Abstract After hypergraph structure generation for the data, next step is how to conduct data analysis on hypergraph. In this chapter, we introduce four typical computation tasks, including label propagation, clustering, imbalance learning, and link prediction. The first task which predict labels vertices, i.e., assigning a each unlabeled vertex in hypergraph, based labeled information. general...