Geometric Network Comparison
  Network analysis has a crucial need for tools to compare networks and assess the significance of differences between networks. We propose a principled statistical approach to network comparison that approximates networks as probability distributions on negatively curved manifolds. We outline the theory, as well as implement the approach on simulated networks. 
Dena Asta, Cosma Rohilla Shalizi
math.ST stat.TH