DocumentCode
3582902
Title
The practical algorithm for core in decision system
Author
Xin-Ying Chen ; Guan-Yu Li ; Jia-Hong Yan
Author_Institution
Sch. of Inf. Sci. & Technol., Dalian Maritime Univ., Dalian, China
fYear
2014
Firstpage
434
Lastpage
439
Abstract
As the basis of attribute reduction, core computation is one of the key issues in rough set theory. Actually, decision system is continuously changing, which leads to the inconsistent system. To deal with the problem before core computation, based on bucket sort and equivalence class partition, a new algorithm with time complexity of O(|P||U|) is proposed. After that, an effective approach is proposed to make universe consistent and smaller. According to involved theorems and equivalent propositions, an algorithm for core on the discordant index is proposed also and its time performance is O(|C|2|U/C|). The theoretical analysis and experiment show that the ways proposed here not only can simplify the relevant operations but also can give accurate core results.
Keywords
computational complexity; decision making; rough set theory; attribute reduction; core computation; decision system; discordant index; rough set theory; time complexity; Algorithm design and analysis; Data mining; Indexes; Partitioning algorithms; Radiation detectors; Time complexity; Data mining; attribute reduction; core with distinguishability; discordant index; rough set;
fLanguage
English
Publisher
ieee
Conference_Titel
Wavelet Active Media Technology and Information Processing (ICCWAMTIP), 2014 11th International Computer Conference on
Print_ISBN
978-1-4799-7207-4
Type
conf
DOI
10.1109/ICCWAMTIP.2014.7073444
Filename
7073444
Link To Document