Improving cluster analysis by co-initializations.

•Initializations can greatly affect clustering performance.•A novel co-initialization method is proposed.•An initialization hierarchy, from simple to comprehensive, is presented.•A higher level of co-initialization often leads to better clustering results.•Our method is especially effective for advanced clustering objectives such as DCD.