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eFSLab: Developing evolving fuzzy systems from data in a friendly environment

2009-08-23Comunicação em conferência Acesso restrito
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datacite.subject.sdg03:Saúde de Qualidade
datacite.subject.sdg07:Energias Renováveis e Acessíveis
datacite.subject.sdg11:Cidades e Comunidades Sustentáveis
dc.contributor.authorDourado, Antonio
dc.contributor.authorAires, Lara
dc.contributor.authorRamos, J. Victor
dc.date.accessioned2026-05-27T14:28:39Z
dc.date.available2026-05-27T14:28:39Z
dc.date.issued2009-08-23
dc.description.abstractA software lab is presented to support the development of fuzzy systems from data (data-driven approach) avoiding redundancy and unnecessary complexity in the obtained membership functions, in order to give some semantic meaning to the results. On-line mechanisms for merging membership functions and rule base simplification are implemented improving interpretability and transparency of the produced fuzzy models, allowing the minimization of redundancy and complexity of the models during their development, contributing to the transparency of the obtained rules. The application, developed in Matlab environment, and public under GNU license, is applied to one benchmark problem- the Box-Jenkins time series prediction- with illustrative results.eng
dc.description.sponsorshipThis work has been partially supported by Project CLASSE POSC/EIA/58162/2004 including EU FEDER Support
dc.identifier.citationA. Dourado, L. Aires and J. V. Ramos, "eFSLab: Developing evolving fuzzy systems from data in a friendly environment," 2009 European Control Conference (ECC), Budapest, Hungary, 2009, pp. 922-927, doi: 10.23919/ECC.2009.7074522
dc.identifier.doi10.23919/ecc.2009.7074522
dc.identifier.urihttp://hdl.handle.net/10400.8/16357
dc.language.isoeng
dc.peerreviewedyes
dc.publisherIEEE
dc.relation.hasversionhttps://ieeexplore.ieee.org/document/7074522
dc.relation.ispartof2009 European Control Conference (ECC)
dc.rights.uriN/A
dc.subjectFuzzy sets
dc.subjectFuzzy systems
dc.subjectMerging
dc.subjectBiological system modeling
dc.subjectComputational modeling
dc.subjectComplexity theory
dc.subjectBenchmark testing
dc.titleeFSLab: Developing evolving fuzzy systems from data in a friendly environmenteng
dc.typeconference paper
dspace.entity.typePublication
oaire.citation.conferenceDate2009-08-23
oaire.citation.conferencePlaceBudapest, Hungary
oaire.citation.endPage927
oaire.citation.startPage922
oaire.citation.title2009 European Control Conference (ECC)
oaire.versionhttp://purl.org/coar/version/c_970fb48d4fbd8a85

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