Summary: It carries out a survey on existing discretization methods of numerical attributes, and evaluates their advantages and disadvantages objectively. On the basis of that, a new improved algorithm is presented according to the disadvantages of the discretization algorithm of numerical attributes based on greedy strategy. Finally, the improved algorithm is verified by examples and the results show that the algorithm is effective and feasible.