{"id":"https://openalex.org/W2526429153","doi":"https://doi.org/10.1109/edoc.2016.7579386","title":"Root Cause Analysis through Abduction in Markov Logic Networks","display_name":"Root Cause Analysis through Abduction in Markov Logic Networks","publication_year":2016,"publication_date":"2016-09-01","ids":{"openalex":"https://openalex.org/W2526429153","doi":"https://doi.org/10.1109/edoc.2016.7579386","mag":"2526429153"},"language":"en","primary_location":{"id":"doi:10.1109/edoc.2016.7579386","is_oa":false,"landing_page_url":"https://doi.org/10.1109/edoc.2016.7579386","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 IEEE 20th International Enterprise Distributed Object Computing Conference (EDOC)","raw_type":"proceedings-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/A5032511307","display_name":"Joerg Schoenfisch","orcid":null},"institutions":[{"id":"https://openalex.org/I177802217","display_name":"University of Mannheim","ror":"https://ror.org/031bsb921","country_code":"DE","type":"education","lineage":["https://openalex.org/I177802217"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Joerg Schoenfisch","raw_affiliation_strings":["Research Group Data and Web Science, University of Mannheim, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Group Data and Web Science, University of Mannheim, Germany","institution_ids":["https://openalex.org/I177802217"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084079992","display_name":"Janno von St\u00fclpnagel","orcid":null},"institutions":[{"id":"https://openalex.org/I4210123664","display_name":"Softing (Germany)","ror":"https://ror.org/02vbc1t40","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210123664"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Janno von Stulpnagel","raw_affiliation_strings":["Softplant GmbH Munich, Munich, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Softplant GmbH Munich, Munich, Germany","institution_ids":["https://openalex.org/I4210123664"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044655708","display_name":"Jens Ortmann","orcid":null},"institutions":[{"id":"https://openalex.org/I4210123664","display_name":"Softing (Germany)","ror":"https://ror.org/02vbc1t40","country_code":"DE","type":"company","lineage":["https://openalex.org/I4210123664"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jens Ortmann","raw_affiliation_strings":["Softplant GmbH Munich, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Softplant GmbH Munich, Germany","institution_ids":["https://openalex.org/I4210123664"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081017897","display_name":"Christian Meilicke","orcid":"https://orcid.org/0000-0002-0198-5396"},"institutions":[{"id":"https://openalex.org/I177802217","display_name":"University of Mannheim","ror":"https://ror.org/031bsb921","country_code":"DE","type":"education","lineage":["https://openalex.org/I177802217"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christian Meilicke","raw_affiliation_strings":["Research Group Data and Web Science, University of Mannheim, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Group Data and Web Science, University of Mannheim, Germany","institution_ids":["https://openalex.org/I177802217"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5050425933","display_name":"Heiner Stuckenschmidt","orcid":"https://orcid.org/0000-0002-0209-3859"},"institutions":[{"id":"https://openalex.org/I177802217","display_name":"University of Mannheim","ror":"https://ror.org/031bsb921","country_code":"DE","type":"education","lineage":["https://openalex.org/I177802217"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Heiner Stuckenschmidt","raw_affiliation_strings":["Research Group Data and Web Science, University of Mannheim, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Research Group Data and Web Science, University of Mannheim, Germany","institution_ids":["https://openalex.org/I177802217"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.5909,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.73658877,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T12127","display_name":"Software System Performance and Reliability","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.9973999857902527,"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":0.9970999956130981,"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/root-cause","display_name":"Root cause","score":0.8304722309112549},{"id":"https://openalex.org/keywords/root-cause-analysis","display_name":"Root cause analysis","score":0.7548994421958923},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6811259984970093},{"id":"https://openalex.org/keywords/markov-chain","display_name":"Markov chain","score":0.5873672366142273},{"id":"https://openalex.org/keywords/reusability","display_name":"Reusability","score":0.577093243598938},{"id":"https://openalex.org/keywords/automation","display_name":"Automation","score":0.5515565276145935},{"id":"https://openalex.org/keywords/dependency","display_name":"Dependency (UML)","score":0.5364983677864075},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.5002171993255615},{"id":"https://openalex.org/keywords/bayesian-network","display_name":"Bayesian network","score":0.49590906500816345},{"id":"https://openalex.org/keywords/markov-process","display_name":"Markov process","score":0.47896793484687805},{"id":"https://openalex.org/keywords/root","display_name":"Root (linguistics)","score":0.4610438048839569},{"id":"https://openalex.org/keywords/formalism","display_name":"Formalism (music)","score":0.4239034950733185},{"id":"https://openalex.org/keywords/reliability","display_name":"Reliability (semiconductor)","score":0.41514265537261963},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.37854164838790894},{"id":"https://openalex.org/keywords/risk-analysis","display_name":"Risk analysis (engineering)","score":0.3554418683052063},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3544839024543762},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.338375985622406},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.19315552711486816},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.15603604912757874},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.13409918546676636},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.09779348969459534}],"concepts":[{"id":"https://openalex.org/C84945661","wikidata":"https://www.wikidata.org/wiki/Q7366567","display_name":"Root cause","level":2,"score":0.8304722309112549},{"id":"https://openalex.org/C130963320","wikidata":"https://www.wikidata.org/wiki/Q1401207","display_name":"Root cause analysis","level":2,"score":0.7548994421958923},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6811259984970093},{"id":"https://openalex.org/C98763669","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov chain","level":2,"score":0.5873672366142273},{"id":"https://openalex.org/C137981799","wikidata":"https://www.wikidata.org/wiki/Q1369184","display_name":"Reusability","level":3,"score":0.577093243598938},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.5515565276145935},{"id":"https://openalex.org/C19768560","wikidata":"https://www.wikidata.org/wiki/Q320727","display_name":"Dependency (UML)","level":2,"score":0.5364983677864075},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.5002171993255615},{"id":"https://openalex.org/C33724603","wikidata":"https://www.wikidata.org/wiki/Q812540","display_name":"Bayesian network","level":2,"score":0.49590906500816345},{"id":"https://openalex.org/C159886148","wikidata":"https://www.wikidata.org/wiki/Q176645","display_name":"Markov process","level":2,"score":0.47896793484687805},{"id":"https://openalex.org/C171078966","wikidata":"https://www.wikidata.org/wiki/Q111029","display_name":"Root (linguistics)","level":2,"score":0.4610438048839569},{"id":"https://openalex.org/C73301696","wikidata":"https://www.wikidata.org/wiki/Q5469984","display_name":"Formalism (music)","level":3,"score":0.4239034950733185},{"id":"https://openalex.org/C43214815","wikidata":"https://www.wikidata.org/wiki/Q7310987","display_name":"Reliability (semiconductor)","level":3,"score":0.41514265537261963},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.37854164838790894},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.3554418683052063},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3544839024543762},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.338375985622406},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.19315552711486816},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.15603604912757874},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13409918546676636},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.09779348969459534},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C558565934","wikidata":"https://www.wikidata.org/wiki/Q2743","display_name":"Musical","level":2,"score":0.0},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","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/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/edoc.2016.7579386","is_oa":false,"landing_page_url":"https://doi.org/10.1109/edoc.2016.7579386","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 IEEE 20th International Enterprise Distributed Object Computing Conference (EDOC)","raw_type":"proceedings-article"},{"id":"pmh:oai:ub-madoc.bib.uni-mannheim.de:41050","is_oa":false,"landing_page_url":"https://scholar.google.dk/citations?view_op=view_citation&hl=da&user=rgQ1BHEAAAAJ&citation_for_view=rgQ1BHEAAAAJ:W7OEmFMy1HYC","pdf_url":null,"source":{"id":"https://openalex.org/S4377196315","display_name":"MADOC (University of Mannheim)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I177802217","host_organization_name":"University of Mannheim","host_organization_lineage":["https://openalex.org/I177802217"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Konferenzver\u00f6ffentlichung"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6299999952316284,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W10344003","https://openalex.org/W60163725","https://openalex.org/W178554992","https://openalex.org/W192702836","https://openalex.org/W1520443109","https://openalex.org/W1907086563","https://openalex.org/W1977970897","https://openalex.org/W1987005090","https://openalex.org/W2094188714","https://openalex.org/W2104050994","https://openalex.org/W2105454049","https://openalex.org/W2114952278","https://openalex.org/W2124165698","https://openalex.org/W2130673034","https://openalex.org/W2202188011","https://openalex.org/W2206942178","https://openalex.org/W2211033547","https://openalex.org/W2586641388","https://openalex.org/W2790145701","https://openalex.org/W4250143236","https://openalex.org/W6600390576","https://openalex.org/W6602462049","https://openalex.org/W6639867041","https://openalex.org/W6688441931","https://openalex.org/W6733360509","https://openalex.org/W6748586649"],"related_works":["https://openalex.org/W2030594396","https://openalex.org/W2754538212","https://openalex.org/W2490884653","https://openalex.org/W4200610016","https://openalex.org/W2183996497","https://openalex.org/W129587375","https://openalex.org/W2110363179","https://openalex.org/W2056250485","https://openalex.org/W1483742899","https://openalex.org/W2485437088"],"abstract_inverted_index":{"IT":[0,57],"infrastructure":[1,157],"is":[2,36,61,133],"a":[3,25,43,76,102,118,122,143,155,173,187],"crucial":[4],"part":[5],"in":[6,33,55,65,79,126,137,162,172],"most":[7],"of":[8,28,82,101,146,154,165],"today''s":[9],"business":[10],"operations.":[11],"High":[12],"availability":[13],"and":[14,16,31,104,148,175],"reliability,":[15],"short":[17],"response":[18],"times":[19],"to":[20,38,71,92,98,108,120,128,158,186],"outages":[21],"are":[22],"essential.":[23],"Thus":[24],"high":[26,144],"amount":[27,145],"tool":[29,174],"support":[30],"automation":[32],"risk":[34],"management":[35],"desirable":[37],"decrease":[39],"outages.":[40],"We":[41,116,168],"propose":[42],"new":[44],"approach":[45,60,141],"for":[46,51,75,179],"calculating":[47],"the":[48,80,89,93,96,99,105,109,163,170],"root":[49,94,180],"cause":[50,181],"an":[52,56,73,166],"observed":[53],"failure":[54,87,100],"infrastructure.":[58],"Our":[59,140],"based":[62],"on":[63],"Abduction":[64,69],"Markov":[66,123],"Logic":[67,124],"Networks.":[68],"aims":[70],"find":[72],"explanation":[74,90],"given":[77],"observation":[78,97],"light":[81],"some":[83],"background":[84,106],"knowledge.":[85],"In":[86],"diagnosis,":[88],"corresponds":[91],"cause,":[95],"component,":[103],"knowledge":[107,153],"dependency":[110],"graph":[111],"extended":[112],"by":[113,183],"potential":[114],"risks.":[115],"apply":[117],"method":[119,171],"extend":[121],"Network":[125],"order":[127],"conduct":[129],"abductive":[130],"reasoning,":[131],"which":[132],"not":[134],"naturally":[135],"supported":[136],"this":[138],"formalism.":[139],"exhibits":[142],"reusability":[147],"enables":[149],"users":[150],"without":[151],"specific":[152],"concrete":[156],"gain":[159],"viable":[160],"insights":[161],"case":[164],"incident.":[167],"implemented":[169],"illustrate":[176],"its":[177],"suitability":[178],"analysis":[182],"applying":[184],"it":[185],"sample":[188],"scenario.":[189]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2016-10-07T00:00:00"}
