The attribute reduction is a core problem of the rough set theory,It has been proven that computing the optimal reduction of decision table is a NP-hard problem.In the paper here,the application of rough entropy in rough sets theory is analysed,the uncertainty measure of the importance of attribute in decision table is proposed;then,a heuristic algorithm based on rough entropy for reduction of knowledge is proposed.