Usually, this problem is solved by using different centrality measurements (degree, closeness, betweenness, eigenvector centrality, etc …). An alternative approach is the categorization of hubs according to the date/party dichotomy, defined in ref. 6 for protein-protein interaction (PPI) ...
First, we propose weighted k-shell centrality of the node u by using the k-shell value of $u$, the k-shell value of its neighbors ($v$), and edge weight ($w_{uv}$) between them. We model edges present in the network as springs and edge weights as spring constants. Based on ...