{"id":"https://openalex.org/W4412605255","doi":"https://doi.org/10.1109/tcyb.2025.3587025","title":"Tracking Correlations Between Multiple Data Streams Through Evolutionary Regressor Chains","display_name":"Tracking Correlations Between Multiple Data Streams Through Evolutionary Regressor Chains","publication_year":2025,"publication_date":"2025-07-23","ids":{"openalex":"https://openalex.org/W4412605255","doi":"https://doi.org/10.1109/tcyb.2025.3587025","pmid":"https://pubmed.ncbi.nlm.nih.gov/40699963"},"language":"en","primary_location":{"id":"doi:10.1109/tcyb.2025.3587025","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcyb.2025.3587025","pdf_url":null,"source":{"id":"https://openalex.org/S4210191041","display_name":"IEEE Transactions on Cybernetics","issn_l":"2168-2267","issn":["2168-2267","2168-2275"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Cybernetics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5033945784","display_name":"Bin Zhang","orcid":"https://orcid.org/0000-0001-9214-1588"},"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":"Bin Zhang","raw_affiliation_strings":["Australian Artificial Intelligence Institute, Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, NSW, Australia","Faculty of Engineering and Information Technology, Australian Artificial Intelligence Institute, University of Technology Sydney, Sydney, NSW, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Australian Artificial Intelligence Institute, Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]},{"raw_affiliation_string":"Faculty of Engineering and Information Technology, Australian Artificial Intelligence Institute, University of Technology Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100675577","display_name":"Jie L\u00fc","orcid":"https://orcid.org/0000-0003-0690-4732"},"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/I165488957","display_name":"Lingnan University","ror":"https://ror.org/0563pg902","country_code":"HK","type":"education","lineage":["https://openalex.org/I165488957"]}],"countries":["AU","HK"],"is_corresponding":false,"raw_author_name":"Jie Lu","raw_affiliation_strings":["School of Data Science, Lingnan University, Tuen Mun, SAR, Hong Kong","Faculty of Engineering and Information Technology, Australian Artificial Intelligence Institute, University of Technology Sydney, Sydney, NSW, Australia"],"raw_orcid":"https://orcid.org/0000-0003-0690-4732","affiliations":[{"raw_affiliation_string":"School of Data Science, Lingnan University, Tuen Mun, SAR, Hong Kong","institution_ids":["https://openalex.org/I165488957"]},{"raw_affiliation_string":"Faculty of Engineering and Information Technology, Australian Artificial Intelligence Institute, University of Technology Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106578879","display_name":"Anjin Liu","orcid":"https://orcid.org/0000-0002-0733-7138"},"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":"Anjin Liu","raw_affiliation_strings":["Australian Artificial Intelligence Institute, Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, NSW, Australia","Faculty of Engineering and Information Technology, Australian Artificial Intelligence Institute, University of Technology Sydney, Sydney, NSW, Australia"],"raw_orcid":"https://orcid.org/0000-0002-0733-7138","affiliations":[{"raw_affiliation_string":"Australian Artificial Intelligence Institute, Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]},{"raw_affiliation_string":"Faculty of Engineering and Information Technology, Australian Artificial Intelligence Institute, University of Technology Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100635494","display_name":"Xin Yao","orcid":"https://orcid.org/0000-0001-8837-4442"},"institutions":[{"id":"https://openalex.org/I165488957","display_name":"Lingnan University","ror":"https://ror.org/0563pg902","country_code":"HK","type":"education","lineage":["https://openalex.org/I165488957"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Xin Yao","raw_affiliation_strings":["School of Data Science, Lingnan University, Tuen Mun, SAR, Hong Kong","School of Data Science, Lingnan University, Hong Kong, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0001-8837-4442","affiliations":[{"raw_affiliation_string":"School of Data Science, Lingnan University, Tuen Mun, SAR, Hong Kong","institution_ids":["https://openalex.org/I165488957"]},{"raw_affiliation_string":"School of Data Science, Lingnan University, Hong Kong, Hong Kong","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5062192039","display_name":"Guangquan Zhang","orcid":"https://orcid.org/0000-0003-3960-0583"},"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":"Guangquan Zhang","raw_affiliation_strings":["Australian Artificial Intelligence Institute, Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, NSW, Australia","Faculty of Engineering and Information Technology, Australian Artificial Intelligence Institute, University of Technology Sydney, Sydney, NSW, Australia"],"raw_orcid":"https://orcid.org/0000-0003-3960-0583","affiliations":[{"raw_affiliation_string":"Australian Artificial Intelligence Institute, Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]},{"raw_affiliation_string":"Faculty of Engineering and Information Technology, Australian Artificial Intelligence Institute, University of Technology Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.08554771,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"55","issue":"9","first_page":"4078","last_page":"4088"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9958999752998352,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9958999752998352,"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/streams","display_name":"STREAMS","score":0.7597184181213379},{"id":"https://openalex.org/keywords/tracking","display_name":"Tracking (education)","score":0.7493767738342285},{"id":"https://openalex.org/keywords/data-stream-mining","display_name":"Data stream mining","score":0.45884594321250916},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4528624713420868},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3335292935371399},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3027086555957794},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.1464272141456604}],"concepts":[{"id":"https://openalex.org/C42090638","wikidata":"https://www.wikidata.org/wiki/Q4048907","display_name":"STREAMS","level":2,"score":0.7597184181213379},{"id":"https://openalex.org/C2775936607","wikidata":"https://www.wikidata.org/wiki/Q466845","display_name":"Tracking (education)","level":2,"score":0.7493767738342285},{"id":"https://openalex.org/C89198739","wikidata":"https://www.wikidata.org/wiki/Q3079880","display_name":"Data stream mining","level":2,"score":0.45884594321250916},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4528624713420868},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3335292935371399},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3027086555957794},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.1464272141456604},{"id":"https://openalex.org/C19417346","wikidata":"https://www.wikidata.org/wiki/Q7922","display_name":"Pedagogy","level":1,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tcyb.2025.3587025","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcyb.2025.3587025","pdf_url":null,"source":{"id":"https://openalex.org/S4210191041","display_name":"IEEE Transactions on Cybernetics","issn_l":"2168-2267","issn":["2168-2267","2168-2275"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Cybernetics","raw_type":"journal-article"},{"id":"pmid:40699963","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40699963","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on cybernetics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2778292301","display_name":null,"funder_award_id":"FL190100149","funder_id":"https://openalex.org/F4320322887","funder_display_name":"The Research Council"},{"id":"https://openalex.org/G6774349052","display_name":"Autonomous learning for decision making in complex situations","funder_award_id":"FL190100149","funder_id":"https://openalex.org/F4320334704","funder_display_name":"Australian Research Council"}],"funders":[{"id":"https://openalex.org/F4320322887","display_name":"The Research Council","ror":"https://ror.org/03tcppy59"},{"id":"https://openalex.org/F4320334704","display_name":"Australian Research Council","ror":"https://ror.org/05mmh0f86"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W146125889","https://openalex.org/W1525647652","https://openalex.org/W1585854823","https://openalex.org/W1801849579","https://openalex.org/W1993561093","https://openalex.org/W1999954155","https://openalex.org/W2000454347","https://openalex.org/W2097178527","https://openalex.org/W2099419573","https://openalex.org/W2107941094","https://openalex.org/W2114315281","https://openalex.org/W2144643443","https://openalex.org/W2283039974","https://openalex.org/W2460669233","https://openalex.org/W2532640750","https://openalex.org/W2585508806","https://openalex.org/W2591909298","https://openalex.org/W2602516395","https://openalex.org/W2767278854","https://openalex.org/W2898017895","https://openalex.org/W2903994079","https://openalex.org/W2963870721","https://openalex.org/W2964309292","https://openalex.org/W2991841680","https://openalex.org/W3017897307","https://openalex.org/W3030867299","https://openalex.org/W3041944716","https://openalex.org/W3090317860","https://openalex.org/W3107245242","https://openalex.org/W4205841652","https://openalex.org/W4398152751","https://openalex.org/W4400314810","https://openalex.org/W4404742943","https://openalex.org/W4411143168","https://openalex.org/W6633715635","https://openalex.org/W6681723013"],"related_works":["https://openalex.org/W4293083682","https://openalex.org/W807005383","https://openalex.org/W2182399080","https://openalex.org/W1501624740","https://openalex.org/W1984941792","https://openalex.org/W2369440580","https://openalex.org/W2106570241","https://openalex.org/W3144654663","https://openalex.org/W2109863941","https://openalex.org/W56178620"],"abstract_inverted_index":{"In":[0],"a":[1,75,110,130],"real-world":[2],"setting,":[3],"several":[4],"correlational":[5],"data":[6,22,35,43,67,139],"streams":[7,23,36,44,68],"are":[8,37],"active":[9],"at":[10],"once.":[11],"An":[12],"essential":[13],"question":[14],"is":[15,121,127],"how":[16],"to":[17,24,62,69,80,90],"use":[18],"the":[19,26,40,64,83,88,92,95,97,105,118,138,147],"correlations":[20,41,65],"between":[21,66],"enhance":[25],"effectiveness":[27,148],"of":[28,94,143,149],"machine":[29],"learning":[30],"models.":[31],"The":[32,123,141],"fact":[33],"that":[34],"nonstationary":[38],"and":[39],"across":[42],"might":[45],"change":[46],"over":[47,107],"time":[48],"presents":[49],"another":[50],"difficulty.":[51],"We":[52,73],"suggest":[53],"an":[54],"ensemble":[55],"chain-structured":[56],"model,":[57],"Evolutionary":[58,150],"regressor":[59],"chains":[60,106],"(RCs),":[61],"track":[63],"solve":[70],"these":[71],"issues.":[72],"develop":[74],"heuristic":[76,98],"order":[77,99],"searching":[78,100],"approach":[79],"search":[81],"for":[82,112],"chain's":[84],"optimal":[85,135],"order.":[86],"With":[87],"ability":[89],"monitor":[91],"dynamicity":[93],"correlations,":[96],"technique":[101],"can":[102],"also":[103],"update":[104],"time.":[108],"Furthermore,":[109],"way":[111],"reducing":[113],"computing":[114],"complexity":[115],"while":[116],"maintaining":[117],"ensemble's":[119],"diversity":[120],"proposed.":[122],"method's":[124],"theoretical":[125],"foundation":[126],"established":[128],"through":[129],"dynamic":[131],"regret":[132],"analysis":[133],"proving":[134],"adaptation":[136],"in":[137],"streams.":[140],"outcomes":[142],"our":[144],"experiments":[145],"demonstrate":[146],"RCs.":[151]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
