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Matroidal Structure of Generalized Rough Sets Based on Tolerance Relations
Rough set theory provides an effective tool to deal with uncertain, granular, and incomplete knowledge in information systems. Matroid theory generalizes the linear independence in vector spaces and has many applications in diverse fields, such as combinatorial optimization and rough sets. In this p...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4138953/ https://www.ncbi.nlm.nih.gov/pubmed/25162044 http://dx.doi.org/10.1155/2014/243070 |
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author | Li, Hui Liu, Yanfang Zhu, William |
author_facet | Li, Hui Liu, Yanfang Zhu, William |
author_sort | Li, Hui |
collection | PubMed |
description | Rough set theory provides an effective tool to deal with uncertain, granular, and incomplete knowledge in information systems. Matroid theory generalizes the linear independence in vector spaces and has many applications in diverse fields, such as combinatorial optimization and rough sets. In this paper, we construct a matroidal structure of the generalized rough set based on a tolerance relation. First, a family of sets are constructed through the lower approximation of a tolerance relation and they are proved to satisfy the circuit axioms of matroids. Thus we establish a matroid with the family of sets as its circuits. Second, we study the properties of the matroid including the base and the rank function. Moreover, we investigate the relationship between the upper approximation operator based on a tolerance relation and the closure operator of the matroid induced by the tolerance relation. Finally, from a tolerance relation, we can get a matroid of the generalized rough set based on the tolerance relation. The matroid can also induce a new relation. We investigate the connection between the original tolerance relation and the induced relation. |
format | Online Article Text |
id | pubmed-4138953 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-41389532014-08-26 Matroidal Structure of Generalized Rough Sets Based on Tolerance Relations Li, Hui Liu, Yanfang Zhu, William ScientificWorldJournal Research Article Rough set theory provides an effective tool to deal with uncertain, granular, and incomplete knowledge in information systems. Matroid theory generalizes the linear independence in vector spaces and has many applications in diverse fields, such as combinatorial optimization and rough sets. In this paper, we construct a matroidal structure of the generalized rough set based on a tolerance relation. First, a family of sets are constructed through the lower approximation of a tolerance relation and they are proved to satisfy the circuit axioms of matroids. Thus we establish a matroid with the family of sets as its circuits. Second, we study the properties of the matroid including the base and the rank function. Moreover, we investigate the relationship between the upper approximation operator based on a tolerance relation and the closure operator of the matroid induced by the tolerance relation. Finally, from a tolerance relation, we can get a matroid of the generalized rough set based on the tolerance relation. The matroid can also induce a new relation. We investigate the connection between the original tolerance relation and the induced relation. Hindawi Publishing Corporation 2014 2014-08-05 /pmc/articles/PMC4138953/ /pubmed/25162044 http://dx.doi.org/10.1155/2014/243070 Text en Copyright © 2014 Hui Li et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Li, Hui Liu, Yanfang Zhu, William Matroidal Structure of Generalized Rough Sets Based on Tolerance Relations |
title | Matroidal Structure of Generalized Rough Sets Based on Tolerance Relations |
title_full | Matroidal Structure of Generalized Rough Sets Based on Tolerance Relations |
title_fullStr | Matroidal Structure of Generalized Rough Sets Based on Tolerance Relations |
title_full_unstemmed | Matroidal Structure of Generalized Rough Sets Based on Tolerance Relations |
title_short | Matroidal Structure of Generalized Rough Sets Based on Tolerance Relations |
title_sort | matroidal structure of generalized rough sets based on tolerance relations |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4138953/ https://www.ncbi.nlm.nih.gov/pubmed/25162044 http://dx.doi.org/10.1155/2014/243070 |
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