{"id":"https://openalex.org/W2952295003","doi":"https://doi.org/10.1016/j.simpat.2019.101940","title":"Using causal discovery to analyze emergence in agent-based models","display_name":"Using causal discovery to analyze emergence in agent-based models","publication_year":2019,"publication_date":"2019-06-12","ids":{"openalex":"https://openalex.org/W2952295003","doi":"https://doi.org/10.1016/j.simpat.2019.101940","mag":"2952295003"},"language":"en","primary_location":{"id":"doi:10.1016/j.simpat.2019.101940","doi":"https://doi.org/10.1016/j.simpat.2019.101940","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.simpat.2019.101940","pdf_url":null,"source":{"id":"https://openalex.org/S114739668","display_name":"Simulation Modelling Practice and Theory","issn_l":"1569-190X","issn":["1569-190X","1878-1462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-b","jufo-1","norway-1","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Simulation Modelling Practice and Theory","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"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/A5044807392","display_name":"Stef Janssen","orcid":"https://orcid.org/0000-0003-2019-2022","observed_orcids":["https://orcid.org/0000-0003-2019-2022"]},"institutions":[{"id":"https://openalex.org/I98358874","display_name":"Delft University of Technology","ror":"https://ror.org/02e2c7k09","country_code":"NL","type":"education","lineage":["https://openalex.org/I98358874"]}],"countries":["NL"],"is_corresponding":true,"raw_author_name":"Stef Janssen","raw_affiliation_strings":["Delft University of Technology, Netherlands"],"raw_orcid":"https://orcid.org/0000-0003-2019-2022","affiliations":[{"raw_affiliation_string":"Delft University of Technology, Netherlands","institution_ids":["https://openalex.org/I98358874"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079008582","display_name":"Alexei Sharpanskykh","orcid":"https://orcid.org/0000-0001-6879-1134","observed_orcids":["https://orcid.org/0000-0001-6879-1134"]},"institutions":[{"id":"https://openalex.org/I98358874","display_name":"Delft University of Technology","ror":"https://ror.org/02e2c7k09","country_code":"NL","type":"education","lineage":["https://openalex.org/I98358874"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Alexei Sharpanskykh","raw_affiliation_strings":["Delft University of Technology, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Delft University of Technology, Netherlands","institution_ids":["https://openalex.org/I98358874"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036432472","display_name":"Richard Curran","orcid":"https://orcid.org/0009-0008-4349-4449","observed_orcids":["https://orcid.org/0009-0008-4349-4449"]},"institutions":[{"id":"https://openalex.org/I98358874","display_name":"Delft University of Technology","ror":"https://ror.org/02e2c7k09","country_code":"NL","type":"education","lineage":["https://openalex.org/I98358874"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Richard Curran","raw_affiliation_strings":["Delft University of Technology, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Delft University of Technology, Netherlands","institution_ids":["https://openalex.org/I98358874"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089163837","display_name":"Koen G. Langendoen","orcid":"https://orcid.org/0000-0003-4996-3695","observed_orcids":["https://orcid.org/0000-0003-4996-3695"]},"institutions":[{"id":"https://openalex.org/I98358874","display_name":"Delft University of Technology","ror":"https://ror.org/02e2c7k09","country_code":"NL","type":"education","lineage":["https://openalex.org/I98358874"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Koen Langendoen","raw_affiliation_strings":["Delft University of Technology, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Delft University of Technology, Netherlands","institution_ids":["https://openalex.org/I98358874"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5044807392"],"corresponding_institution_ids":["https://openalex.org/I98358874"],"apc_list":{"value":1750,"currency":"USD","value_usd":1750},"apc_paid":null,"fwci":1.7029,"has_fulltext":false,"cited_by_count":26,"citation_normalized_percentile":{"value":0.8439232,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":92,"max":98},"biblio":{"volume":"96","issue":null,"first_page":"101940","last_page":"101940"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11195","display_name":"Simulation Techniques and Applications","score":0.6083999872207642,"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"}},"topics":[{"id":"https://openalex.org/T11195","display_name":"Simulation Techniques and Applications","score":0.6083999872207642,"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"}},{"id":"https://openalex.org/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.23499999940395355,"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/T10456","display_name":"Multi-Agent Systems and Negotiation","score":0.1298999935388565,"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/agent-based-modeling","display_name":"agent-based modeling","score":0.8650000095367432},{"id":"https://openalex.org/keywords/emergent-properties","display_name":"emergent properties","score":0.7350000143051147},{"id":"https://openalex.org/keywords/causal-discovery","display_name":"causal discovery","score":0.9990000128746033},{"id":"https://openalex.org/keywords/sensitivity-analysis","display_name":"sensitivity analysis","score":0.9599999785423279},{"id":"https://openalex.org/keywords/queue-length","display_name":"queue length","score":0.8870000243186951}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7066965103149414},{"id":"https://openalex.org/C64357122","wikidata":"https://www.wikidata.org/wiki/Q1149766","display_name":"Causality (physics)","level":2,"score":0.6028079986572266},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5343042612075806},{"id":"https://openalex.org/C11671645","wikidata":"https://www.wikidata.org/wiki/Q5054567","display_name":"Causal model","level":2,"score":0.5285983085632324},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5250139832496643},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4771142303943634},{"id":"https://openalex.org/C21200559","wikidata":"https://www.wikidata.org/wiki/Q7451068","display_name":"Sensitivity (control systems)","level":2,"score":0.4396416246891022},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.4146754741668701},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3504287600517273},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11040207743644714},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09598112106323242},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"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/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.simpat.2019.101940","doi":"https://doi.org/10.1016/j.simpat.2019.101940","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.simpat.2019.101940","pdf_url":null,"source":{"id":"https://openalex.org/S114739668","display_name":"Simulation Modelling Practice and Theory","issn_l":"1569-190X","issn":["1569-190X","1878-1462"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-scientific","cwts-core","dongbi-b","jufo-1","norway-1","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Simulation Modelling Practice and Theory","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":57,"referenced_works":["https://openalex.org/W63776503","https://openalex.org/W101836494","https://openalex.org/W128705292","https://openalex.org/W925742927","https://openalex.org/W1524326598","https://openalex.org/W1529708367","https://openalex.org/W1576534100","https://openalex.org/W1754742701","https://openalex.org/W1967795091","https://openalex.org/W2006012747","https://openalex.org/W2011430131","https://openalex.org/W2050502901","https://openalex.org/W2089198100","https://openalex.org/W2108372676","https://openalex.org/W2114499604","https://openalex.org/W2115984935","https://openalex.org/W2121598006","https://openalex.org/W2124681995","https://openalex.org/W2132917208","https://openalex.org/W2134652049","https://openalex.org/W2137265664","https://openalex.org/W2144014493","https://openalex.org/W2145408484","https://openalex.org/W2147632348","https://openalex.org/W2163687466","https://openalex.org/W2170588867","https://openalex.org/W2171314522","https://openalex.org/W2230092809","https://openalex.org/W2339158190","https://openalex.org/W2341114459","https://openalex.org/W2343386562","https://openalex.org/W2396991878","https://openalex.org/W2472358061","https://openalex.org/W2478528007","https://openalex.org/W2502283341","https://openalex.org/W2531883125","https://openalex.org/W2559655401","https://openalex.org/W2581172906","https://openalex.org/W2770263637","https://openalex.org/W2801890059","https://openalex.org/W2907662870","https://openalex.org/W2911747006","https://openalex.org/W2912640881","https://openalex.org/W2999729612","https://openalex.org/W3003611953","https://openalex.org/W3011439212","https://openalex.org/W3011730451","https://openalex.org/W3020882730","https://openalex.org/W3023567959","https://openalex.org/W3113461067","https://openalex.org/W4205945437","https://openalex.org/W4255503630","https://openalex.org/W4285719527","https://openalex.org/W4302423442","https://openalex.org/W6637612854","https://openalex.org/W6689634098","https://openalex.org/W6998582464"],"related_works":["https://openalex.org/W4205467735","https://openalex.org/W2581172906","https://openalex.org/W4391381554","https://openalex.org/W4229066442","https://openalex.org/W4393161155","https://openalex.org/W7138899970","https://openalex.org/W4381893005","https://openalex.org/W2910409131","https://openalex.org/W2766801681","https://openalex.org/W7171738962"],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":3}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2019-06-27T00:00:00"}