Title :
Rough set methods based on discernibility relationship in IIS
Author :
Li, Yanlin ; Wei, Lihua
Author_Institution :
Sch. of Electr. Eng., Hunan Univ. of Technol., Zhuzhou, China
Abstract :
Classical rough set theory based on indiscernibility relationship rarely concerns discernibility relationships. However discernibility relationship deserves more attention because of its higher efficiency. In this paper a new kind of discernibility relationship is defined for studying incomplete information system. To demonstrate the validity of discernibility relationship, first we give a precise definition of discernibility relationship before the corresponding lower and upper approximations can be computed. Next the major properties of the lower and upper approximations can be obtained and proved. Finally the rough set model based on discernibility relationship is so easily constructed.
Keywords :
approximation theory; data analysis; rough set theory; discernibility relationship; incomplete information system; knowledge discovery; lower approximations; rough set theory; upper approximations; Data analysis; Information analysis; Information retrieval; Information systems; Physics; Set theory;
Conference_Titel :
Granular Computing, 2009, GRC '09. IEEE International Conference on
Conference_Location :
Nanchang
Print_ISBN :
978-1-4244-4830-2
DOI :
10.1109/GRC.2009.5255103