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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| Format: | Article |
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MDPI AG
2019-03-01
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| Series: | Entropy |
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| Online Access: | http://www.mdpi.com/1099-4300/21/3/262 |
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| author | Binbin Sang Binghan Long Jinzhong Pang Weihua Xu |
| author_facet | Binbin Sang Binghan Long Jinzhong Pang Weihua Xu |
| author_sort | Binbin Sang |
| collection | DOAJ |
| 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. |
| first_indexed | 2024-04-11T21:52:29Z |
| format | Article |
| id | doaj.art-bf989b03512d4a5791801ab7886a62d3 |
| institution | Directory Open Access Journal |
| issn | 1099-4300 |
| language | English |
| last_indexed | 2024-04-11T21:52:29Z |
| publishDate | 2019-03-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Entropy |
| spelling | doaj.art-bf989b03512d4a5791801ab7886a62d32022-12-22T04:01:12ZengMDPI AGEntropy1099-43002019-03-0121326210.3390/e21030262e21030262The Method of Data Analysis in Intuitionistic Fuzzy Generalized Consistent Decision Formal ContextBinbin Sang0Binghan Long1Jinzhong Pang2Weihua Xu3School of Sciences, Chongqing University of Technology, Chongqing, 400054, ChinaSchool of Sciences, Chongqing University of Technology, Chongqing, 400054, ChinaSchool of Sciences, Chongqing University of Technology, Chongqing, 400054, ChinaSchool of Mathematics and Statistics, Southwest University, Chongqing 400715, ChinaConcept 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.http://www.mdpi.com/1099-4300/21/3/262attribute reductionconcept latticediscernibility matrixgeneralized consistent decision formal contextintuitionistic fuzzy set |
| spellingShingle | Binbin Sang Binghan Long Jinzhong Pang Weihua Xu The Method of Data Analysis in Intuitionistic Fuzzy Generalized Consistent Decision Formal Context Entropy attribute reduction concept lattice discernibility matrix generalized consistent decision formal context intuitionistic fuzzy set |
| 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 | attribute reduction concept lattice discernibility matrix generalized consistent decision formal context intuitionistic fuzzy set |
| url | http://www.mdpi.com/1099-4300/21/3/262 |
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