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 :
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