Abstract: This paper introduces methods about numeric attributes splitting and the concept of pure interval, propose a new splitting method based on pure intervals reduction. The method divides the numeric attributes to many intervals with equal-width histogram, us

Key words: Decision tree, Numeric attributes,Pure intervals reduction,Gini index