Abstract: In this paper, a novel rough set model based on concordance relation is presented, which relaxing the indiscernibility and tolerance between objects on the basis of classical and tolerant rough sets. Based on the extended model, a new hierarchical clustering method is developed. The example is given and the result shows that this rough set method is very effective and useful.