{"id":"https://openalex.org/W65674046","doi":"https://doi.org/10.1007/3-540-45554-x_56","title":"A Study of Conditional Independence Change in Learning Probabilistic Network","display_name":"A Study of Conditional Independence Change in Learning Probabilistic Network","publication_year":2001,"publication_date":"2001-01-01","ids":{"openalex":"https://openalex.org/W65674046","doi":"https://doi.org/10.1007/3-540-45554-x_56","mag":"65674046"},"language":"en","primary_location":{"id":"doi:10.1007/3-540-45554-x_56","is_oa":false,"landing_page_url":"https://doi.org/10.1007/3-540-45554-x_56","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"},"type":"conference-paper","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/A5100702153","display_name":"Tao Lin","orcid":"https://orcid.org/0000-0001-9721-5363"},"institutions":[{"id":"https://openalex.org/I194028371","display_name":"University of Regina","ror":"https://ror.org/03dzc0485","country_code":"CA","type":"education","lineage":["https://openalex.org/I194028371"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Tao Lin","raw_affiliation_strings":["University of Regina, SK S4S 0A2, Regina, CANADA","University of Regina"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Regina, SK S4S 0A2, Regina, CANADA","institution_ids":["https://openalex.org/I194028371"]},{"raw_affiliation_string":"University of Regina","institution_ids":["https://openalex.org/I194028371"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030249903","display_name":"Yichao Huang","orcid":"https://orcid.org/0000-0003-2320-2919"},"institutions":[{"id":"https://openalex.org/I194028371","display_name":"University of Regina","ror":"https://ror.org/03dzc0485","country_code":"CA","type":"education","lineage":["https://openalex.org/I194028371"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Yichao Huang","raw_affiliation_strings":["University of Regina, SK S4S 0A2, Regina, CANADA","University of Regina"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Regina, SK S4S 0A2, Regina, CANADA","institution_ids":["https://openalex.org/I194028371"]},{"raw_affiliation_string":"University of Regina","institution_ids":["https://openalex.org/I194028371"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I194028371"],"apc_list":{"value":5000,"currency":"EUR","value_usd":5392},"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"454","last_page":"461"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.9998000264167786,"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":0.9998000264167786,"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/T10906","display_name":"AI-based Problem Solving and Planning","score":0.9678999781608582,"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/T11106","display_name":"Data Management and Algorithms","score":0.9473000168800354,"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":0.7907108068466187},{"id":"https://openalex.org/keywords/bayesian-network","display_name":"Bayesian network","score":0.7658947706222534},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.6820852756500244},{"id":"https://openalex.org/keywords/independence","display_name":"Independence (probability theory)","score":0.6788363456726074},{"id":"https://openalex.org/keywords/conditional-independence","display_name":"Conditional independence","score":0.66911381483078},{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.6357870697975159},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5882651209831238},{"id":"https://openalex.org/keywords/frame","display_name":"Frame (networking)","score":0.5622992515563965},{"id":"https://openalex.org/keywords/markov-property","display_name":"Markov property","score":0.5246603488922119},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.511543869972229},{"id":"https://openalex.org/keywords/property","display_name":"Property (philosophy)","score":0.46924734115600586},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.46578162908554077},{"id":"https://openalex.org/keywords/markov-blanket","display_name":"Markov blanket","score":0.42982080578804016},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4285010099411011},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3248695135116577},{"id":"https://openalex.org/keywords/markov-model","display_name":"Markov model","score":0.3081457316875458},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12188047170639038},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.06606230139732361}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7907108068466187},{"id":"https://openalex.org/C33724603","wikidata":"https://www.wikidata.org/wiki/Q812540","display_name":"Bayesian network","level":2,"score":0.7658947706222534},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.6820852756500244},{"id":"https://openalex.org/C35651441","wikidata":"https://www.wikidata.org/wiki/Q625303","display_name":"Independence (probability theory)","level":2,"score":0.6788363456726074},{"id":"https://openalex.org/C79772020","wikidata":"https://www.wikidata.org/wiki/Q5159264","display_name":"Conditional independence","level":2,"score":0.66911381483078},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.6357870697975159},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5882651209831238},{"id":"https://openalex.org/C126042441","wikidata":"https://www.wikidata.org/wiki/Q1324888","display_name":"Frame (networking)","level":2,"score":0.5622992515563965},{"id":"https://openalex.org/C189973286","wikidata":"https://www.wikidata.org/wiki/Q176695","display_name":"Markov property","level":4,"score":0.5246603488922119},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.511543869972229},{"id":"https://openalex.org/C189950617","wikidata":"https://www.wikidata.org/wiki/Q937228","display_name":"Property (philosophy)","level":2,"score":0.46924734115600586},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.46578162908554077},{"id":"https://openalex.org/C123867240","wikidata":"https://www.wikidata.org/wiki/Q3001792","display_name":"Markov blanket","level":5,"score":0.42982080578804016},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4285010099411011},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3248695135116577},{"id":"https://openalex.org/C163836022","wikidata":"https://www.wikidata.org/wiki/Q6771326","display_name":"Markov model","level":3,"score":0.3081457316875458},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12188047170639038},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.06606230139732361},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"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},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/3-540-45554-x_56","is_oa":false,"landing_page_url":"https://doi.org/10.1007/3-540-45554-x_56","pdf_url":null,"source":{"id":"https://openalex.org/S106296714","display_name":"Lecture notes in computer science","issn_l":"0302-9743","issn":["0302-9743","1611-3349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Lecture Notes in Computer Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.6499999761581421,"id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W1513861746","https://openalex.org/W1558863764","https://openalex.org/W1587150650","https://openalex.org/W1975062332","https://openalex.org/W2019963883","https://openalex.org/W2126151607","https://openalex.org/W2159080219","https://openalex.org/W2163512962","https://openalex.org/W2170112109","https://openalex.org/W3020913839"],"related_works":["https://openalex.org/W2978767981","https://openalex.org/W3207148653","https://openalex.org/W2994546694","https://openalex.org/W2203247113","https://openalex.org/W2374924985","https://openalex.org/W4200510307","https://openalex.org/W1987205573","https://openalex.org/W2103185625","https://openalex.org/W2102053756","https://openalex.org/W4225775378"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}