DocumentCode :
3590837
Title :
A New Reduction Algorithm Based on 0-1 Distinguish Matrix
Author :
Yuan, Junpeng ; Zhu, Donghua ; Wang, Shengde
Author_Institution :
Sch. of Public Policy & Manage., Tsinghua Univ., Beijing
Volume :
1
fYear :
0
Firstpage :
4297
Lastpage :
4301
Abstract :
Reduct is an important concept introduced by rough sets theory, and seeking the minimum reduction (MR) is a NP-hard problem. This paper is to present a novel reduction algorithm to search the optimal solution for MR. Firstly, a new 0-1 distinguish matrix was presented to describe the differences among the attributes. And an integer optimization model was built for the MR problem based on the matrix. Then by designing search operators and parameters suitably, we proposed a homogeneous simulated annealing reduction algorithm to solve the MR problem. Finally, the empirical analysis result on the micro-electromechanical systems (MEMS) field show that the SA algorithm is feasible and efficient
Keywords :
computational complexity; integer programming; matrix algebra; rough set theory; search problems; simulated annealing; NP-hard problem; data mining; distinguish matrix; integer optimization model; microelectromechanical systems; minimum reduction; rough sets theory; search operators; simulated annealing reduction algorithm; Algorithm design and analysis; Delta modulation; Electronic mail; Microelectromechanical systems; Micromechanical devices; NP-hard problem; Public policy; Rough sets; Simulated annealing; Technology management; 0-1 distinguish matrix; data mining; reduct; rough sets; simulated annealing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Control and Automation, 2006. WCICA 2006. The Sixth World Congress on
Print_ISBN :
1-4244-0332-4
Type :
conf
DOI :
10.1109/WCICA.2006.1713186
Filename :
1713186
Link To Document :
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