{"id":"https://openalex.org/W3200451447","doi":"https://doi.org/10.1007/s00521-021-06507-4","title":"Causal discovery from multi-domain data using the independence of modularities","display_name":"Causal discovery from multi-domain data using the independence of modularities","publication_year":2021,"publication_date":"2021-09-17","ids":{"openalex":"https://openalex.org/W3200451447","doi":"https://doi.org/10.1007/s00521-021-06507-4","mag":"3200451447"},"language":"en","primary_location":{"id":"doi:10.1007/s00521-021-06507-4","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s00521-021-06507-4","pdf_url":null,"source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","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/A5007993394","display_name":"Jie Qiao","orcid":"https://orcid.org/0000-0002-4581-9656"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Qiao","raw_affiliation_strings":["School of Computer Science, Guangdong University of Technology, Guangzhou, 510006, Guangdong, China","School of Computer Science, Guangdong University of Technology, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, Guangdong University of Technology, Guangzhou, 510006, Guangdong, China","institution_ids":["https://openalex.org/I139024713"]},{"raw_affiliation_string":"School of Computer Science, Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058287127","display_name":"Yiming Bai","orcid":null},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yiming Bai","raw_affiliation_strings":["School of Computer Science, Guangdong University of Technology, Guangzhou, 510006, Guangdong, China","School of Computer Science, Guangdong University of Technology, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science, Guangdong University of Technology, Guangzhou, 510006, Guangdong, China","institution_ids":["https://openalex.org/I139024713"]},{"raw_affiliation_string":"School of Computer Science, Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076948208","display_name":"Ruichu Cai","orcid":"https://orcid.org/0000-0001-8972-167X"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]},{"id":"https://openalex.org/I201459984","display_name":"Guangdong University Of Finances and Economics","ror":"https://ror.org/0459pv085","country_code":"CN","type":"education","lineage":["https://openalex.org/I201459984"]},{"id":"https://openalex.org/I4210149618","display_name":"Guangdong University of Finance","ror":"https://ror.org/04grzdh47","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210149618"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ruichu Cai","raw_affiliation_strings":["Guangdong Provincial Key Laboratory of Public Finance and Taxation with Big Data Application, Guangzhou, 510320, Guangdong, China","School of Computer Science, Guangdong University of Technology, Guangzhou, 510006, Guangdong, China","Guangdong Provincial Key Laboratory of Public Finance and Taxation with Big Data Application, Guangzhou, China","School of Computer Science, Guangdong University of Technology, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-8972-167X","affiliations":[{"raw_affiliation_string":"Guangdong Provincial Key Laboratory of Public Finance and Taxation with Big Data Application, Guangzhou, 510320, Guangdong, China","institution_ids":["https://openalex.org/I201459984","https://openalex.org/I4210149618"]},{"raw_affiliation_string":"School of Computer Science, Guangdong University of Technology, Guangzhou, 510006, Guangdong, China","institution_ids":["https://openalex.org/I139024713"]},{"raw_affiliation_string":"Guangdong Provincial Key Laboratory of Public Finance and Taxation with Big Data Application, Guangzhou, China","institution_ids":[]},{"raw_affiliation_string":"School of Computer Science, Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100396980","display_name":"Zhifeng Hao","orcid":"https://orcid.org/0000-0002-9257-2895"},"institutions":[{"id":"https://openalex.org/I32574673","display_name":"Shantou University","ror":"https://ror.org/01a099706","country_code":"CN","type":"education","lineage":["https://openalex.org/I32574673"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhifeng Hao","raw_affiliation_strings":["College of Science, Shantou University, Shantou, 515063, Guangdong, China","College of Science, Shantou University, Shantou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Science, Shantou University, Shantou, 515063, Guangdong, China","institution_ids":["https://openalex.org/I32574673"]},{"raw_affiliation_string":"College of Science, Shantou University, Shantou, China","institution_ids":["https://openalex.org/I32574673"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5076948208"],"corresponding_institution_ids":["https://openalex.org/I139024713","https://openalex.org/I201459984","https://openalex.org/I4210149618"],"apc_list":{"value":2990,"currency":"USD","value_usd":2990},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.1348204,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"34","issue":"3","first_page":"1939","last_page":"1949"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11303","display_name":"Bayesian Modeling and Causal Inference","score":0.9994999766349792,"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":0.9994999766349792,"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":0.9951000213623047,"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/T11063","display_name":"Rough Sets and Fuzzy Logic","score":0.9897000193595886,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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":0.6578786969184875},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6282129287719727},{"id":"https://openalex.org/keywords/causal-structure","display_name":"Causal structure","score":0.605783998966217},{"id":"https://openalex.org/keywords/independence","display_name":"Independence (probability theory)","score":0.5644276738166809},{"id":"https://openalex.org/keywords/causality","display_name":"Causality (physics)","score":0.531990647315979},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.49086838960647583},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.4884306490421295},{"id":"https://openalex.org/keywords/discretization","display_name":"Discretization","score":0.4870148301124573},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.483793705701828},{"id":"https://openalex.org/keywords/modularity","display_name":"Modularity (biology)","score":0.4747367799282074},{"id":"https://openalex.org/keywords/causal-inference","display_name":"Causal inference","score":0.4538624584674835},{"id":"https://openalex.org/keywords/causal-analysis","display_name":"Causal analysis","score":0.4496942460536957},{"id":"https://openalex.org/keywords/causal-chain","display_name":"Causal chain","score":0.4349074959754944},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.428615003824234},{"id":"https://openalex.org/keywords/causal-theory-of-reference","display_name":"Causal theory of reference","score":0.41758018732070923},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.4132690131664276},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3592003881931305},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35829582810401917},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.2754693627357483},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.27500802278518677},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.11725535988807678}],"concepts":[{"id":"https://openalex.org/C11671645","wikidata":"https://www.wikidata.org/wiki/Q5054567","display_name":"Causal model","level":2,"score":0.6578786969184875},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6282129287719727},{"id":"https://openalex.org/C163504300","wikidata":"https://www.wikidata.org/wiki/Q2364925","display_name":"Causal structure","level":2,"score":0.605783998966217},{"id":"https://openalex.org/C35651441","wikidata":"https://www.wikidata.org/wiki/Q625303","display_name":"Independence (probability theory)","level":2,"score":0.5644276738166809},{"id":"https://openalex.org/C64357122","wikidata":"https://www.wikidata.org/wiki/Q1149766","display_name":"Causality (physics)","level":2,"score":0.531990647315979},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.49086838960647583},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.4884306490421295},{"id":"https://openalex.org/C73000952","wikidata":"https://www.wikidata.org/wiki/Q17007827","display_name":"Discretization","level":2,"score":0.4870148301124573},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.483793705701828},{"id":"https://openalex.org/C2779478453","wikidata":"https://www.wikidata.org/wiki/Q6889748","display_name":"Modularity (biology)","level":2,"score":0.4747367799282074},{"id":"https://openalex.org/C158600405","wikidata":"https://www.wikidata.org/wiki/Q5054566","display_name":"Causal inference","level":2,"score":0.4538624584674835},{"id":"https://openalex.org/C2987525970","wikidata":"https://www.wikidata.org/wiki/Q96374569","display_name":"Causal analysis","level":2,"score":0.4496942460536957},{"id":"https://openalex.org/C79897977","wikidata":"https://www.wikidata.org/wiki/Q5054568","display_name":"Causal chain","level":2,"score":0.4349074959754944},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.428615003824234},{"id":"https://openalex.org/C116860108","wikidata":"https://www.wikidata.org/wiki/Q5054575","display_name":"Causal theory of reference","level":2,"score":0.41758018732070923},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.4132690131664276},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3592003881931305},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35829582810401917},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.2754693627357483},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.27500802278518677},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.11725535988807678},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","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/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s00521-021-06507-4","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s00521-021-06507-4","pdf_url":null,"source":{"id":"https://openalex.org/S147897268","display_name":"Neural Computing and Applications","issn_l":"0941-0643","issn":["0941-0643","1433-3058"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Neural Computing and Applications","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.550000011920929,"id":"https://metadata.un.org/sdg/10","display_name":"Reduced inequalities"}],"awards":[{"id":"https://openalex.org/G2503486912","display_name":null,"funder_award_id":"61976052","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4471167475","display_name":"\u975e\u7a33\u6001\u793e\u4ea4\u7f51\u7edc\u7528\u6237\u884c\u4e3a\u7684\u56e0\u679c\u673a\u5236\u4e0e\u65b9\u6cd5\u7814\u7a76","funder_award_id":"61876043","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W1497574396","https://openalex.org/W1524326598","https://openalex.org/W1585303438","https://openalex.org/W1638081485","https://openalex.org/W1850984366","https://openalex.org/W2111061246","https://openalex.org/W2146531590","https://openalex.org/W2147881172","https://openalex.org/W2151226328","https://openalex.org/W2165190832","https://openalex.org/W2165582599","https://openalex.org/W2284008599","https://openalex.org/W2295598076","https://openalex.org/W2396045092","https://openalex.org/W2740437707","https://openalex.org/W2788891493","https://openalex.org/W2891587032","https://openalex.org/W2946629021","https://openalex.org/W3000195408","https://openalex.org/W3037171980","https://openalex.org/W3102476541","https://openalex.org/W3120740533","https://openalex.org/W3124338716","https://openalex.org/W3157872635","https://openalex.org/W4285719527"],"related_works":["https://openalex.org/W2574301230","https://openalex.org/W2997391570","https://openalex.org/W4313320447","https://openalex.org/W2905027767","https://openalex.org/W4366543625","https://openalex.org/W4233005368","https://openalex.org/W2061679336","https://openalex.org/W2489656973","https://openalex.org/W1885162463","https://openalex.org/W3200451447"],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-07-25T15:57:00.446498","created_date":"2025-10-10T00:00:00"}
