{"id":"https://openalex.org/W7128733179","doi":"https://doi.org/10.1007/978-981-95-6786-7_10","title":"UniCausal: A Unified Approach to\u00a0Causal Discovery from\u00a0Hybrid Industrial Time Series and\u00a0Events","display_name":"UniCausal: A Unified Approach to\u00a0Causal Discovery from\u00a0Hybrid Industrial Time Series and\u00a0Events","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7128733179","doi":"https://doi.org/10.1007/978-981-95-6786-7_10"},"language":"en","primary_location":{"id":"doi:10.1007/978-981-95-6786-7_10","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-981-95-6786-7_10","pdf_url":null,"source":{"id":"https://openalex.org/S2764900261","display_name":"Communications in computer and information science","issn_l":"1865-0929","issn":["1865-0929","1865-0937"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Computer and Information Science","raw_type":"book-chapter"},"type":"book-chapter","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/A5110837766","display_name":"Zhen Zhao","orcid":"https://orcid.org/0000-0001-6780-6576"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]},{"id":"https://openalex.org/I4210164967","display_name":"SpinalCure Australia","ror":"https://ror.org/05291fa13","country_code":"AU","type":"education","lineage":["https://openalex.org/I4210164967"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Zhen Zhao","raw_affiliation_strings":["AVEVA Group plc (Australia), Sydney, NSW, Australia","University of Technology Sydney, Sydney, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"AVEVA Group plc (Australia), Sydney, NSW, Australia","institution_ids":["https://openalex.org/I4210164967"]},{"raw_affiliation_string":"University of Technology Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125719662","display_name":"Brian Kenneth Erickson","orcid":null},"institutions":[{"id":"https://openalex.org/I162514690","display_name":"Lake Forest College","ror":"https://ror.org/04rmtzr09","country_code":"US","type":"education","lineage":["https://openalex.org/I162514690"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Brian Kenneth Erickson","raw_affiliation_strings":["AVEVA Group plc (USA), Lake Forest, CA, USA"],"affiliations":[{"raw_affiliation_string":"AVEVA Group plc (USA), Lake Forest, CA, USA","institution_ids":["https://openalex.org/I162514690"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070052822","display_name":"Shantanu Chakraborty","orcid":"https://orcid.org/0000-0001-8881-4903"},"institutions":[{"id":"https://openalex.org/I4210164967","display_name":"SpinalCure Australia","ror":"https://ror.org/05291fa13","country_code":"AU","type":"education","lineage":["https://openalex.org/I4210164967"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Shantanu Chakraborty","raw_affiliation_strings":["AVEVA Group plc (Australia), Sydney, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"AVEVA Group plc (Australia), Sydney, NSW, Australia","institution_ids":["https://openalex.org/I4210164967"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100641142","display_name":"Wei Liu","orcid":"https://orcid.org/0000-0002-7409-0948"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Wei Liu","raw_affiliation_strings":["University of Technology Sydney, Sydney, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"University of Technology Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5110837766"],"corresponding_institution_ids":["https://openalex.org/I114017466","https://openalex.org/I4210164967"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.78787879,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"145","last_page":"160"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12205","display_name":"Time Series Analysis and Forecasting","score":0.2809000015258789,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.2809000015258789,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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":0.21060000360012054,"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/T13702","display_name":"Machine Learning in Healthcare","score":0.0729999989271164,"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/causality","display_name":"Causality (physics)","score":0.7098000049591064},{"id":"https://openalex.org/keywords/causal-inference","display_name":"Causal inference","score":0.6389999985694885},{"id":"https://openalex.org/keywords/causal-model","display_name":"Causal model","score":0.6065999865531921},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.5498999953269958},{"id":"https://openalex.org/keywords/event","display_name":"Event (particle physics)","score":0.54339998960495},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.5260999798774719},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5231999754905701},{"id":"https://openalex.org/keywords/causal-structure","display_name":"Causal structure","score":0.49790000915527344},{"id":"https://openalex.org/keywords/causal-reasoning","display_name":"Causal reasoning","score":0.49070000648498535}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.777400016784668},{"id":"https://openalex.org/C64357122","wikidata":"https://www.wikidata.org/wiki/Q1149766","display_name":"Causality (physics)","level":2,"score":0.7098000049591064},{"id":"https://openalex.org/C158600405","wikidata":"https://www.wikidata.org/wiki/Q5054566","display_name":"Causal inference","level":2,"score":0.6389999985694885},{"id":"https://openalex.org/C11671645","wikidata":"https://www.wikidata.org/wiki/Q5054567","display_name":"Causal model","level":2,"score":0.6065999865531921},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.5498999953269958},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.54339998960495},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.5260999798774719},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5231999754905701},{"id":"https://openalex.org/C163504300","wikidata":"https://www.wikidata.org/wiki/Q2364925","display_name":"Causal structure","level":2,"score":0.49790000915527344},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49480000138282776},{"id":"https://openalex.org/C115086926","wikidata":"https://www.wikidata.org/wiki/Q17004651","display_name":"Causal reasoning","level":3,"score":0.49070000648498535},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.44029998779296875},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.42480000853538513},{"id":"https://openalex.org/C132964779","wikidata":"https://www.wikidata.org/wiki/Q2110223","display_name":"Raw data","level":2,"score":0.4088999927043915},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.4000999927520752},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3946000039577484},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.38370001316070557},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.3352999985218048},{"id":"https://openalex.org/C160920958","wikidata":"https://www.wikidata.org/wiki/Q7662746","display_name":"Synthetic data","level":2,"score":0.329800009727478},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.32420000433921814},{"id":"https://openalex.org/C84945661","wikidata":"https://www.wikidata.org/wiki/Q7366567","display_name":"Root cause","level":2,"score":0.32260000705718994},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.29820001125335693},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.29440000653266907},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2759999930858612},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.2759999930858612},{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.2596000134944916},{"id":"https://openalex.org/C171078966","wikidata":"https://www.wikidata.org/wiki/Q111029","display_name":"Root (linguistics)","level":2,"score":0.2590999901294708},{"id":"https://openalex.org/C77277458","wikidata":"https://www.wikidata.org/wiki/Q1969246","display_name":"Temporal database","level":2,"score":0.2506999969482422}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/978-981-95-6786-7_10","is_oa":false,"landing_page_url":"https://doi.org/10.1007/978-981-95-6786-7_10","pdf_url":null,"source":{"id":"https://openalex.org/S2764900261","display_name":"Communications in computer and information science","issn_l":"1865-0929","issn":["1865-0929","1865-0937"],"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":"book series"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Computer and Information Science","raw_type":"book-chapter"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.6143790483474731}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":10,"referenced_works":["https://openalex.org/W1787224781","https://openalex.org/W2023302299","https://openalex.org/W2026297770","https://openalex.org/W2127498532","https://openalex.org/W2145343602","https://openalex.org/W2908623803","https://openalex.org/W3214860080","https://openalex.org/W3217360279","https://openalex.org/W4403600985","https://openalex.org/W4404650820"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-02-14T06:23:00.392402","created_date":"2026-02-13T00:00:00"}