{"id":"https://openalex.org/W2036485694","doi":"https://doi.org/10.1109/tfuzz.2014.2312983","title":"pClass: An Effective Classifier for Streaming Examples","display_name":"pClass: An Effective Classifier for Streaming Examples","publication_year":2014,"publication_date":"2014-03-20","ids":{"openalex":"https://openalex.org/W2036485694","doi":"https://doi.org/10.1109/tfuzz.2014.2312983","mag":"2036485694"},"language":"en","primary_location":{"id":"doi:10.1109/tfuzz.2014.2312983","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tfuzz.2014.2312983","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":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"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/I188329596","display_name":"University of Canberra","ror":"https://ror.org/04s1nv328","country_code":"AU","type":"education","lineage":["https://openalex.org/I188329596"]},{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Mahardhika Pratama","raw_affiliation_strings":["School of Engineering and Information Technology, University Of New South Wales, Canberra, BC, Australia","[School of Engineering and Information Technology, University Of New South Wales, Canberra, BC, Australia]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering and Information Technology, University Of New South Wales, Canberra, BC, Australia","institution_ids":["https://openalex.org/I188329596"]},{"raw_affiliation_string":"[School of Engineering and Information Technology, University Of New South Wales, Canberra, BC, Australia]","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032529996","display_name":"Sreenatha G. Anavatti","orcid":"https://orcid.org/0000-0002-4754-8191"},"institutions":[{"id":"https://openalex.org/I188329596","display_name":"University of Canberra","ror":"https://ror.org/04s1nv328","country_code":"AU","type":"education","lineage":["https://openalex.org/I188329596"]},{"id":"https://openalex.org/I31746571","display_name":"UNSW Sydney","ror":"https://ror.org/03r8z3t63","country_code":"AU","type":"education","lineage":["https://openalex.org/I31746571"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Sreenatha G. Anavatti","raw_affiliation_strings":["School of Engineering and Information Technology, University Of New South Wales, Canberra, BC, Australia","[School of Engineering and Information Technology, University Of New South Wales, Canberra, BC, Australia]"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering and Information Technology, University Of New South Wales, Canberra, BC, Australia","institution_ids":["https://openalex.org/I188329596"]},{"raw_affiliation_string":"[School of Engineering and Information Technology, University Of New South Wales, Canberra, BC, Australia]","institution_ids":["https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075375548","display_name":"Meng Joo","orcid":null},"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","raw_affiliation_strings":["Department of Electrical and Electronic Engineering, Nanyang Technological University, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronic Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010578654","display_name":"Edwin Lughofer","orcid":"https://orcid.org/0000-0003-1560-5136"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Edwin David Lughofer","raw_affiliation_strings":["Department of Knowledge-Based Mathematical Systems, University of Linz, Linz, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Knowledge-Based Mathematical Systems, University of Linz, Linz, Austria","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":21.1232,"has_fulltext":false,"cited_by_count":108,"citation_normalized_percentile":{"value":0.99455267,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"23","issue":"2","first_page":"369","last_page":"386"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9997000098228455,"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":0.9997000098228455,"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/T11667","display_name":"Advanced Chemical Sensor Technologies","score":0.988099992275238,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10820","display_name":"Fuzzy Logic and Control Systems","score":0.9799000024795532,"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":0.7883262634277344},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.6854366064071655},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5934203863143921},{"id":"https://openalex.org/keywords/fuzzy-rule","display_name":"Fuzzy rule","score":0.5421382784843445},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5397804975509644},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.5342565774917603},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.48482027649879456},{"id":"https://openalex.org/keywords/on-the-fly","display_name":"On the fly","score":0.469698429107666},{"id":"https://openalex.org/keywords/plug-and-play","display_name":"Plug and play","score":0.46895498037338257},{"id":"https://openalex.org/keywords/knowledge-base","display_name":"Knowledge base","score":0.4548899829387665},{"id":"https://openalex.org/keywords/fuzzy-control-system","display_name":"Fuzzy control system","score":0.33380812406539917}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7883262634277344},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.6854366064071655},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5934203863143921},{"id":"https://openalex.org/C2780049643","wikidata":"https://www.wikidata.org/wiki/Q5511139","display_name":"Fuzzy rule","level":4,"score":0.5421382784843445},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5397804975509644},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.5342565774917603},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.48482027649879456},{"id":"https://openalex.org/C2781020372","wikidata":"https://www.wikidata.org/wiki/Q533093","display_name":"On the fly","level":2,"score":0.469698429107666},{"id":"https://openalex.org/C2780070844","wikidata":"https://www.wikidata.org/wiki/Q857815","display_name":"Plug and play","level":2,"score":0.46895498037338257},{"id":"https://openalex.org/C4554734","wikidata":"https://www.wikidata.org/wiki/Q593744","display_name":"Knowledge base","level":2,"score":0.4548899829387665},{"id":"https://openalex.org/C195975749","wikidata":"https://www.wikidata.org/wiki/Q1475705","display_name":"Fuzzy control system","level":3,"score":0.33380812406539917},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tfuzz.2014.2312983","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tfuzz.2014.2312983","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"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":62,"referenced_works":["https://openalex.org/W100400052","https://openalex.org/W322952782","https://openalex.org/W1508853606","https://openalex.org/W1549707591","https://openalex.org/W1565746575","https://openalex.org/W1965765118","https://openalex.org/W1967764809","https://openalex.org/W1972262648","https://openalex.org/W1979041275","https://openalex.org/W1990079212","https://openalex.org/W1995365592","https://openalex.org/W1999126532","https://openalex.org/W2000066643","https://openalex.org/W2006476624","https://openalex.org/W2010877333","https://openalex.org/W2028063358","https://openalex.org/W2030950474","https://openalex.org/W2037768666","https://openalex.org/W2052201135","https://openalex.org/W2052345845","https://openalex.org/W2057812517","https://openalex.org/W2070815834","https://openalex.org/W2073238258","https://openalex.org/W2085583853","https://openalex.org/W2090468668","https://openalex.org/W2090783579","https://openalex.org/W2092682490","https://openalex.org/W2092911486","https://openalex.org/W2093347696","https://openalex.org/W2100157781","https://openalex.org/W2102373459","https://openalex.org/W2105628133","https://openalex.org/W2108136843","https://openalex.org/W2109337768","https://openalex.org/W2111072639","https://openalex.org/W2112081648","https://openalex.org/W2116119284","https://openalex.org/W2116896485","https://openalex.org/W2122592549","https://openalex.org/W2123003172","https://openalex.org/W2123825581","https://openalex.org/W2124776405","https://openalex.org/W2131246644","https://openalex.org/W2132093718","https://openalex.org/W2135335717","https://openalex.org/W2136340804","https://openalex.org/W2139327121","https://openalex.org/W2140389641","https://openalex.org/W2142827986","https://openalex.org/W2148603752","https://openalex.org/W2151863350","https://openalex.org/W2156948680","https://openalex.org/W2158054309","https://openalex.org/W2162647716","https://openalex.org/W2165691071","https://openalex.org/W2169536072","https://openalex.org/W2170262723","https://openalex.org/W2171253128","https://openalex.org/W3003253354","https://openalex.org/W6633774736","https://openalex.org/W6673179680","https://openalex.org/W6680192438"],"related_works":["https://openalex.org/W2029283450","https://openalex.org/W2095163076","https://openalex.org/W2392982955","https://openalex.org/W1986001501","https://openalex.org/W2369995614","https://openalex.org/W2078633362","https://openalex.org/W167983404","https://openalex.org/W1822436433","https://openalex.org/W2164525173","https://openalex.org/W2135010468"],"abstract_inverted_index":{"In":[0,74,120],"this":[1,75],"paper,":[2,76],"a":[3],"novel":[4],"evolving":[5],"fuzzy-rule-based":[6],"classifier,":[7],"termed":[8],"parsimonious":[9],"classifier":[10,79],"(pClass),":[11],"is":[12],"proposed.":[13],"pClass":[14,96,135],"can":[15,55],"drive":[16],"its":[17],"learning":[18,114],"engine":[19],"from":[20],"scratch":[21],"with":[22,62,124],"an":[23,34],"empty":[24],"rule":[25],"base":[26],"or":[27],"initially":[28],"trained":[29],"fuzzy":[30,147],"models.":[31],"It":[32],"adopts":[33],"open":[35],"structure":[36],"and":[37,39,51,66,84,105,116,149],"plug":[38],"play":[40],"concept":[41,111],"where":[42],"automatic":[43],"knowledge":[44,48,65],"building,":[45],"rule-based":[46],"simplification,":[47],"recall":[49],"mechanism,":[50],"soft":[52],"feature":[53],"reduction":[54],"be":[56],"carried":[57],"out":[58],"on":[59],"the":[60,95,134],"fly":[61],"limited":[63],"expert":[64],"without":[67],"prior":[68],"assumptions":[69],"to":[70],"underlying":[71],"data":[72],"distribution.":[73],"three":[77],"state-of-the-art":[78],"architectures":[80,87],"engaging":[81],"multi-input-multi-output,":[82],"multimodel,":[83],"round":[85],"robin":[86],"are":[88],"also":[89],"critically":[90],"analyzed.":[91],"The":[92],"efficacy":[93],"of":[94,103,142,146,151],"has":[97],"been":[98],"numerically":[99],"validated":[100],"by":[101],"means":[102],"real-world":[104],"synthetic":[106],"streaming":[107],"data,":[108],"possessing":[109],"various":[110],"drifts,":[112],"noisy":[113],"environments,":[115],"dynamic":[117],"class":[118],"attributes.":[119],"addition,":[121],"comparative":[122],"studies":[123],"prominent":[125],"algorithms":[126],"using":[127],"comprehensive":[128],"statistical":[129],"tests":[130],"have":[131],"confirmed":[132],"that":[133],"delivers":[136],"more":[137],"superior":[138],"performance":[139],"in":[140],"terms":[141],"classification":[143],"rate,":[144],"number":[145,150],"rules,":[148],"rule-base":[152],"parameters.":[153]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":10},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":8},{"year":2019,"cited_by_count":11},{"year":2018,"cited_by_count":11},{"year":2017,"cited_by_count":19},{"year":2016,"cited_by_count":19},{"year":2015,"cited_by_count":11},{"year":2014,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
