Friend recommendation for cross marketing in online brand community based on intelligent attention allocation link prediction algorithm.

•Intelligent link prediction algorithm is developed to overcome network sparsity problem.•Attention allocation indices are built for the node pair in different circles.•Decision tree model is developed to select suitable indices for specific network.•Support vector machine is used to find complementary indices of the suitable index.•Composite algorithm is constructed by integrating mutually complementary indices.