type":"education","lineage":["https://openalex.org/I204250578"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Hayden Freedman","raw_affiliation_strings":["Department of Informatics, University of California Irvine, Donald Bren Hall 5019, Irvine, California 92651, USA"],"affiliations":[{"raw_affiliation_string":"Department of Informatics, University of California Irvine, Donald Bren Hall 5019, Irvine, California 92651, USA","institution_ids":["https://openalex.org/I204250578"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006403951","display_name":"Jacob Metzger","orcid":"https://orcid.org/0000-0001-6020-3908"},"institutions":[{"id":"https://openalex.org/I4210099672","display_name":"Accenture (United States)","ror":"https://ror.org/013g16z83","country_code":"US","type":"company","lineage":["https://openalex.org/I4210093804","https://openalex.org/I4210099672"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jacob Metzger","raw_affiliation_strings":["Systems and Platforms, Accenture Labs, 415 Mission St Floor 35, San Francisco, California 94105, USA"],"affiliations":[{"raw_affiliation_string":"Systems and Platforms, Accenture Labs, 415 Mission St Floor 35, San Francisco, California 94105, USA","institution_ids":["https://openalex.org/I4210099672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066326569","display_name":"Neda Abolhassani","orcid":"https://orcid.org/0000-0002-0181-2997"},"institutions":[{"id":"https://openalex.org/I4210099672","display_name":"Accenture (United States)","ror":"https://ror.org/013g16z83","country_code":"US","type":"company","lineage":["https://openalex.org/I4210093804","https://openalex.org/I4210099672"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Neda Abolhassani","raw_affiliation_strings":["Systems and Platforms, Accenture Labs, 415 Mission St Floor 35, San Francisco, California 94105, USA"],"affiliations":[{"raw_affiliation_string":"Systems and Platforms, Accenture Labs, 415 Mission St Floor 35, San Francisco, California 94105, USA","institution_ids":["https://openalex.org/I4210099672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018495200","display_name":"Ana Tudor","orcid":"https://orcid.org/0000-0001-9657-8330"},"institutions":[{"id":"https://openalex.org/I4210099672","display_name":"Accenture (United States)","ror":"https://ror.org/013g16z83","country_code":"US","type":"company","lineage":["https://openalex.org/I4210093804","https://openalex.org/I4210099672"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ana Tudor","raw_affiliation_strings":["Systems and Platforms, Accenture Labs, 415 Mission St Floor 35, San Francisco, California 94105, USA"],"affiliations":[{"raw_affiliation_string":"Systems and Platforms, Accenture Labs, 415 Mission St Floor 35, San Francisco, California 94105, USA","institution_ids":["https://openalex.org/I4210099672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028950319","display_name":"Bill Tomlinson","orcid":"https://orcid.org/0000-0002-8386-4730"},"institutions":[{"id":"https://openalex.org/I204250578","display_name":"University of California, Irvine","ror":"https://ror.org/04gyf1771","country_code":"US","type":"education","lineage":["https://openalex.org/I204250578"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bill Tomlinson","raw_affiliation_strings":["Department of Informatics, University of California Irvine, Donald Bren Hall 5019, Irvine, California 92651, USA"],"affiliations":[{"raw_affiliation_string":"Department of Informatics, University of California Irvine, Donald Bren Hall 5019, Irvine, California 92651, USA","institution_ids":["https://openalex.org/I204250578"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101911456","display_name":"Sanjoy Paul","orcid":"https://orcid.org/0000-0003-1012-6013"},"institutions":[{"id":"https://openalex.org/I4210099672","display_name":"Accenture (United States)","ror":"https://ror.org/013g16z83","country_code":"US","type":"company","lineage":["https://openalex.org/I4210093804","https://openalex.org/I4210099672"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Sanjoy Paul","raw_affiliation_strings":["Systems and Platforms, Accenture Labs, 415 Mission St Floor 35, San Francisco, California 94105, USA"],"affiliations":[{"raw_affiliation_string":"Systems and Platforms, Accenture Labs, 415 Mission St Floor 35, San Francisco, California 94105, USA","institution_ids":["https://openalex.org/I4210099672"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5043602734"],"corresponding_institution_ids":["https://openalex.org/I204250578"],"apc_list":null,"apc_paid":null,"fwci":0.8741,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.79680615,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"18","issue":"01","first_page":"25","last_page":"49"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.9316999912261963,"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":0.9316999912261963,"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/computer-science","display_name":"Computer science","score":0.8355987071990967},{"id":"https://openalex.org/keywords/knowledge-graph","display_name":"Knowledge graph","score":0.6650972962379456},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.6241809725761414},{"id":"https://openalex.org/keywords/bayesian-network","display_name":"Bayesian network","score":0.5380679368972778},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.45806437730789185},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.42743149399757385},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4092141091823578},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.38371482491493225},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3480857312679291},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.33741313219070435}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8355987071990967},{"id":"https://openalex.org/C2987255567","wikidata":"https://www.wikidata.org/wiki/Q33002955","display_name":"Knowledge graph","level":2,"score":0.6650972962379456},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.6241809725761414},{"id":"https://openalex.org/C33724603","wikidata":"https://www.wikidata.org/wiki/Q812540","display_name":"Bayesian network","level":2,"score":0.5380679368972778},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.45806437730789185},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.42743149399757385},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4092141091823578},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.38371482491493225},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3480857312679291},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.33741313219070435}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s1793351x24410022","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s1793351x24410022","pdf_url":null,"source":{"id":"https://openalex.org/S4210201727","display_name":"International Journal of Semantic Computing","issn_l":"1793-351X","issn":["1793-351X","1793-7108"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319815","host_organization_name":"World Scientific","host_organization_lineage":["https://openalex.org/P4310319815"],"host_organization_lineage_names":["World Scientific"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Semantic Computing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":43,"referenced_works":["https://openalex.org/W616193750","https://openalex.org/W621546036","https://openalex.org/W1509396824","https://openalex.org/W1591575070","https://openalex.org/W2040859636","https://openalex.org/W2066554066","https://openalex.org/W2080133951","https://openalex.org/W2105963649","https://openalex.org/W2110324082","https://openalex.org/W2113142309","https://openalex.org/W2120845620","https://openalex.org/W2131785201","https://openalex.org/W2151433373","https://openalex.org/W2159938093","https://openalex.org/W2217402295","https://openalex.org/W2336451435","https://openalex.org/W2468725466","https://openalex.org/W2794975266","https://openalex.org/W2901147328","https://openalex.org/W2904422658","https://openalex.org/W2908230750","https://openalex.org/W2934302500","https://openalex.org/W2940562610","https://openalex.org/W2950149150","https://openalex.org/W2952020389","https://openalex.org/W2964209429","https://openalex.org/W2972535098","https://openalex.org/W3000670742","https://openalex.org/W3010336026","https://openalex.org/W3011363941","https://openalex.org/W3024621698","https://openalex.org/W3087521342","https://openalex.org/W3091993229","https://openalex.org/W3128782210","https://openalex.org/W3135527262","https://openalex.org/W3150305930","https://openalex.org/W3201412947","https://openalex.org/W4200068255","https://openalex.org/W4213122772","https://openalex.org/W4223638092","https://openalex.org/W4242074711","https://openalex.org/W4243927228","https://openalex.org/W4246279504"],"related_works":["https://openalex.org/W2943623134","https://openalex.org/W2494523064","https://openalex.org/W2215759665","https://openalex.org/W2960358116","https://openalex.org/W2030292806","https://openalex.org/W1734881440","https://openalex.org/W1497573972","https://openalex.org/W1846253165","https://openalex.org/W2071659383","https://openalex.org/W2124122503"],"abstract_inverted_index":{"Making":[0],"predictions":[1],"bounded":[2],"by":[3,184,222],"uncertainty":[4,75],"is":[5,67,90,126],"a":[6,17,50,55,59,63,68,77,128,134,160,177,208,257],"crucial":[7],"component":[8],"of":[9,84,117,143,174,203,231,248,250],"modern":[10],"decision":[11,259],"support":[12,39,260],"systems.":[13],"Knowledge":[14,162],"graphs":[15],"provide":[16],"structured,":[18],"semantic-oriented":[19],"approach":[20,81],"to":[21,109,140,158,196],"data":[22,30,175],"integration,":[23],"storage":[24],"and":[25,35,86,172,188,238],"retrieval;":[26],"however,":[27],"they":[28],"represent":[29],"in":[31,103,138,147,176,228],"an":[32,107,115,190],"absolute":[33],"way":[34],"do":[36],"not":[37,99],"natively":[38],"reasoning":[40,73],"under":[41,74],"uncertain":[42],"future":[43],"conditions.":[44],"In":[45],"this":[46,223],"paper,":[47],"we":[48,113,156,254],"present":[49],"novel":[51],"technique":[52],"for":[53,92],"building":[54],"probabilistic":[56,72,111,136],"model":[57,145],"from":[58],"knowledge":[60,78,149,179,214],"graph":[61,150,180],"using":[62],"Bayesian":[64,186],"network,":[65],"which":[66,89,125,155],"step":[69],"towards":[70,256],"enabling":[71],"within":[76],"graph.":[79,215],"Our":[80],"supports":[82],"mixing":[83],"continuously":[85],"discretely-distributed":[87],"variables,":[88],"necessary":[91],"jointly":[93],"processing":[94],"real-world":[95],"data,":[96,154,234],"but":[97],"has":[98],"typically":[100],"been":[101],"supported":[102],"prior":[104],"work.":[105],"As":[106],"interface":[108],"the":[110,118,144,148,152,170,185,194,212,219,229],"model,":[112,187],"propose":[114],"extension":[116],"SPARQL":[119,191],"query":[120,192,210,236],"language":[121],"called":[122],"Orion":[123],"DSL,":[124],"currently":[127],"working":[129],"prototype.":[130],"We":[131,216],"also":[132],"define":[133],"custom":[135],"ontology":[137],"order":[139],"store":[141],"outputs":[142],"directly":[146],"alongside":[151],"original":[153],"refer":[157],"as":[159,253],"Probabilistic":[161],"Graph":[163],"(PKG).":[164],"The":[165],"evaluation":[166],"shows":[167],"that:":[168],"(1)":[169],"dependencies":[171],"distributions":[173,200],"synthetically-generated":[178],"were":[181],"accurately":[182],"captured":[183],"(2)":[189],"against":[193,211],"PKG":[195],"retrieve":[197],"computed":[198],"probability":[199],"was":[201],"orders":[202],"magnitude":[204],"more":[205,245],"performant":[206],"than":[207],"similarly-intentioned":[209],"base":[213],"anticipate":[217],"that":[218],"models":[220],"generated":[221],"system":[224],"will":[225,243],"have":[226],"applications":[227],"areas":[230],"predicting":[232],"missing":[233],"approximate":[235],"processing,":[237],"utility-based":[239],"optimization.":[240],"Future":[241],"work":[242,255],"involve":[244],"detailed":[246],"explorations":[247],"each":[249],"these":[251],"topics":[252],"PKG-based":[258],"system.":[261]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
