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Article type: Research Article
Authors: Liang, Baohuaa; * | Zheng, Shangzhia | Wang, Linb
Affiliations: [a] Institute of Information Engineering, Chaohu University, Hefei, Anhui, China | [b] Institute of Foreign Language, Chaohu University, Hefei, Anhui, China
Correspondence: [*] Corresponding author. Baohua Liang, Institute of Information Engineering, Chaohu University, Hefei, Anhui, China. Tel.: +86 13675652623; E-mail: liangbh426@126.com.
Abstract: For a decision table, it is firstly proved that the effective pair is equivalent to improved discernibility matrix to guarantee that the attribute reduction based on discernibility matrix can be calculated by effective pair. To get the attribute reduction more quickly, a parallel radix sort model is proposed. Then a simple decision table and effective pair are obtained. Taking the length of distinguishable or indistinguishable elements string among the effective pair as heuristic information, an attribute reduction algorithm based on parallel Logical OR is proposed. Finally, the examples and experiments are shown to verify the effectiveness and feasibility of the proposed algorithm.
Keywords: Rough set, attribute reduction, effective pair, parallel computing, Logical OR, multi-thread
DOI: 10.3233/JIFS-161137
Journal: Journal of Intelligent & Fuzzy Systems, vol. 32, no. 3, pp. 1867-1875, 2017
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