Knowledge reduction is one of the most important tasks in rough set theory.In this paper a new rough set model based on tolerance degree has been presented in incomplete information systems.This model extends the classical rough set model in complete information systems.A heuristic algorithm based on the significance of attributes has also been proposed.An example has been given to illustrate the validity of the presented algorithm.