This is a natural comparison because PageRank is the most well-known centrality-induction algorithm utilized for ranking documents, and because in earlier work<cite> [18]</cite> , PageRank performed quite well as a tool for structural re-ranking of non-Web documents, at least when applied to document-to-document graphs.