{"id":"https://openalex.org/W3036125222","doi":"https://doi.org/10.1017/s026988892000034x","title":"Design patterns for modeling first-order expressive Bayesian networks","display_name":"Design patterns for modeling first-order expressive Bayesian networks","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3036125222","doi":"https://doi.org/10.1017/s026988892000034x","mag":"3036125222"},"language":"en","primary_location":{"id":"doi:10.1017/s026988892000034x","is_oa":false,"landing_page_url":"https://doi.org/10.1017/s026988892000034x","pdf_url":null,"source":{"id":"https://openalex.org/S137506714","display_name":"The Knowledge Engineering Review","issn_l":"0269-8889","issn":["0269-8889","1469-8005"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311721","host_organization_name":"Cambridge University Press","host_organization_lineage":["https://openalex.org/P4310311721","https://openalex.org/P4310311702"],"host_organization_lineage_names":["Cambridge University Press","University of Cambridge"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Knowledge Engineering Review","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/A5057383520","display_name":"Mark Locher","orcid":"https://orcid.org/0000-0002-0194-3938"},"institutions":[{"id":"https://openalex.org/I162714631","display_name":"George Mason University","ror":"https://ror.org/02jqj7156","country_code":"US","type":"education","lineage":["https://openalex.org/I162714631"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Mark Locher","raw_affiliation_strings":["Department of Systems Engineering and Operations Research, George Mason University, 4400 University Dr, Fairfax, VA, USA, e-mails:"],"raw_orcid":"https://orcid.org/0000-0002-0194-3938","affiliations":[{"raw_affiliation_string":"Department of Systems Engineering and Operations Research, George Mason University, 4400 University Dr, Fairfax, VA, USA, e-mails:","institution_ids":["https://openalex.org/I162714631"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072260552","display_name":"Kathryn Blackmond Laskey","orcid":"https://orcid.org/0000-0002-3106-140X"},"institutions":[{"id":"https://openalex.org/I162714631","display_name":"George Mason University","ror":"https://ror.org/02jqj7156","country_code":"US","type":"education","lineage":["https://openalex.org/I162714631"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kathryn B. Laskey","raw_affiliation_strings":["Department of Systems Engineering and Operations Research, George Mason University, 4400 University Dr, Fairfax, VA, USA, e-mails:"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Systems Engineering and Operations Research, George Mason University, 4400 University Dr, Fairfax, VA, USA, e-mails:","institution_ids":["https://openalex.org/I162714631"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080860698","display_name":"Paulo Costa","orcid":"https://orcid.org/0000-0002-8280-1551"},"institutions":[{"id":"https://openalex.org/I162714631","display_name":"George Mason University","ror":"https://ror.org/02jqj7156","country_code":"US","type":"education","lineage":["https://openalex.org/I162714631"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Paulo C. G. Costa","raw_affiliation_strings":["Department of Systems Engineering and Operations Research, George Mason University, 4400 University Dr, Fairfax, VA, USA, e-mails:"],"raw_orcid":"https://orcid.org/0000-0002-8280-1551","affiliations":[{"raw_affiliation_string":"Department of Systems Engineering and Operations Research, George Mason University, 4400 University Dr, Fairfax, VA, USA, e-mails:","institution_ids":["https://openalex.org/I162714631"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I162714631"],"apc_list":null,"apc_paid":null,"fwci":0.1304,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.53307832,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"35","issue":null,"first_page":null,"last_page":null},"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/T10906","display_name":"AI-based Problem Solving and Planning","score":0.9887999892234802,"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":0.9847000241279602,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7248653173446655},{"id":"https://openalex.org/keywords/unary-operation","display_name":"Unary operation","score":0.6003599762916565},{"id":"https://openalex.org/keywords/bayesian-network","display_name":"Bayesian network","score":0.5854712724685669},{"id":"https://openalex.org/keywords/dependency","display_name":"Dependency (UML)","score":0.5113713145256042},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4887421131134033},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.4429355561733246},{"id":"https://openalex.org/keywords/predicate","display_name":"Predicate (mathematical logic)","score":0.41435953974723816},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.38742300868034363},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.37925469875335693},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.16692113876342773}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7248653173446655},{"id":"https://openalex.org/C78023250","wikidata":"https://www.wikidata.org/wiki/Q657596","display_name":"Unary operation","level":2,"score":0.6003599762916565},{"id":"https://openalex.org/C33724603","wikidata":"https://www.wikidata.org/wiki/Q812540","display_name":"Bayesian network","level":2,"score":0.5854712724685669},{"id":"https://openalex.org/C19768560","wikidata":"https://www.wikidata.org/wiki/Q320727","display_name":"Dependency (UML)","level":2,"score":0.5113713145256042},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4887421131134033},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.4429355561733246},{"id":"https://openalex.org/C140146324","wikidata":"https://www.wikidata.org/wiki/Q1144319","display_name":"Predicate (mathematical logic)","level":2,"score":0.41435953974723816},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.38742300868034363},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37925469875335693},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16692113876342773},{"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/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","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},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1017/s026988892000034x","is_oa":false,"landing_page_url":"https://doi.org/10.1017/s026988892000034x","pdf_url":null,"source":{"id":"https://openalex.org/S137506714","display_name":"The Knowledge Engineering Review","issn_l":"0269-8889","issn":["0269-8889","1469-8005"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311721","host_organization_name":"Cambridge University Press","host_organization_lineage":["https://openalex.org/P4310311721","https://openalex.org/P4310311702"],"host_organization_lineage_names":["Cambridge University Press","University of Cambridge"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The Knowledge Engineering Review","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/17","display_name":"Partnerships for the goals","score":0.4099999964237213}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":66,"referenced_works":["https://openalex.org/W30989298","https://openalex.org/W44066667","https://openalex.org/W116803609","https://openalex.org/W388806985","https://openalex.org/W398659920","https://openalex.org/W400889908","https://openalex.org/W627421446","https://openalex.org/W1487060125","https://openalex.org/W1505874246","https://openalex.org/W1511986666","https://openalex.org/W1531707364","https://openalex.org/W1535276886","https://openalex.org/W1555563750","https://openalex.org/W1563950057","https://openalex.org/W1564566056","https://openalex.org/W1581645897","https://openalex.org/W1583829620","https://openalex.org/W1585529040","https://openalex.org/W1590736827","https://openalex.org/W1755360231","https://openalex.org/W1974865846","https://openalex.org/W1976743651","https://openalex.org/W1977970897","https://openalex.org/W1989486129","https://openalex.org/W1994058238","https://openalex.org/W1997945384","https://openalex.org/W2013004398","https://openalex.org/W2020087026","https://openalex.org/W2024168689","https://openalex.org/W2036221810","https://openalex.org/W2053181911","https://openalex.org/W2055641305","https://openalex.org/W2084943080","https://openalex.org/W2118424131","https://openalex.org/W2118440866","https://openalex.org/W2124469472","https://openalex.org/W2141312052","https://openalex.org/W2152708262","https://openalex.org/W2153909792","https://openalex.org/W2158309618","https://openalex.org/W2167710834","https://openalex.org/W2185448989","https://openalex.org/W2188252507","https://openalex.org/W2238394955","https://openalex.org/W2243132409","https://openalex.org/W2289004713","https://openalex.org/W2320648065","https://openalex.org/W2346328020","https://openalex.org/W2410190751","https://openalex.org/W2520918604","https://openalex.org/W2620026101","https://openalex.org/W2737905854","https://openalex.org/W2747747587","https://openalex.org/W2895423403","https://openalex.org/W3146347964","https://openalex.org/W4212943651","https://openalex.org/W4245672552","https://openalex.org/W4285719527","https://openalex.org/W4298054708","https://openalex.org/W4301049828","https://openalex.org/W6605288784","https://openalex.org/W6629025635","https://openalex.org/W6634952845","https://openalex.org/W6686509421","https://openalex.org/W6687130112","https://openalex.org/W6941301321"],"related_works":["https://openalex.org/W63071447","https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4224009465","https://openalex.org/W1529400504","https://openalex.org/W2888625260","https://openalex.org/W4286629047","https://openalex.org/W4385957992","https://openalex.org/W1596355313","https://openalex.org/W2949782553"],"abstract_inverted_index":{"Abstract":[0],"First-order":[1,28],"expressive":[2,161],"capabilities":[3],"allow":[4],"Bayesian":[5],"networks":[6],"(BNs)":[7],"to":[8,43,140],"model":[9,26],"problem":[10],"domains":[11],"where":[12,101],"the":[13,56,142,149,172],"number":[14,90],"of":[15,58,63,91,118,130,174,183],"entities,":[16],"their":[17,20],"attributes,":[18,70],"and":[19,48,73,163],"relationships":[21],"can":[22,164],"vary":[23],"significantly":[24],"between":[25,61],"instantiations.":[27],"BNs":[29,45,162],"are":[30,111,125,178],"well-suited":[31],"for":[32],"capturing":[33],"knowledge":[34],"representation":[35],"dependencies,":[36],"but":[37],"literature":[38],"on":[39,122],"design":[40],"patterns":[41,132,150],"specific":[42],"first-order":[44,92,160],"is":[46,133],"few":[47],"scattered.":[49],"To":[50,171],"identify":[51],"useful":[52],"patterns,":[53,81,100],"we":[54],"investigated":[55],"range":[57],"dependency":[59],"models":[60],"combinations":[62],"random":[64],"variables":[65],"(RVs)":[66],"that":[67,86,134,155],"represent":[68],"unary":[69],"functional":[71],"relationships,":[72],"binary":[74],"predicate":[75],"relationships.":[76],"We":[77],"found":[78],"eight":[79],"major":[80],"grouped":[82],"into":[83,159],"three":[84],"categories,":[85],"cover":[87],"a":[88,102,108,152],"significant":[89,128,157],"BN":[93],"situations.":[94],"Selection":[95],"behavior":[96],"occurs":[97],"in":[98,107,167],"six":[99],"relationship/attribute":[103,110],"identifies":[104],"which":[105],"entities":[106],"second":[109],"applicable.":[112],"In":[113],"other":[114],"cases,":[115],"certain":[116],"kinds":[117],"embedded":[119],"dependencies":[120],"based":[121],"semantic":[123],"meaning":[124],"exploited.":[126],"A":[127],"contribution":[129],"our":[131,175],"they":[135],"describe":[136],"various":[137],"behaviors":[138],"used":[139],"establish":[141],"RV\u2019s":[143],"local":[144],"probability":[145],"distribution.":[146],"Taken":[147],"together,":[148],"form":[151],"modeling":[153],"framework":[154],"provides":[156],"insight":[158],"reduce":[165],"efforts":[166],"developing":[168],"such":[169,184],"models.":[170],"best":[173],"knowledge,":[176],"there":[177],"no":[179],"comprehensive":[180],"published":[181],"accounts":[182],"patterns.":[185]},"counts_by_year":[{"year":2023,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}