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Abstract

Rough set theory is an important tool to extract knowledge from relational databases. The original definitions of approximation operators are based on an indiscernibility relation, which is an equivalence one. Lately, different papers have motivated the possibility of considering arbitrary relations. Nevertheless, when those are taken into account, the original definitions given by Pawlak may lose fundamental properties. This paper proposes a possible solution to the arising problems by presenting an alternative definition of approximation operators based on the closure and interior operators obtained from an isotone Galois connection. We prove that the proposed definition satisfies interesting properties and that it also improves object classification tasks.

DOI: https://doi.org/10.34768/amcs-2020-0023 | Journal eISSN: 2083-8492 | Journal ISSN: 1641-876X
Language: English
Page range: 299 - 313
Submitted on: Jun 9, 2019
Accepted on: Feb 13, 2020
Published on: Jul 4, 2020
Published by: University of Zielona Góra
In partnership with: Paradigm Publishing Services
Publication frequency: 4 issues per year

© 2020 Nicolás Madrid, Jesús Medina, Eloísa Ramírez-Poussa, published by University of Zielona Góra
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.