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Approximation operators via TD-matroids on two sets

Rough set theory is an extension of set theory with two additional unary set-theoretic operators known as approximation in order to extract information and knowledge. It needs the basic, or say definable, knowledge to approximate the undefinable knowledge in a knowledge space using the pair of appro...

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Autores principales: Wang, Gang, Mao, Hua
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9361929/
https://www.ncbi.nlm.nih.gov/pubmed/35966347
http://dx.doi.org/10.1007/s00500-022-07367-3
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author Wang, Gang
Mao, Hua
author_facet Wang, Gang
Mao, Hua
author_sort Wang, Gang
collection PubMed
description Rough set theory is an extension of set theory with two additional unary set-theoretic operators known as approximation in order to extract information and knowledge. It needs the basic, or say definable, knowledge to approximate the undefinable knowledge in a knowledge space using the pair of approximation operators. Many existed approximation operators are expressed with unary form. How to mine the knowledge which is asked by binary form with rough set has received less research attention, though there are strong needs to reveal the answer for this challenging problem. There exist many information with matroid constraints since matroid provides a platform for combinatorial algorithms especially greedy algorithm. Hence, it is necessary to consider a matroidal structure on two sets no matter the two sets are the same or not. In this paper, we investigate the construction of approximation operators expressed by binary form with matroid theory, and the constructions of matroidal structure aided by a pair of approximation operators expressed by binary form. First, we provide a kind of matroidal structure—TD-matroid defined on two sets as a generalization of Whitney classical matroid. Second, we introduce this new matroidal construction to rough set and construct a pair of approximation operators expressed with binary form. Third, using the existed pair of approximation operators expressed with binary form, we build up two concrete TD-matroids. Fourth, for TD-matroid and the approximation operators expressed by binary form on two sets, we seek out their properties with aspect of posets, respectively. Through the paper, we use some biological examples to explain and test the correct of obtained results. In summary, this paper provides a new approach to research rough set theory and matroid theory on two sets, and to study on their applications each other.
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spelling pubmed-93619292022-08-10 Approximation operators via TD-matroids on two sets Wang, Gang Mao, Hua Soft comput Foundations Rough set theory is an extension of set theory with two additional unary set-theoretic operators known as approximation in order to extract information and knowledge. It needs the basic, or say definable, knowledge to approximate the undefinable knowledge in a knowledge space using the pair of approximation operators. Many existed approximation operators are expressed with unary form. How to mine the knowledge which is asked by binary form with rough set has received less research attention, though there are strong needs to reveal the answer for this challenging problem. There exist many information with matroid constraints since matroid provides a platform for combinatorial algorithms especially greedy algorithm. Hence, it is necessary to consider a matroidal structure on two sets no matter the two sets are the same or not. In this paper, we investigate the construction of approximation operators expressed by binary form with matroid theory, and the constructions of matroidal structure aided by a pair of approximation operators expressed by binary form. First, we provide a kind of matroidal structure—TD-matroid defined on two sets as a generalization of Whitney classical matroid. Second, we introduce this new matroidal construction to rough set and construct a pair of approximation operators expressed with binary form. Third, using the existed pair of approximation operators expressed with binary form, we build up two concrete TD-matroids. Fourth, for TD-matroid and the approximation operators expressed by binary form on two sets, we seek out their properties with aspect of posets, respectively. Through the paper, we use some biological examples to explain and test the correct of obtained results. In summary, this paper provides a new approach to research rough set theory and matroid theory on two sets, and to study on their applications each other. Springer Berlin Heidelberg 2022-08-03 2022 /pmc/articles/PMC9361929/ /pubmed/35966347 http://dx.doi.org/10.1007/s00500-022-07367-3 Text en © The Author(s), under exclusive licence to Springer-Verlag GmbH Germany, part of Springer Nature 2022, Springer Nature or its licensor holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law. This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Foundations
Wang, Gang
Mao, Hua
Approximation operators via TD-matroids on two sets
title Approximation operators via TD-matroids on two sets
title_full Approximation operators via TD-matroids on two sets
title_fullStr Approximation operators via TD-matroids on two sets
title_full_unstemmed Approximation operators via TD-matroids on two sets
title_short Approximation operators via TD-matroids on two sets
title_sort approximation operators via td-matroids on two sets
topic Foundations
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9361929/
https://www.ncbi.nlm.nih.gov/pubmed/35966347
http://dx.doi.org/10.1007/s00500-022-07367-3
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