DocumentCode
2901064
Title
Objects´ combination based simple computation of attribute core
Author
Zheng, Zheng ; Wang, Guoyin ; Wu, Yu
Author_Institution
Inst. of Comput. Sci. & Technol., Chongqing Univ. of Posts & Telecommun., China
fYear
2002
fDate
2002
Firstpage
514
Lastpage
519
Abstract
Rough set theory is emerging as a new tool for dealing with fuzzy and uncertain data. Attribute reduction is one of the most important parts in rough set theory. The attribute core of a decision table is often the start point and key of many information reduction procedures. Hu´s method (1995) for computing the attribute core based on the discernibility matrix was wrong because of the neglect of some factors. The error was corrected by Dongyi Ye, but the complexity of his algorithm was too high. In this paper, we present a new algorithm based on object combination. The algorithm corrects Hu´s error and has less complexity than Ye´s and Hu´s methods.
Keywords
database theory; decision tables; knowledge acquisition; rough set theory; attribute core computation; attribute reduction; decision table; discernibility matrix; fuzzy data; information reduction; object combination; rough set theory; uncertain data; Computer science; Data mining; Educational programs; Error correction; Fuzzy set theory; Information systems; Machine learning; Machine learning algorithms; Set theory; Telecommunication computing;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent Control, 2002. Proceedings of the 2002 IEEE International Symposium on
ISSN
2158-9860
Print_ISBN
0-7803-7620-X
Type
conf
DOI
10.1109/ISIC.2002.1157816
Filename
1157816
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