{"id":"https://openalex.org/W2146696823","doi":"https://doi.org/10.1109/tse.2014.2321179","title":"Bayesian Networks For Evidence-Based Decision-Making in Software Engineering","display_name":"Bayesian Networks For Evidence-Based Decision-Making in Software Engineering","publication_year":2014,"publication_date":"2014-04-30","ids":{"openalex":"https://openalex.org/W2146696823","doi":"https://doi.org/10.1109/tse.2014.2321179","mag":"2146696823"},"language":"en","primary_location":{"id":"doi:10.1109/tse.2014.2321179","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tse.2014.2321179","pdf_url":null,"source":{"id":"https://openalex.org/S8351582","display_name":"IEEE Transactions on Software Engineering","issn_l":"0098-5589","issn":["0098-5589","1939-3520","2326-3881"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Software Engineering","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/A5089239701","display_name":"Ay\u015fe Tosun","orcid":"https://orcid.org/0000-0003-1859-7872"},"institutions":[{"id":"https://openalex.org/I98381234","display_name":"University of Oulu","ror":"https://ror.org/03yj89h83","country_code":"FI","type":"education","lineage":["https://openalex.org/I98381234"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Ayse Tosun Misirli","raw_affiliation_strings":["Department of Information Processing Science, University of Oulu, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Processing Science, University of Oulu, Finland","institution_ids":["https://openalex.org/I98381234"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080569424","display_name":"Ay\u015fe Bener","orcid":"https://orcid.org/0000-0003-4934-8326"},"institutions":[{"id":"https://openalex.org/I530967","display_name":"Toronto Metropolitan University","ror":"https://ror.org/05g13zd79","country_code":"CA","type":"education","lineage":["https://openalex.org/I530967"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Ayse Basar Bener","raw_affiliation_strings":["Mechanical and Industrial Engineering Department, Ryerson University, Toronto, CA","[Mechanical and Industrial Engineering Department, Ryerson University, Toronto, CA]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Mechanical and Industrial Engineering Department, Ryerson University, Toronto, CA","institution_ids":[]},{"raw_affiliation_string":"[Mechanical and Industrial Engineering Department, Ryerson University, Toronto, CA]","institution_ids":["https://openalex.org/I530967"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":15.5873,"has_fulltext":false,"cited_by_count":58,"citation_normalized_percentile":{"value":0.98764879,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"40","issue":"6","first_page":"533","last_page":"554"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.9997000098228455,"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"}},{"id":"https://openalex.org/T12423","display_name":"Software Reliability and Analysis Research","score":0.9988999962806702,"subfield":{"id":"https://openalex.org/subfields/1712","display_name":"Software"},"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/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.9937000274658203,"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":0.7728813886642456},{"id":"https://openalex.org/keywords/bayesian-network","display_name":"Bayesian network","score":0.748837947845459},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5033532977104187},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.48718494176864624},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.48318830132484436},{"id":"https://openalex.org/keywords/variable","display_name":"Variable (mathematics)","score":0.4414634704589844},{"id":"https://openalex.org/keywords/management-science","display_name":"Management science","score":0.3691844940185547},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3391089141368866},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09666430950164795}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7728813886642456},{"id":"https://openalex.org/C33724603","wikidata":"https://www.wikidata.org/wiki/Q812540","display_name":"Bayesian network","level":2,"score":0.748837947845459},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5033532977104187},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.48718494176864624},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.48318830132484436},{"id":"https://openalex.org/C182365436","wikidata":"https://www.wikidata.org/wiki/Q50701","display_name":"Variable (mathematics)","level":2,"score":0.4414634704589844},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.3691844940185547},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3391089141368866},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09666430950164795},{"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/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tse.2014.2321179","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tse.2014.2321179","pdf_url":null,"source":{"id":"https://openalex.org/S8351582","display_name":"IEEE Transactions on Software Engineering","issn_l":"0098-5589","issn":["0098-5589","1939-3520","2326-3881"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Software Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.5699999928474426,"id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":80,"referenced_works":["https://openalex.org/W4214443","https://openalex.org/W30338697","https://openalex.org/W62432342","https://openalex.org/W1517555081","https://openalex.org/W1610965278","https://openalex.org/W1615454278","https://openalex.org/W1646392212","https://openalex.org/W1826354214","https://openalex.org/W1964962870","https://openalex.org/W1969319425","https://openalex.org/W1981665800","https://openalex.org/W1990779114","https://openalex.org/W1994712077","https://openalex.org/W2018678406","https://openalex.org/W2027094515","https://openalex.org/W2027806980","https://openalex.org/W2029800614","https://openalex.org/W2030362233","https://openalex.org/W2036908170","https://openalex.org/W2039486340","https://openalex.org/W2046347832","https://openalex.org/W2046471589","https://openalex.org/W2057765075","https://openalex.org/W2072668705","https://openalex.org/W2073294235","https://openalex.org/W2076700146","https://openalex.org/W2078692096","https://openalex.org/W2081025867","https://openalex.org/W2081575303","https://openalex.org/W2081670489","https://openalex.org/W2082879795","https://openalex.org/W2085541880","https://openalex.org/W2090407261","https://openalex.org/W2098280243","https://openalex.org/W2100945416","https://openalex.org/W2106956101","https://openalex.org/W2112794562","https://openalex.org/W2120515884","https://openalex.org/W2125791732","https://openalex.org/W2125951552","https://openalex.org/W2128589942","https://openalex.org/W2129542112","https://openalex.org/W2130440850","https://openalex.org/W2131891947","https://openalex.org/W2132992867","https://openalex.org/W2135452472","https://openalex.org/W2139855137","https://openalex.org/W2140246936","https://openalex.org/W2146773231","https://openalex.org/W2147957593","https://openalex.org/W2150717117","https://openalex.org/W2152708262","https://openalex.org/W2152741579","https://openalex.org/W2154816175","https://openalex.org/W2159610968","https://openalex.org/W2160958420","https://openalex.org/W2162444937","https://openalex.org/W2162739315","https://openalex.org/W2163591388","https://openalex.org/W2163638787","https://openalex.org/W2165097822","https://openalex.org/W2169171327","https://openalex.org/W2171620180","https://openalex.org/W2339585231","https://openalex.org/W2401947373","https://openalex.org/W2476717668","https://openalex.org/W3141989311","https://openalex.org/W4212972259","https://openalex.org/W4243052451","https://openalex.org/W4244997706","https://openalex.org/W4247781538","https://openalex.org/W4249517274","https://openalex.org/W4250288019","https://openalex.org/W6600182073","https://openalex.org/W6601239605","https://openalex.org/W6636455871","https://openalex.org/W6636908775","https://openalex.org/W6638574814","https://openalex.org/W6659590633","https://openalex.org/W6713151038"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W4224009465","https://openalex.org/W4286629047","https://openalex.org/W4306321456","https://openalex.org/W4285260836","https://openalex.org/W3046775127","https://openalex.org/W3170094116","https://openalex.org/W4205958290","https://openalex.org/W4385957992"],"abstract_inverted_index":{"Recommendation":[0],"systems":[1],"in":[2,59,61,114,131,142,179],"software":[3,66],"engineering":[4,67],"(SE)":[5],"should":[6],"be":[7],"designed":[8],"to":[9,73,82,100,138,199],"integrate":[10],"evidence":[11,34,200],"into":[12],"practitioners":[13],"experience.":[14],"Bayesian":[15],"networks":[16],"(BNs)":[17],"provide":[18],"a":[19,96,135],"natural":[20],"statistical":[21],"framework":[22],"for":[23],"evidence-based":[24,140],"decision-making":[25,141],"by":[26],"incorporating":[27],"an":[28],"integrated":[29],"summary":[30],"of":[31,47,57,63,103,112,126,129,159,184,188],"the":[32,45,55,84,109,123,127,185,190],"available":[33],"and":[35,50,53,86,107,133,153,196],"associated":[36],"uncertainty":[37],"(of":[38],"consequences).":[39],"In":[40,144],"this":[41],"study,":[42],"we":[43,121,148],"follow":[44],"lead":[46],"computational":[48],"biology":[49],"healthcare":[51],"decision-making,":[52],"investigate":[54,101],"applications":[56],"BNs":[58,113,130,152,166],"SE":[60,115,132,180],"terms":[62],"1)":[64],"main":[65,124],"challenges":[68],"addressed,":[69],"2)":[70],"techniques":[71,80],"used":[72,81,90],"learn":[74],"causal":[75],"relationships":[76],"among":[77],"variables,":[78],"3)":[79],"infer":[83],"parameters,":[85],"4)":[87],"variable":[88],"types":[89],"as":[91],"BN":[92,137],"nodes.":[93],"We":[94],"conduct":[95],"systematic":[97],"mapping":[98],"study":[99],"each":[102],"these":[104,117],"four":[105],"facets":[106],"compare":[108],"current":[110],"usage":[111,128],"with":[116,174],"two":[118,145],"domains.":[119],"Subsequently,":[120],"highlight":[122],"limitations":[125],"propose":[134],"Hybrid":[136],"improve":[139],"SE.":[143],"industrial":[146],"cases,":[147],"build":[149],"sample":[150],"hybrid":[151,165],"evaluate":[154],"their":[155],"performance.":[156],"The":[157],"results":[158],"our":[160],"empirical":[161],"analyses":[162],"show":[163],"that":[164,170],"are":[167],"powerful":[168],"frameworks":[169],"combine":[171],"expert":[172],"knowledge":[173],"quantitative":[175],"data.":[176],"As":[177],"researchers":[178],"become":[181],"more":[182],"aware":[183],"underlying":[186],"dynamics":[187],"BNs,":[189],"proposed":[191],"models":[192],"will":[193],"also":[194],"advance":[195],"naturally":[197],"contribute":[198],"based-decision-making.":[201]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":6},{"year":2018,"cited_by_count":6},{"year":2017,"cited_by_count":5},{"year":2016,"cited_by_count":8},{"year":2015,"cited_by_count":5},{"year":2014,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}