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The Method of Data Analysis in Intuitionistic Fuzzy Generalized Consistent Decision Formal Context

Concept lattice has been successfully applied to various fields as an effective tool for data analysis and knowledge discovery, with attribute reduction being the key problem. This paper combines the intuitionistic fuzzy theory with the concept lattice theory and proposes one kind of concept lattice...

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Detalles Bibliográficos
Autores principales: Sang, Binbin, Long, Binghan, Pang, Jinzhong, Xu, Weihua
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7514742/
https://www.ncbi.nlm.nih.gov/pubmed/33266977
http://dx.doi.org/10.3390/e21030262
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author Sang, Binbin
Long, Binghan
Pang, Jinzhong
Xu, Weihua
author_facet Sang, Binbin
Long, Binghan
Pang, Jinzhong
Xu, Weihua
author_sort Sang, Binbin
collection PubMed
description Concept lattice has been successfully applied to various fields as an effective tool for data analysis and knowledge discovery, with attribute reduction being the key problem. This paper combines the intuitionistic fuzzy theory with the concept lattice theory and proposes one kind of concept lattice in intuitionistic fuzzy generalized consistent decision formal context. Furthermore, an approach to attribute a reduction in the discernibility matrix is proposed and investigated, making the discovery of implicit knowledge easier and the representation simpler in the data system and perfecting the theory of concept lattice. Moreover, this paper studies, in detail, the algorithms and case study of data analysis in the intuitionistic fuzzy generalized consistent decision formal context. The potential value of the method to deal with information discussed in this paper, especially the value of forecasting and decision-making, is expected in future.
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spelling pubmed-75147422020-11-09 The Method of Data Analysis in Intuitionistic Fuzzy Generalized Consistent Decision Formal Context Sang, Binbin Long, Binghan Pang, Jinzhong Xu, Weihua Entropy (Basel) Article Concept lattice has been successfully applied to various fields as an effective tool for data analysis and knowledge discovery, with attribute reduction being the key problem. This paper combines the intuitionistic fuzzy theory with the concept lattice theory and proposes one kind of concept lattice in intuitionistic fuzzy generalized consistent decision formal context. Furthermore, an approach to attribute a reduction in the discernibility matrix is proposed and investigated, making the discovery of implicit knowledge easier and the representation simpler in the data system and perfecting the theory of concept lattice. Moreover, this paper studies, in detail, the algorithms and case study of data analysis in the intuitionistic fuzzy generalized consistent decision formal context. The potential value of the method to deal with information discussed in this paper, especially the value of forecasting and decision-making, is expected in future. MDPI 2019-03-07 /pmc/articles/PMC7514742/ /pubmed/33266977 http://dx.doi.org/10.3390/e21030262 Text en © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Sang, Binbin
Long, Binghan
Pang, Jinzhong
Xu, Weihua
The Method of Data Analysis in Intuitionistic Fuzzy Generalized Consistent Decision Formal Context
title The Method of Data Analysis in Intuitionistic Fuzzy Generalized Consistent Decision Formal Context
title_full The Method of Data Analysis in Intuitionistic Fuzzy Generalized Consistent Decision Formal Context
title_fullStr The Method of Data Analysis in Intuitionistic Fuzzy Generalized Consistent Decision Formal Context
title_full_unstemmed The Method of Data Analysis in Intuitionistic Fuzzy Generalized Consistent Decision Formal Context
title_short The Method of Data Analysis in Intuitionistic Fuzzy Generalized Consistent Decision Formal Context
title_sort method of data analysis in intuitionistic fuzzy generalized consistent decision formal context
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7514742/
https://www.ncbi.nlm.nih.gov/pubmed/33266977
http://dx.doi.org/10.3390/e21030262
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