Title :
Fuzziness based on covering generalized rough sets
Author :
Yang, Chengzhuan ; Wang, Jiyi ; Liu, Shuang
Author_Institution :
Coll. of Math., Phys. & Inf. Eng., Zhejiang Normal Univ., Jinhua, China
Abstract :
The uncertainty measurement of rough sets is one of the key problems in the rough set theory. The rough membership function provides a new interpretation for rough sets and serves as an approach for measuring their uncertainty. This paper presents a novel measure of fuzziness based on covering generalized rough sets and its properties. We define the rough membership function for the fourth type of covering generalized rough sets and prove some relevant properties, and then the fuzziness is defined based on the proposed rough membership function. A specific example is illustrated to explain the fuzziness. Last, we put forward a reasonable rough membership function for the fuzziness of irrationality of the third type of covering generalized rough sets.
Keywords :
fuzzy set theory; rough set theory; fuzziness; generalized rough sets; rough membership function; rough set theory; uncertainty measurement; Approximation methods; Educational institutions; Fuzzy sets; Measurement uncertainty; Rough sets; Uncertainty; covering; fuzziness; generalized rough sets; rough membership function; uncertainty;
Conference_Titel :
Fuzzy Systems and Knowledge Discovery (FSKD), 2012 9th International Conference on
Conference_Location :
Sichuan
Print_ISBN :
978-1-4673-0025-4
DOI :
10.1109/FSKD.2012.6234113