{"id":"https://openalex.org/W2511274580","doi":"https://doi.org/10.1109/tfuzz.2016.2599855","title":"An Incremental Learning of Concept Drifts Using Evolving Type-2 Recurrent Fuzzy Neural Networks","display_name":"An Incremental Learning of Concept Drifts Using Evolving Type-2 Recurrent Fuzzy Neural Networks","publication_year":2016,"publication_date":"2016-08-12","ids":{"openalex":"https://openalex.org/W2511274580","doi":"https://doi.org/10.1109/tfuzz.2016.2599855","mag":"2511274580"},"language":"en","primary_location":{"id":"doi:10.1109/tfuzz.2016.2599855","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tfuzz.2016.2599855","pdf_url":null,"source":{"id":"https://openalex.org/S134177497","display_name":"IEEE Transactions on Fuzzy Systems","issn_l":"1063-6706","issn":["1063-6706","1941-0034"],"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 Fuzzy Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://opus.lib.uts.edu.au/bitstream/10453/124964/4/TFS-2015-0793%20revised.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5036928886","display_name":"Mahardhika Pratama","orcid":"https://orcid.org/0000-0001-6531-5087"},"institutions":[{"id":"https://openalex.org/I196829312","display_name":"La Trobe University","ror":"https://ror.org/01rxfrp27","country_code":"AU","type":"education","lineage":["https://openalex.org/I196829312"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Mahardhika Pratama","raw_affiliation_strings":["Department of Computer Science and IT, La Trobe University, Melbourne, Vic, Australia"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and IT, La Trobe University, Melbourne, Vic, Australia","institution_ids":["https://openalex.org/I196829312"]}]},{"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"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jie Lu","raw_affiliation_strings":["DeSI Laboratory, University of Technology Sydney, Sydney, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"DeSI Laboratory, University of Technology Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010578654","display_name":"Edwin Lughofer","orcid":"https://orcid.org/0000-0003-1560-5136"},"institutions":[{"id":"https://openalex.org/I121883995","display_name":"Johannes Kepler University of Linz","ror":"https://ror.org/052r2xn60","country_code":"AT","type":"education","lineage":["https://openalex.org/I121883995"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Edwin Lughofer","raw_affiliation_strings":["Department of Knowledge-Based Mathematical Systems, Johannes Kepler University Linz, Linz, Austria"],"affiliations":[{"raw_affiliation_string":"Department of Knowledge-Based Mathematical Systems, Johannes Kepler University Linz, Linz, Austria","institution_ids":["https://openalex.org/I121883995"]}]},{"author_position":"middle","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":["DeSI Laboratory, University of Technology Sydney, Sydney, NSW, Australia"],"affiliations":[{"raw_affiliation_string":"DeSI Laboratory, University of Technology Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035486559","display_name":"Meng Joo Er","orcid":"https://orcid.org/0000-0003-4597-7088"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Meng Joo Er","raw_affiliation_strings":["School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore"],"affiliations":[{"raw_affiliation_string":"School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5036928886"],"corresponding_institution_ids":["https://openalex.org/I196829312"],"apc_list":null,"apc_paid":null,"fwci":23.8529,"has_fulltext":true,"cited_by_count":150,"citation_normalized_percentile":{"value":0.99461078,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"25","issue":"5","first_page":"1175","last_page":"1192"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9998000264167786,"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":0.9998000264167786,"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/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.995199978351593,"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/T10320","display_name":"Neural Networks and Applications","score":0.984000027179718,"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/computer-science","display_name":"Computer science","score":0.724050760269165},{"id":"https://openalex.org/keywords/fuzzy-rule","display_name":"Fuzzy rule","score":0.6124894022941589},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6029639840126038},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5709189772605896},{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.5127835869789124},{"id":"https://openalex.org/keywords/neuro-fuzzy","display_name":"Neuro-fuzzy","score":0.5005230903625488},{"id":"https://openalex.org/keywords/data-stream-mining","display_name":"Data stream mining","score":0.477300763130188},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.468985378742218},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4341892600059509},{"id":"https://openalex.org/keywords/curse-of-dimensionality","display_name":"Curse of dimensionality","score":0.42790234088897705},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.40006616711616516},{"id":"https://openalex.org/keywords/fuzzy-control-system","display_name":"Fuzzy control system","score":0.3975614905357361}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.724050760269165},{"id":"https://openalex.org/C2780049643","wikidata":"https://www.wikidata.org/wiki/Q5511139","display_name":"Fuzzy rule","level":4,"score":0.6124894022941589},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6029639840126038},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5709189772605896},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.5127835869789124},{"id":"https://openalex.org/C29470771","wikidata":"https://www.wikidata.org/wiki/Q4165150","display_name":"Neuro-fuzzy","level":4,"score":0.5005230903625488},{"id":"https://openalex.org/C89198739","wikidata":"https://www.wikidata.org/wiki/Q3079880","display_name":"Data stream mining","level":2,"score":0.477300763130188},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.468985378742218},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4341892600059509},{"id":"https://openalex.org/C111030470","wikidata":"https://www.wikidata.org/wiki/Q1430460","display_name":"Curse of dimensionality","level":2,"score":0.42790234088897705},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.40006616711616516},{"id":"https://openalex.org/C195975749","wikidata":"https://www.wikidata.org/wiki/Q1475705","display_name":"Fuzzy control system","level":3,"score":0.3975614905357361}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tfuzz.2016.2599855","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tfuzz.2016.2599855","pdf_url":null,"source":{"id":"https://openalex.org/S134177497","display_name":"IEEE Transactions on Fuzzy Systems","issn_l":"1063-6706","issn":["1063-6706","1941-0034"],"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 Fuzzy Systems","raw_type":"journal-article"},{"id":"pmh:oai:opus.lib.uts.edu.au:10453/124964","is_oa":true,"landing_page_url":"http://hdl.handle.net/10453/124964","pdf_url":"https://opus.lib.uts.edu.au/bitstream/10453/124964/4/TFS-2015-0793%20revised.pdf","source":{"id":"https://openalex.org/S4306401357","display_name":"UTS ePRESS (University of Technology Sydney)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I114017466","host_organization_name":"University of Technology Sydney","host_organization_lineage":["https://openalex.org/I114017466"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal Article"}],"best_oa_location":{"id":"pmh:oai:opus.lib.uts.edu.au:10453/124964","is_oa":true,"landing_page_url":"http://hdl.handle.net/10453/124964","pdf_url":"https://opus.lib.uts.edu.au/bitstream/10453/124964/4/TFS-2015-0793%20revised.pdf","source":{"id":"https://openalex.org/S4306401357","display_name":"UTS ePRESS (University of Technology Sydney)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I114017466","host_organization_name":"University of Technology Sydney","host_organization_lineage":["https://openalex.org/I114017466"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal Article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.4699999988079071}],"awards":[{"id":"https://openalex.org/G4622406375","display_name":null,"funder_award_id":"DP150101645","funder_id":"https://openalex.org/F4320334704","funder_display_name":"Australian Research Council"},{"id":"https://openalex.org/G611870384","display_name":null,"funder_award_id":"grant","funder_id":"https://openalex.org/F4320334704","funder_display_name":"Australian Research Council"},{"id":"https://openalex.org/G8007097569","display_name":null,"funder_award_id":"150101645","funder_id":"https://openalex.org/F4320334704","funder_display_name":"Australian Research Council"}],"funders":[{"id":"https://openalex.org/F4320315885","display_name":"Australian Government","ror":"https://ror.org/0314h5y94"},{"id":"https://openalex.org/F4320320577","display_name":"La Trobe University","ror":"https://ror.org/01rxfrp27"},{"id":"https://openalex.org/F4320327923","display_name":"Linz Center of Mechatronics","ror":"https://ror.org/05dwv6530"},{"id":"https://openalex.org/F4320334704","display_name":"Australian Research Council","ror":"https://ror.org/05mmh0f86"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2511274580.pdf","grobid_xml":"https://content.openalex.org/works/W2511274580.grobid-xml"},"referenced_works_count":71,"referenced_works":["https://openalex.org/W100400052","https://openalex.org/W322952782","https://openalex.org/W1498610047","https://openalex.org/W1507872748","https://openalex.org/W1537430301","https://openalex.org/W1570448133","https://openalex.org/W1570834090","https://openalex.org/W1966654857","https://openalex.org/W1967708238","https://openalex.org/W1967764809","https://openalex.org/W1981144549","https://openalex.org/W1994477199","https://openalex.org/W1995669310","https://openalex.org/W1999482631","https://openalex.org/W2007042673","https://openalex.org/W2015630349","https://openalex.org/W2018162007","https://openalex.org/W2019207321","https://openalex.org/W2024450772","https://openalex.org/W2036485694","https://openalex.org/W2036984693","https://openalex.org/W2043637184","https://openalex.org/W2052201135","https://openalex.org/W2052345845","https://openalex.org/W2056901498","https://openalex.org/W2057683924","https://openalex.org/W2057974719","https://openalex.org/W2060542593","https://openalex.org/W2060980900","https://openalex.org/W2063615663","https://openalex.org/W2067966792","https://openalex.org/W2076665520","https://openalex.org/W2081717961","https://openalex.org/W2082425819","https://openalex.org/W2086008478","https://openalex.org/W2087822830","https://openalex.org/W2090783579","https://openalex.org/W2092144116","https://openalex.org/W2092911486","https://openalex.org/W2093768254","https://openalex.org/W2097973719","https://openalex.org/W2102373459","https://openalex.org/W2103858464","https://openalex.org/W2105234323","https://openalex.org/W2114883321","https://openalex.org/W2124041779","https://openalex.org/W2133267871","https://openalex.org/W2134961275","https://openalex.org/W2135849563","https://openalex.org/W2136340804","https://openalex.org/W2136496883","https://openalex.org/W2144584868","https://openalex.org/W2147199167","https://openalex.org/W2151863350","https://openalex.org/W2152623177","https://openalex.org/W2156571267","https://openalex.org/W2162635690","https://openalex.org/W2162706466","https://openalex.org/W2169814901","https://openalex.org/W2169934749","https://openalex.org/W2170104456","https://openalex.org/W2170937782","https://openalex.org/W2293050121","https://openalex.org/W2415111748","https://openalex.org/W2469497343","https://openalex.org/W2475489172","https://openalex.org/W2500228126","https://openalex.org/W2598771954","https://openalex.org/W4245152641","https://openalex.org/W6675802861","https://openalex.org/W6682904970"],"related_works":["https://openalex.org/W2105581726","https://openalex.org/W2104217550","https://openalex.org/W2362288831","https://openalex.org/W1967710160","https://openalex.org/W2149148545","https://openalex.org/W2125749272","https://openalex.org/W3015687126","https://openalex.org/W2367214980","https://openalex.org/W1508347401","https://openalex.org/W2138230494"],"abstract_inverted_index":{"The":[0,125,161,207],"age":[1],"of":[2,14,34,60,67,84,92,167,190,195,209],"online":[3,203],"data":[4,26,52,85,218],"stream":[5],"and":[6,57,89,180,216,220],"dynamic":[7],"environments":[8],"results":[9],"in":[10,24,71,115,182],"the":[11,38,44,58,72,82,90,138,144,151,157,171,183,193],"increasing":[12],"demand":[13],"advanced":[15],"machine":[16],"learning":[17,185,224],"techniques":[18],"to":[19,42,80],"deal":[20],"with":[21,192,202,222],"concept":[22,166],"drifts":[23],"large":[25],"streams.":[27],"Evolving":[28],"fuzzy":[29,39,101,108,135,172],"systems":[30],"(EFS)":[31],"are":[32,48,69],"one":[33],"recent":[35],"initiatives":[36],"from":[37],"system":[40,55,61,93],"community":[41],"resolve":[43],"issue.":[45],"Existing":[46],"EFSs":[47,68],"not":[49],"robust":[50],"against":[51],"uncertainty,":[53,86],"temporal":[54,87],"dynamics,":[56],"absence":[59,91],"order,":[62],"because":[63,198],"a":[64,97,116,131,164],"vast":[65],"majority":[66],"designed":[70],"type-1":[73],"feedforward":[74],"network":[75,110,119,128],"architecture.":[76],"This":[77],"paper":[78],"aims":[79],"solve":[81],"issue":[83],"behavior,":[88],"order":[94],"by":[95,156],"developing":[96],"novel":[98],"evolving":[99,105,168],"recurrent":[100,107,118,123,127],"neural":[102,109],"network,":[103],"called":[104],"type-2":[106,134,146],"(eT2RFNN).":[111],"eT2RFNN":[112,162,187,210,226],"is":[113,141,154,188,200],"constructed":[114],"new":[117,126],"architecture,":[120],"featuring":[121],"double":[122],"layers.":[124],"architecture":[129],"evolves":[130],"generalized":[132],"interval":[133,145],"rule,":[136],"where":[137,170],"rule":[139,152,173],"premise":[140],"built":[142],"upon":[143],"multivariate":[147],"Gaussian":[148],"function,":[149],"whereas":[150],"consequent":[153],"crafted":[155],"nonlinear":[158],"wavelet":[159],"function.":[160],"adopts":[163],"holistic":[165],"systems,":[169],"can":[174],"be":[175],"automatically":[176],"generated,":[177],"pruned,":[178],"merged,":[179],"recalled":[181],"single-pass":[184],"mode.":[186],"capable":[189],"coping":[191],"problem":[194],"high":[196],"dimensionality":[197],"it":[199],"equipped":[201],"feature":[204],"selection":[205],"technology.":[206],"efficacy":[208],"was":[211],"experimentally":[212],"validated":[213],"using":[214],"artificial":[215],"real-world":[217],"streams":[219],"compared":[221],"prominent":[223],"algorithms.":[225],"produced":[227],"more":[228],"reliable":[229],"predictive":[230],"accuracy,":[231],"while":[232],"retaining":[233],"lower":[234],"complexity":[235],"than":[236],"its":[237],"counterparts.":[238]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":12},{"year":2023,"cited_by_count":15},{"year":2022,"cited_by_count":19},{"year":2021,"cited_by_count":15},{"year":2020,"cited_by_count":28},{"year":2019,"cited_by_count":25},{"year":2018,"cited_by_count":18},{"year":2017,"cited_by_count":10},{"year":2016,"cited_by_count":1}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
