Kaolin quality determination through an algorithm based on non-parametric fuzzy logic

In this article we describe a new fuzzy supervised classification method that is a modification of the fuzzy pattern-matching multidensity classifier. The latter has been demonstrated to be one of the most effective classifiers for non-convex classes. Implementing a non- parametric density estimator...

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Autores:
Ordóñez, Celestino
Saavedra, Angeles
Araújo, María
Giráldez, Eduardo
Tipo de recurso:
Article of journal
Fecha de publicación:
2012
Institución:
Universidad Nacional de Colombia
Repositorio:
Universidad Nacional de Colombia
Idioma:
spa
OAI Identifier:
oai:repositorio.unal.edu.co:unal/40595
Acceso en línea:
https://repositorio.unal.edu.co/handle/unal/40595
http://bdigital.unal.edu.co/30692/
Palabra clave:
classification
fuzzy set
non-parametric fuzzy logic
kaolin quality
Rights
openAccess
License
Atribución-NoComercial 4.0 Internacional
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spelling Atribución-NoComercial 4.0 InternacionalDerechos reservados - Universidad Nacional de Colombiahttp://creativecommons.org/licenses/by-nc/4.0/info:eu-repo/semantics/openAccesshttp://purl.org/coar/access_right/c_abf2Ordóñez, Celestino326a9490-85ae-4280-b24e-1a5a47a34c76300Saavedra, Angelesd03a04fb-1a9b-4de1-a792-c40541023f98300Araújo, María9e147efc-5cab-4197-a36c-4e12bed1efee300Giráldez, Eduardo35d91ea4-f185-4cce-b03a-110442dea8bc3002019-06-28T09:36:27Z2019-06-28T09:36:27Z2012https://repositorio.unal.edu.co/handle/unal/40595http://bdigital.unal.edu.co/30692/In this article we describe a new fuzzy supervised classification method that is a modification of the fuzzy pattern-matching multidensity classifier. The latter has been demonstrated to be one of the most effective classifiers for non-convex classes. Implementing a non- parametric density estimator in one stage of the parametric method, we developed a fuzzy non-parametric classifier that manages to avoid some of the problems associated with the parametric method. The method was applied to a mineralogy problem consistingof classifying kaolin samples according to different ceramic quality levels. Our results produced error percentages that were lower than those for the parametric method.application/pdfspaUniversidad Nacional de Colombia Sede Medellínhttp://revistas.unal.edu.co/index.php/dyna/article/view/29570Universidad Nacional de Colombia Revistas electrónicas UN DynaDynaDyna; Vol. 79, núm. 171 (2012); 59-64 DYNA; Vol. 79, núm. 171 (2012); 59-64 2346-2183 0012-7353Ordóñez, Celestino and Saavedra, Angeles and Araújo, María and Giráldez, Eduardo (2012) Kaolin quality determination through an algorithm based on non-parametric fuzzy logic. Dyna; Vol. 79, núm. 171 (2012); 59-64 DYNA; Vol. 79, núm. 171 (2012); 59-64 2346-2183 0012-7353 .Kaolin quality determination through an algorithm based on non-parametric fuzzy logicArtículo de revistainfo:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionhttp://purl.org/coar/resource_type/c_6501http://purl.org/coar/resource_type/c_2df8fbb1http://purl.org/coar/version/c_970fb48d4fbd8a85Texthttp://purl.org/redcol/resource_type/ARTclassificationfuzzy setnon-parametric fuzzy logickaolin qualityORIGINAL29570-106201-1-PB.pdfapplication/pdf454849https://repositorio.unal.edu.co/bitstream/unal/40595/1/29570-106201-1-PB.pdf5f720e24fe0b23f56847b779a236eb79MD5129570-158566-1-PB.htmltext/html30981https://repositorio.unal.edu.co/bitstream/unal/40595/2/29570-158566-1-PB.html59ce254c4f61fcb55523a20c9fc7615cMD52THUMBNAIL29570-106201-1-PB.pdf.jpg29570-106201-1-PB.pdf.jpgGenerated Thumbnailimage/jpeg9373https://repositorio.unal.edu.co/bitstream/unal/40595/3/29570-106201-1-PB.pdf.jpg181ee79df199bdde81a4391eba870c2dMD53unal/40595oai:repositorio.unal.edu.co:unal/405952024-01-25 23:06:52.949Repositorio Institucional Universidad Nacional de Colombiarepositorio_nal@unal.edu.co
dc.title.spa.fl_str_mv Kaolin quality determination through an algorithm based on non-parametric fuzzy logic
title Kaolin quality determination through an algorithm based on non-parametric fuzzy logic
spellingShingle Kaolin quality determination through an algorithm based on non-parametric fuzzy logic
classification
fuzzy set
non-parametric fuzzy logic
kaolin quality
title_short Kaolin quality determination through an algorithm based on non-parametric fuzzy logic
title_full Kaolin quality determination through an algorithm based on non-parametric fuzzy logic
title_fullStr Kaolin quality determination through an algorithm based on non-parametric fuzzy logic
title_full_unstemmed Kaolin quality determination through an algorithm based on non-parametric fuzzy logic
title_sort Kaolin quality determination through an algorithm based on non-parametric fuzzy logic
dc.creator.fl_str_mv Ordóñez, Celestino
Saavedra, Angeles
Araújo, María
Giráldez, Eduardo
dc.contributor.author.spa.fl_str_mv Ordóñez, Celestino
Saavedra, Angeles
Araújo, María
Giráldez, Eduardo
dc.subject.proposal.spa.fl_str_mv classification
fuzzy set
non-parametric fuzzy logic
kaolin quality
topic classification
fuzzy set
non-parametric fuzzy logic
kaolin quality
description In this article we describe a new fuzzy supervised classification method that is a modification of the fuzzy pattern-matching multidensity classifier. The latter has been demonstrated to be one of the most effective classifiers for non-convex classes. Implementing a non- parametric density estimator in one stage of the parametric method, we developed a fuzzy non-parametric classifier that manages to avoid some of the problems associated with the parametric method. The method was applied to a mineralogy problem consistingof classifying kaolin samples according to different ceramic quality levels. Our results produced error percentages that were lower than those for the parametric method.
publishDate 2012
dc.date.issued.spa.fl_str_mv 2012
dc.date.accessioned.spa.fl_str_mv 2019-06-28T09:36:27Z
dc.date.available.spa.fl_str_mv 2019-06-28T09:36:27Z
dc.type.spa.fl_str_mv Artículo de revista
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url https://repositorio.unal.edu.co/handle/unal/40595
http://bdigital.unal.edu.co/30692/
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dc.relation.spa.fl_str_mv http://revistas.unal.edu.co/index.php/dyna/article/view/29570
dc.relation.ispartof.spa.fl_str_mv Universidad Nacional de Colombia Revistas electrónicas UN Dyna
Dyna
dc.relation.ispartofseries.none.fl_str_mv Dyna; Vol. 79, núm. 171 (2012); 59-64 DYNA; Vol. 79, núm. 171 (2012); 59-64 2346-2183 0012-7353
dc.relation.references.spa.fl_str_mv Ordóñez, Celestino and Saavedra, Angeles and Araújo, María and Giráldez, Eduardo (2012) Kaolin quality determination through an algorithm based on non-parametric fuzzy logic. Dyna; Vol. 79, núm. 171 (2012); 59-64 DYNA; Vol. 79, núm. 171 (2012); 59-64 2346-2183 0012-7353 .
dc.rights.spa.fl_str_mv Derechos reservados - Universidad Nacional de Colombia
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dc.rights.license.spa.fl_str_mv Atribución-NoComercial 4.0 Internacional
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dc.rights.accessrights.spa.fl_str_mv info:eu-repo/semantics/openAccess
rights_invalid_str_mv Atribución-NoComercial 4.0 Internacional
Derechos reservados - Universidad Nacional de Colombia
http://creativecommons.org/licenses/by-nc/4.0/
http://purl.org/coar/access_right/c_abf2
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dc.publisher.spa.fl_str_mv Universidad Nacional de Colombia Sede Medellín
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