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This lecture covers hypergraphs, including the theory of incidence matrices, complete hypergraphs, connected hypergraphs, bipartite hypergraphs, and subhypergraphs. It also delves into link prediction in undirected networks, addressing the prediction of missing edges and vertex attributes using various scoring methods.