Discretization of Continuous Attributes Based on Fuzzy Cluster
Tao Wu
Abstract
Tao Wu
Abstract
Because traditional rough set theory can only deal with the discrete attributes in database.So,the discretization of continuous attributes is one of the main problems in rough sets.In this paper,a method of discretization by fuzzy cluster is offered and a criterion function is given,it can select the best solution from the cluster,so it is a superior solution process and subjective influence is avoided.Finally,some experiments are applied to compare with others.The result proved this method is effective.
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Because traditional rough set theory can only deal with the discrete attributes in database.So,the discretization of continuous attributes is one of the main problems in rough sets.In this paper,a method of discretization by fuzzy cluster is offered and a criterion function is given,it can select the best solution from the cluster,so it is a superior solution process and subjective influence is avoided.Finally,some experiments are applied to compare with others.The result proved this method is effective.
Key concepts: Discretization, Computer science, Rough set, Discretization of continuous features, Fuzzy logic, Cluster (spacecraft), Fuzzy set, Function (biology)