TPNE: Topology preserving network embedding

Network embedding aims at mapping nodes into a vectorial feature space while maximally preserving the topological relations of nodes in a network so as to facilitate complex network analysis. The existing works in network embedding are focused on preserving local or global topological information within limited step-sizes, which could be insufficient in many applications, even the underlying network is undirected and unweighted. The complex and...