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OALib Journal期刊
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Discretization algorithm of continuous attributes in rough sets based on grey correlation degree
基于灰色关联度的粗集连续属性离散化算法

Keywords: grey correlation degree,rough sets,continuous attributes,data discretization
灰色关联度
,粗糙集,连续属性,数据离散化

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Abstract:

Discretization of continuous attributes is always one of the key problems that need urgent solutions in rough sets theory. Based on theory of grey system and rough sets, a new discretization algorithm of continuous attributes in decision table is offered. In this algorithm, the grey correlation degree of condition attributes for decision attribute is used to measure the importance of condition attributes ; on the premise of keeping the stability of original decision table, all break points of every condition attributes are examined and the redundant ones are eliminated according to which the condition attributes are sorted in a descending order, and then the decision table is discretized. The time complexity of the algorithm is proposed and an example is investigated to verify its validity and practicability.

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