DocumentCode
523748
Title
Analysis for Incremental Calculation of Distribution Reductions
Author
Chen, Hong-Tao ; Gu, Shen-Ming ; Liu, Jun
Author_Institution
Sch. of Math., Zhejiang Ocean Univ., Zhou Shan, China
Volume
1
fYear
2010
fDate
11-12 May 2010
Firstpage
639
Lastpage
642
Abstract
Distribution reduction of an inconsistent information system is a reduction after that the credibility of rules obtaining from information systems remains unchanged. The paper analyzes various situations may be encountered when incremental data add to an inconsistent information system, then provides various methods to incrementally update discernibility formula, in most cases, incremental updating can avoid repetitious calculating, However, because there is no inverse operation of conjunctive operation, in some cases, incremental computing can not be performed, recalculating reduction is the only selection. Complexity of the problem is analyzed finally.
Keywords
data reduction; information systems; rough set theory; conjunctive operation; discernibility formula; distribution reductions; incremental data calculation; information system; rough set; Automation; Data mining; Distributed computing; Information analysis; Information systems; Machine learning algorithms; Marine technology; Mathematics; Physics computing; Set theory; Rough set; attributes reduction; distribution reduction; inconsistent system;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent Computation Technology and Automation (ICICTA), 2010 International Conference on
Conference_Location
Changsha
Print_ISBN
978-1-4244-7279-6
Electronic_ISBN
978-1-4244-7280-2
Type
conf
DOI
10.1109/ICICTA.2010.737
Filename
5523000
Link To Document