{"id":"https://openalex.org/W2094451724","doi":"https://doi.org/10.1142/s0218001499000161","title":"RELEVANCE-BASED INCREMENTAL BELIEF UPDATING IN BAYESIAN NETWORKS","display_name":"RELEVANCE-BASED INCREMENTAL BELIEF UPDATING IN BAYESIAN NETWORKS","publication_year":1999,"publication_date":"1999-03-01","ids":{"openalex":"https://openalex.org/W2094451724","doi":"https://doi.org/10.1142/s0218001499000161","mag":"2094451724"},"language":"en","primary_location":{"id":"doi:10.1142/s0218001499000161","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218001499000161","pdf_url":null,"source":{"id":"https://openalex.org/S41486457","display_name":"International Journal of Pattern Recognition and Artificial Intelligence","issn_l":"0218-0014","issn":["0218-0014","1793-6381"],"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 Pattern Recognition and Artificial Intelligence","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/A5022244759","display_name":"Yan Lin","orcid":"https://orcid.org/0000-0001-8034-5946"},"institutions":[{"id":"https://openalex.org/I170201317","display_name":"University of Pittsburgh","ror":"https://ror.org/01an3r305","country_code":"US","type":"education","lineage":["https://openalex.org/I170201317"]},{"id":"https://openalex.org/I4210143601","display_name":"Decision Systems (United States)","ror":"https://ror.org/0434dpa13","country_code":"US","type":"company","lineage":["https://openalex.org/I4210143601"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"YAN LIN","raw_affiliation_strings":["Decision Systems Laboratory, School of Information Sciences and Intelligent Systems Program, University of Pittsburgh, Pittsburgh, PA 15260, USA"],"affiliations":[{"raw_affiliation_string":"Decision Systems Laboratory, School of Information Sciences and Intelligent Systems Program, University of Pittsburgh, Pittsburgh, PA 15260, USA","institution_ids":["https://openalex.org/I170201317","https://openalex.org/I4210143601"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5005313203","display_name":"Marek J. Dru\u017cd\u017cel","orcid":"https://orcid.org/0000-0002-7598-2286"},"institutions":[{"id":"https://openalex.org/I170201317","display_name":"University of Pittsburgh","ror":"https://ror.org/01an3r305","country_code":"US","type":"education","lineage":["https://openalex.org/I170201317"]},{"id":"https://openalex.org/I4210143601","display_name":"Decision Systems (United States)","ror":"https://ror.org/0434dpa13","country_code":"US","type":"company","lineage":["https://openalex.org/I4210143601"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"MAREK J. DRUZDZEL","raw_affiliation_strings":["Decision Systems Laboratory, School of Information Sciences and Intelligent Systems Program, University of Pittsburgh, Pittsburgh, PA 15260, USA"],"affiliations":[{"raw_affiliation_string":"Decision Systems Laboratory, School of Information Sciences and Intelligent Systems Program, University of Pittsburgh, Pittsburgh, PA 15260, USA","institution_ids":["https://openalex.org/I170201317","https://openalex.org/I4210143601"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5022244759"],"corresponding_institution_ids":["https://openalex.org/I170201317","https://openalex.org/I4210143601"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.1554056,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"13","issue":"02","first_page":"285","last_page":"295"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.9998999834060669,"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":0.9998999834060669,"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/T11719","display_name":"Data Quality and Management","score":0.9750000238418579,"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/T11010","display_name":"Logic, Reasoning, and Knowledge","score":0.9562000036239624,"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/relevance","display_name":"Relevance (law)","score":0.7863084077835083},{"id":"https://openalex.org/keywords/pruning","display_name":"Pruning","score":0.6629678010940552},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6437064409255981},{"id":"https://openalex.org/keywords/bayesian-network","display_name":"Bayesian network","score":0.624932587146759},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5917483568191528},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.5250872373580933},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5132372379302979},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.4539463520050049},{"id":"https://openalex.org/keywords/property","display_name":"Property (philosophy)","score":0.4340210556983948},{"id":"https://openalex.org/keywords/simple","display_name":"Simple (philosophy)","score":0.4285346567630768},{"id":"https://openalex.org/keywords/belief-revision","display_name":"Belief revision","score":0.419564813375473},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.332842618227005},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3041456341743469},{"id":"https://openalex.org/keywords/epistemology","display_name":"Epistemology","score":0.06792077422142029}],"concepts":[{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.7863084077835083},{"id":"https://openalex.org/C108010975","wikidata":"https://www.wikidata.org/wiki/Q500094","display_name":"Pruning","level":2,"score":0.6629678010940552},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6437064409255981},{"id":"https://openalex.org/C33724603","wikidata":"https://www.wikidata.org/wiki/Q812540","display_name":"Bayesian network","level":2,"score":0.624932587146759},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5917483568191528},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.5250872373580933},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5132372379302979},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.4539463520050049},{"id":"https://openalex.org/C189950617","wikidata":"https://www.wikidata.org/wiki/Q937228","display_name":"Property (philosophy)","level":2,"score":0.4340210556983948},{"id":"https://openalex.org/C2780586882","wikidata":"https://www.wikidata.org/wiki/Q7520643","display_name":"Simple (philosophy)","level":2,"score":0.4285346567630768},{"id":"https://openalex.org/C128913409","wikidata":"https://www.wikidata.org/wiki/Q3566063","display_name":"Belief revision","level":2,"score":0.419564813375473},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.332842618227005},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3041456341743469},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.06792077422142029},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1142/s0218001499000161","is_oa":false,"landing_page_url":"https://doi.org/10.1142/s0218001499000161","pdf_url":null,"source":{"id":"https://openalex.org/S41486457","display_name":"International Journal of Pattern Recognition and Artificial Intelligence","issn_l":"0218-0014","issn":["0218-0014","1793-6381"],"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 Pattern Recognition and Artificial Intelligence","raw_type":"journal-article"},{"id":"pmh:oai:CiteSeerX.psu:10.1.1.34.4015","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.34.4015","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www.isp.pitt.edu/~yan/myPapers/ijprai.ps","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":2,"referenced_works":["https://openalex.org/W1614772118","https://openalex.org/W2126653228"],"related_works":["https://openalex.org/W1499229375","https://openalex.org/W2373300491","https://openalex.org/W2136424398","https://openalex.org/W1212596013","https://openalex.org/W2378744544","https://openalex.org/W4283795819","https://openalex.org/W2594301978","https://openalex.org/W2379704676","https://openalex.org/W4206442282","https://openalex.org/W2384505857"],"abstract_inverted_index":{"Relevance":[0,29],"reasoning":[1,30,73],"in":[2,61,77,80,153],"Bayesian":[3],"networks":[4],"can":[5,146],"be":[6],"used":[7],"to":[8,55,149],"improve":[9],"efficiency":[10],"of":[11,21,37,48,58,97,111,140,158,179],"belief":[12,59,67,89,118,163],"updating":[13,60,68,119,134,164],"algorithms":[14],"by":[15],"identifying":[16],"and":[17,39,42,83,114,132,143],"pruning":[18],"those":[19,98],"parts":[20],"a":[22,66,137],"network":[23],"that":[24,74,100],"are":[25,86],"irrelevant":[26],"for":[27,161],"computation.":[28,154],"is":[31,50,75,169],"based":[32,70],"on":[33,71,103,120,126],"the":[34,45,56,94,104,108,112,116,121,141,166,176],"graphical":[35],"property":[36],"d-separation":[38],"other":[40],"simple":[41],"efficient":[43],"techniques,":[44],"computational":[46],"complexity":[47,57],"which":[49,81],"usually":[51],"negligible":[52],"when":[53,165],"compared":[54],"general.":[62],"This":[63],"paper":[64],"describes":[65],"technique":[69,92],"relevance":[72],"applicable":[76],"practical":[78,177],"systems":[79],"observations":[82,131],"model":[84,113,133],"revisions":[85],"interleaved":[87,170],"with":[88,171],"updating.":[90],"Our":[91],"invalidates":[93],"posterior":[95],"beliefs":[96,123,142],"nodes":[99],"depend":[101],"probabilistically":[102],"new":[105],"evidence":[106,167],"or":[107],"revised":[109],"part":[110],"focuses":[115],"subsequent":[117],"invalidated":[122],"rather":[124],"than":[125],"all":[127],"beliefs.":[128],"Very":[129],"often":[130],"invalidate":[135],"only":[136],"small":[138],"fraction":[139],"our":[144,180],"scheme":[145],"then":[147],"lead":[148],"sub":[150],"stantial":[151],"savings":[152],"We":[155],"report":[156],"results":[157],"empirical":[159],"tests":[160,174],"incremental":[162],"gathering":[168],"reasoning.":[172],"These":[173],"demonstrate":[175],"significance":[178],"approach.":[181]},"counts_by_year":[],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}