Based on vertex similarity in complex network and density peaks clustering,a community detection method is proposed.First,a vertex distance calculation based on vertex similarity and the shortest distance between vertexes is proffered.Then,the density peaks clustering method is applied to detect the community structure in network.The density peaks clustering method not only allows the detection of the community centers to establish the epicenter for community expansion,but also avoids the process of selecti...