Attention-based explainable friend link prediction with heterogeneous context information

•Model a fusion user embedding with considering local and global interest semantics.•Explain social relations by learning neighbors’ bootable and transitive influences.•Propose a hybrid personalized and neighbor attention model for link prediction.