Link Analysis

PageRank

PageRank analysis of graph structure.

pagerank(G[, alpha, personalization, …])	Returns the PageRank of the nodes in the graph.
pagerank_numpy(G[, alpha, personalization, …])	Returns the PageRank of the nodes in the graph.
pagerank_scipy(G[, alpha, personalization, …])	Returns the PageRank of the nodes in the graph.
google_matrix(G[, alpha, personalization, …])	Returns the Google matrix of the graph.

Hits

Hubs and authorities analysis of graph structure.

hits(G[, max_iter, tol, nstart, normalized])	Returns HITS hubs and authorities values for nodes.
hits_numpy(G[, normalized])	Returns HITS hubs and authorities values for nodes.
hits_scipy(G[, max_iter, tol, nstart, …])	Returns HITS hubs and authorities values for nodes.
hub_matrix(G[, nodelist])	Returns the HITS hub matrix.
authority_matrix(G[, nodelist])	Returns the HITS authority matrix.