Cargando…
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...
Autores principales: | , , , |
---|---|
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 |
_version_ | 1783586658623422464 |
---|---|
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. |
format | Online Article Text |
id | pubmed-7514742 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT sangbinbin themethodofdataanalysisinintuitionisticfuzzygeneralizedconsistentdecisionformalcontext AT longbinghan themethodofdataanalysisinintuitionisticfuzzygeneralizedconsistentdecisionformalcontext AT pangjinzhong themethodofdataanalysisinintuitionisticfuzzygeneralizedconsistentdecisionformalcontext AT xuweihua themethodofdataanalysisinintuitionisticfuzzygeneralizedconsistentdecisionformalcontext AT sangbinbin methodofdataanalysisinintuitionisticfuzzygeneralizedconsistentdecisionformalcontext AT longbinghan methodofdataanalysisinintuitionisticfuzzygeneralizedconsistentdecisionformalcontext AT pangjinzhong methodofdataanalysisinintuitionisticfuzzygeneralizedconsistentdecisionformalcontext AT xuweihua methodofdataanalysisinintuitionisticfuzzygeneralizedconsistentdecisionformalcontext |