{"id":"https://openalex.org/W4404314023","doi":"https://doi.org/10.48550/arxiv.2410.20405","title":"Causal Modeling in Multi-Context Systems: Distinguishing Multiple\n Context-Specific Causal Graphs which Account for Observational Support","display_name":"Causal Modeling in Multi-Context Systems: Distinguishing Multiple\n Context-Specific Causal Graphs which Account for Observational Support","publication_year":2024,"publication_date":"2024-10-27","ids":{"openalex":"https://openalex.org/W4404314023","doi":"https://doi.org/10.48550/arxiv.2410.20405"},"language":"en","primary_location":{"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2410.20405","pdf_url":"http://arxiv.org/pdf/2410.20405","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_indexed_in_scopus":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":["Cornell University"],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false},"type":"preprint","type_crossref":"posted-content","indexed_in":["arxiv"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://arxiv.org/pdf/2410.20405","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5099801432","display_name":"Martin Rabel","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rabel, Martin","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057654776","display_name":"W. Gunther","orcid":"https://orcid.org/0009-0005-1174-0826"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"G\u00fcnther, Wiebke","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076653467","display_name":"Jakob Runge","orcid":"https://orcid.org/0000-0002-0629-1772"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Runge, Jakob","raw_affiliation_strings":[],"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5052453929","display_name":"Andreas Gerhardus","orcid":"https://orcid.org/0000-0003-1868-655X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Gerhardus, Andreas","raw_affiliation_strings":[],"affiliations":[]}],"institution_assertions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":0,"max":78},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.9744,"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":0.9744,"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/T10215","display_name":"Semantic Web and Ontologies","score":0.9082,"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/causal-model","display_name":"Causal model","score":0.6266565}],"concepts":[{"id":"https://openalex.org/C23131810","wikidata":"https://www.wikidata.org/wiki/Q818574","display_name":"Observational study","level":2,"score":0.70818496},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6893983},{"id":"https://openalex.org/C11671645","wikidata":"https://www.wikidata.org/wiki/Q5054567","display_name":"Causal model","level":2,"score":0.6266565},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.54480255},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3785888},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.3573888},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34294495},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.22692263},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.14542952},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.099614024},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2410.20405","pdf_url":"http://arxiv.org/pdf/2410.20405","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_indexed_in_scopus":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":["Cornell University"],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false}],"best_oa_location":{"is_oa":true,"landing_page_url":"http://arxiv.org/abs/2410.20405","pdf_url":"http://arxiv.org/pdf/2410.20405","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_indexed_in_scopus":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":["Cornell University"],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false},"sustainable_development_goals":[],"grants":[],"datasets":[],"versions":[],"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4381328000","https://openalex.org/W334096847","https://openalex.org/W3141050733","https://openalex.org/W2911339178","https://openalex.org/W2322581019","https://openalex.org/W2109147503","https://openalex.org/W2103779230","https://openalex.org/W2030936866","https://openalex.org/W1688175311","https://openalex.org/W1533309927"],"abstract_inverted_index":{"Causal":[0],"structure":[1],"learning":[2],"with":[3,169],"data":[4,73,187],"from":[5,15],"multiple":[6],"contexts":[7,49],"carries":[8],"both":[9,69],"opportunities":[10],"and":[11,18,25,72,102,175],"challenges.":[12],"Opportunities":[13],"arise":[14],"considering":[16],"shared":[17],"context-specific":[19,84,99,108],"causal":[20,27,54,64,70,100,113,145,164],"graphs":[21],"enabling":[22],"to":[23,106,122,150,158,184],"generalize":[24],"transfer":[26,173],"knowledge":[28],"across":[29],"contexts.":[30],"However,":[31],"a":[32,80,104,117],"challenge":[33],"that":[34,67,120],"is":[35,41],"currently":[36],"understudied":[37],"in":[38,59,116,166],"the":[39,42,51,77,96,159],"literature":[40],"impact":[43],"of":[44,53,79,83,98],"differing":[45],"observational":[46],"support":[47],"between":[48],"on":[50,95],"identifiability":[52,97],"graphs.":[55],"Here":[56],"we":[57],"study":[58],"detail":[60],"recently":[61],"introduced":[62],"[6]":[63],"graph":[65,127],"objects":[66,128],"capture":[68],"mechanisms":[71,146],"support,":[74],"allowing":[75],"for":[76,162,171],"analysis":[78],"larger":[81],"class":[82],"changes,":[85],"characterizing":[86],"distribution":[87],"shifts":[88],"more":[89,185],"precisely.":[90],"We":[91,130],"thereby":[92],"extend":[93,181],"results":[94,156],"structures":[101],"propose":[103],"framework":[105,134],"model":[107],"independence":[109],"(CSI)":[110],"within":[111],"structural":[112],"models":[114],"(SCMs)":[115],"refined":[118],"way":[119],"allows":[121],"explore":[123],"scenarios":[124],"where":[125,144],"these":[126],"differ.":[129],"demonstrate":[131],"how":[132],"this":[133,182],"can":[135],"help":[136],"explaining":[137],"phenomena":[138],"like":[139],"anomalies":[140],"or":[141,148],"extreme":[142],"events,":[143],"change":[147,151],"appear":[149],"under":[152],"different":[153],"conditions.":[154],"Our":[155],"contribute":[157],"theoretical":[160],"foundations":[161],"understanding":[163],"relations":[165],"multi-context":[167],"systems,":[168],"implications":[170],"generalization,":[172],"learning,":[174],"anomaly":[176],"detection.":[177],"Future":[178],"work":[179],"may":[180],"approach":[183],"complex":[186],"types,":[188],"such":[189],"as":[190],"time-series.":[191]},"abstract_inverted_index_v3":null,"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W4404314023","counts_by_year":[],"updated_date":"2025-04-03T11:17:36.745118","created_date":"2024-11-14"}