Higher-Order Rank Functions on Directed Graphs
Abstract
We introduce a new higher-order rank function with the capability to completely discriminate non-equivalent nodes. We review the partition lattice and rank functions and situate the existing rank functions and higher-order rank functions within the formalization. We propose a new refining operator and a new rank function that are better than the existing ones in some applications. We also show that the entire topology (graph) can be reconstructed from only our higher-order ranks making it possible to compare nodes in different graphs and to update the equivalence of nodes when an edge is added. Finally, we briefly describe the use of our higher-order rank function in analyzing web pages as a possible application in different domains.