A model of granular computing based on rough set theory
Ying Sai, Peiyao Nie, Dongsheng Chu
Abstract
Ying Sai, Peiyao Nie, Dongsheng Chu
Abstract
Ever since the introduction of the term of granular computing, we have witnessed a rapid development in the topic. Many models and methods of granular computing have been studied. In this paper, we propose a model of granular computing based on rough set theory. The standard rough set theory uses equivalence classes as granules to describe concepts. The partition induced by an equivalence relation forms a granulated view of the universe. Rough membership functions provide us with another view for interpreting rough set. By extending rough membership functions, this paper first examines a granulated view induced by a covering of the universe and defines the operations on the granules, then explores the connections of different levels in the granular structure induced by a partial order sequence of coverings. We indicate that many other granular structures are special cases of what we present here.
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Ever since the introduction of the term of granular computing, we have witnessed a rapid development in the topic. Many models and methods of granular computing have been studied. In this paper, we propose a model of granular computing based on rough set theory. The standard rough set theory uses equivalence classes as granules to describe concepts. The partition induced by an equivalence relation forms a granulated view of the universe. Rough membership functions provide us with another view for interpreting rough set. By extending rough membership functions, this paper first examines a granulated view induced by a covering of the universe and defines the operations on the granules, then explores the connections of different levels in the granular structure induced by a partial order sequence of coverings. We indicate that many other granular structures are special cases of what we present here.
Key concepts: Granular computing, Rough set, Equivalence relation, Equivalence (formal languages), Computer science, Theoretical computer science, Universe, Set (abstract data type)