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Knowledge Reduction and Rule Extraction in Set-valued Decision Information System
集值决策信息系统的知识约简与规则提取

Keywords: Set-valued information system,Knowledge reduction,Discernibility matrices,Decision rule
集值信息系统
,知识约简,辨识矩阵,决策规则

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Abstract:

In this paper we describe the incomplete information system by the set-valued information system. The two relations are defined in set-valued decision information system: the tolerance relation and the dominance relation. The rough approximation on these relations is defined, and the different properties of a set-valued information system based on these two relations are studied. Then we give the judgment theorems and the discernibility matrices of the generalized decision reduction in set-valued decision information system based on these relations, from which we provide a material approach to knowledge reduction. Finally, the optimal generalized decision rules are discussed based on these two relations.

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