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OALib Journal期刊
ISSN: 2333-9721
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Parallel algorithm of attribute reduction in rough set
基于粗糙集理论的并行约简算法

Keywords: data mining,rough set,attribute reduction,parallel
数据挖掘
,粗糙集,属性约简,并行,粗糙集理论,并行求解,约简算法,rough,set,attribute,reduction,algorithm,数据集,大规模,处理,性能,时空,结果,局部,系统划分,指数对,利用评价,构造,差异矩阵,对象,分辨关系

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Abstract:

A new parallel algorithm based on rough set was proposed after introducing the concepts of distinguishable relation and distinguishable matrix. The algorithm divided the system into several sub-systems, and then the evaluation index was used for the parallel computing of the sub-systems. Finally, the original system's reduction was got based on the part reduction results of the sub-system. The proposed algorithm has good performance in spatio-temporal, and it is good at dealing with the huge volume of data.

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