{"id":"https://openalex.org/W1980007774","doi":"https://doi.org/10.1109/fuzz-ieee.2014.6891560","title":"A novel meta-cognitive-based scaffolding classifier to sequential non-stationary classification problems","display_name":"A novel meta-cognitive-based scaffolding classifier to sequential non-stationary classification problems","publication_year":2014,"publication_date":"2014-07-01","ids":{"openalex":"https://openalex.org/W1980007774","doi":"https://doi.org/10.1109/fuzz-ieee.2014.6891560","mag":"1980007774"},"language":"en","primary_location":{"id":"doi:10.1109/fuzz-ieee.2014.6891560","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fuzz-ieee.2014.6891560","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)","raw_type":"proceedings-article"},"type":"conference-paper","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/I1323252656","display_name":"Information Technology University","ror":"https://ror.org/00ngv8j44","country_code":"PK","type":"education","lineage":["https://openalex.org/I1323252656"]},{"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","PK"],"is_corresponding":false,"raw_author_name":"Mahardhika Pratama","raw_affiliation_strings":["School of Engineering and Information Technology, The University of New South Wales"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering and Information Technology, The University of New South Wales","institution_ids":["https://openalex.org/I1323252656","https://openalex.org/I31746571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100535634","display_name":"Joo Er Meng","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":"Joo Er Meng","raw_affiliation_strings":["School of Electrical & Electronic Engineering , Nanyang Technological University , Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Electrical & Electronic Engineering , Nanyang Technological University , Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"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/I1323252656","display_name":"Information Technology University","ror":"https://ror.org/00ngv8j44","country_code":"PK","type":"education","lineage":["https://openalex.org/I1323252656"]},{"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","PK"],"is_corresponding":false,"raw_author_name":"Sreenatha G. Anavatti","raw_affiliation_strings":["School of Engineering and Information Technology, The University of New South Wales"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Engineering and Information Technology, The University of New South Wales","institution_ids":["https://openalex.org/I1323252656","https://openalex.org/I31746571"]}]},{"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, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Knowledge-Based Mathematical Systems, Johannes Kepler University, Austria","institution_ids":["https://openalex.org/I121883995"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058107332","display_name":"Ning Wang","orcid":"https://orcid.org/0000-0003-1745-1425"},"institutions":[{"id":"https://openalex.org/I43313876","display_name":"Dalian Maritime University","ror":"https://ror.org/002b7nr53","country_code":"CN","type":"education","lineage":["https://openalex.org/I43313876"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ning Wang","raw_affiliation_strings":["Marine Engineering College, Dalian Maritime University, China","Marine Engineering College, Dalian Maritime University, China#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Marine Engineering College, Dalian Maritime University, China","institution_ids":["https://openalex.org/I43313876"]},{"raw_affiliation_string":"Marine Engineering College, Dalian Maritime University, China#TAB#","institution_ids":["https://openalex.org/I43313876"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077491261","display_name":"Imam Arifin","orcid":null},"institutions":[{"id":"https://openalex.org/I166843116","display_name":"Sepuluh Nopember Institute of Technology","ror":"https://ror.org/05kbmmt89","country_code":"ID","type":"education","lineage":["https://openalex.org/I166843116"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Imam Arifin","raw_affiliation_strings":["Department of electrical engineering, Institut Teknologi Sepuluh Nopember, Indonesia","Department of Electrical Engineering, Institut Teknologi Sepuluh Nopember, INDONESIA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of electrical engineering, Institut Teknologi Sepuluh Nopember, Indonesia","institution_ids":["https://openalex.org/I166843116"]},{"raw_affiliation_string":"Department of Electrical Engineering, Institut Teknologi Sepuluh Nopember, INDONESIA","institution_ids":["https://openalex.org/I166843116"]}]}],"institutions":[],"countries_distinct_count":6,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.8948,"has_fulltext":false,"cited_by_count":18,"citation_normalized_percentile":{"value":0.92578449,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"369","last_page":"376"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9977999925613403,"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/T10320","display_name":"Neural Networks and Applications","score":0.9977999925613403,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.9968000054359436,"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/T11975","display_name":"Evolutionary Algorithms and Applications","score":0.9929999709129333,"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":0.7651017904281616},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.7342239618301392},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6891196966171265},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6736367344856262},{"id":"https://openalex.org/keywords/cognition","display_name":"Cognition","score":0.554115891456604},{"id":"https://openalex.org/keywords/learning-classifier-system","display_name":"Learning classifier system","score":0.422383189201355},{"id":"https://openalex.org/keywords/empirical-research","display_name":"Empirical research","score":0.42010557651519775},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.22689536213874817}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7651017904281616},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.7342239618301392},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6891196966171265},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6736367344856262},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"score":0.554115891456604},{"id":"https://openalex.org/C199190896","wikidata":"https://www.wikidata.org/wiki/Q3509276","display_name":"Learning classifier system","level":3,"score":0.422383189201355},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.42010557651519775},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.22689536213874817},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","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},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/fuzz-ieee.2014.6891560","is_oa":false,"landing_page_url":"https://doi.org/10.1109/fuzz-ieee.2014.6891560","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.6200000047683716,"display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W322952782","https://openalex.org/W1541274513","https://openalex.org/W1598182466","https://openalex.org/W1967764809","https://openalex.org/W1969885712","https://openalex.org/W1999482631","https://openalex.org/W1999626445","https://openalex.org/W2006476624","https://openalex.org/W2010877333","https://openalex.org/W2019357403","https://openalex.org/W2028063358","https://openalex.org/W2030950474","https://openalex.org/W2052345845","https://openalex.org/W2052873478","https://openalex.org/W2065537202","https://openalex.org/W2075427495","https://openalex.org/W2085583853","https://openalex.org/W2090783579","https://openalex.org/W2092513867","https://openalex.org/W2092682490","https://openalex.org/W2093768254","https://openalex.org/W2093950336","https://openalex.org/W2100157781","https://openalex.org/W2102373459","https://openalex.org/W2109205796","https://openalex.org/W2123003172","https://openalex.org/W2126546338","https://openalex.org/W2129758871","https://openalex.org/W2135791206","https://openalex.org/W2135943618","https://openalex.org/W2140389641","https://openalex.org/W2141804730","https://openalex.org/W2144584868","https://openalex.org/W2158054309","https://openalex.org/W2171253128"],"related_works":["https://openalex.org/W4364374183","https://openalex.org/W2917666173","https://openalex.org/W4306321456","https://openalex.org/W2156006853","https://openalex.org/W2961085424","https://openalex.org/W4285046548","https://openalex.org/W2090182691","https://openalex.org/W4213073923","https://openalex.org/W3196155444","https://openalex.org/W4321844043"],"abstract_inverted_index":{"A":[0,113],"novel":[1],"meta-cognitive-based":[2],"scaffolding":[3,81],"classifier,":[4],"namely":[5],"Generic-Classifier":[6],"(gClass),":[7],"is":[8,25,36,54,77,120],"proposed":[9],"in":[10,18,28,66,90,94,101,108,117],"this":[11],"paper":[12],"to":[13,40,44,56,78,103],"handle":[14],"non-stationary":[15],"classification":[16,47],"problems":[17],"the":[19,29,33,46,58,80,91,95,105,140],"single-pass":[20],"learning":[21,24,31,34,42,82],"mode.":[22],"Meta-cognitive":[23],"a":[26,86,146],"breakthrough":[27],"machine":[30],"where":[32,123,145],"process":[35],"not":[37],"only":[38],"directed":[39],"craft":[41],"strategies":[43],"exacerbate":[45],"rates,":[48],"i.e.,":[49],"how-to-leam":[50],"aspect,":[51],"but":[52],"also":[53],"focused":[55],"accommodate":[57],"emotional":[59],"reasoning":[60],"and":[61,70,151],"commonsense":[62],"of":[63,68,75,98,138],"human":[64],"being":[65],"terms":[67],"what-to-leam":[69],"when-to-learn":[71],"facets.":[72],"The":[73],"crux":[74],"gClass":[76,124,133],"synergize":[79],"concept,":[83],"which":[84],"constitutes":[85],"well-known":[87],"tutoring":[88],"theory":[89],"psychological":[92],"literatures,":[93],"how-to-learn":[96],"context":[97],"meta-cognitive":[99],"learning,":[100],"order":[102],"boost":[104],"learner's":[106],"performance":[107],"dealing":[109],"with":[110,129],"complex":[111],"data.":[112],"comprehensive":[114],"empirical":[115],"studies":[116],"time-varying":[118],"datasets":[119],"carried":[121],"out,":[122],"numerical":[125,143],"results":[126,144],"are":[127],"benchmarked":[128],"other":[130],"state-of-the-art":[131],"classifiers.":[132],"is,":[134],"generally":[135],"speaking,":[136],"capable":[137],"delivering":[139],"most":[141],"encouraging":[142],"trade-off":[147],"between":[148],"predictive":[149],"accuracy":[150],"classifier's":[152],"complexity":[153],"can":[154],"be":[155],"achieved.":[156]},"counts_by_year":[{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":5},{"year":2016,"cited_by_count":4},{"year":2015,"cited_by_count":4},{"year":2014,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
