DocumentCode :
2641325
Title :
Study on improvement of data Discretization methods
Author :
Donghui, Li ; Xiaopeng, Dai
Author_Institution :
Sch. of Inf. Sci. & Technol., Hunan Agric. Univ., Changsha, China
Volume :
3
fYear :
2010
fDate :
17-19 Sept. 2010
Abstract :
In the practical application of rough sets, the continuous attribute has to be discreted. This paper analyzed data Discretization using a heuristic method. Firstly, the discretization of the continuous attribute of rough sets is formally described. Discretization essentially boils down to use the breakpoints to divide the space of conditional attributes. Through the simplification of the initial breakpoint, the famous algorithm by Nguyen S H was improved. And the improved algorithm is greatly reduced in space complexity and time complexity.
Keywords :
data mining; rough set theory; data discretization method; heuristic method; rough sets; Data discretization; Heuristic method; Rough set;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Educational and Information Technology (ICEIT), 2010 International Conference on
Conference_Location :
Chongqing
Print_ISBN :
978-1-4244-8033-3
Electronic_ISBN :
978-1-4244-8035-7
Type :
conf
DOI :
10.1109/ICEIT.2010.5607532
Filename :
5607532
Link To Document :
بازگشت