DocumentCode :
1937339
Title :
The Fuzzy Description of the Boundary Region in Rough Sets and its Applications
Author :
Sun, Bing-zhen ; Gong, Zeng-tai
Author_Institution :
Lanzhou Jiaotong Univ., Lanzhou
Volume :
6
fYear :
2007
fDate :
19-22 Aug. 2007
Firstpage :
3648
Lastpage :
3652
Abstract :
In this paper, the boundary region of a rough set in the universe U is divided into lower and upper boundaries, and a fuzzy set is defined in the boundary region of the rough set based on the theory of inclusion degree. It can descript the element in boundary region of any rough set more precision; therefore, it can characterize the process which the rough set from vagueness to crisp exactly, and it also shows the nature of the rough set. Based on this definition, we redefine the rough membership function by the fuzzy set on the boundary region, and the operation of the intersection and union of any two fuzzy set will be also hold under the new rough membership function. Hence, the deficiency of the works by Pawlak (1985) and Sun Bing zhen and Gong Zeng tai (2006) is overcome. Finally, the measure of fuzziness of any rough set is discussed by the theory of fuzzy entropy.
Keywords :
fuzzy set theory; rough set theory; boundary region; fuzzy description; fuzzy entropy; fuzzy set; rough membership function; rough sets; Cybernetics; Educational institutions; Entropy; Fuzzy set theory; Fuzzy sets; Machine learning; Mathematics; Rough sets; Transportation; Uncertainty; Boundary region; Fuzzy sets; Inclusion degree; Rough membership function; Rough sets;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Machine Learning and Cybernetics, 2007 International Conference on
Conference_Location :
Hong Kong
Print_ISBN :
978-1-4244-0973-0
Electronic_ISBN :
978-1-4244-0973-0
Type :
conf
DOI :
10.1109/ICMLC.2007.4370779
Filename :
4370779
Link To Document :
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