Based on the idea of clustering method by fast search and find of density peaks,we put forward an overlapping community detection method based on density peaks.In the proposed algorithm,first a new distance matrix is defined to overcome the defects of adjacency matrix being filled with integers.Then,the probability form is used to depict the possibility of each node that belongs to different clusters.The experimental results on real network show that the proposed method performs very well.