Geometric Network Comparison
Statistics Theory
2015-07-27 v1 Statistics Theory
Abstract
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.
Cite
@article{arxiv.1411.1350,
title = {Geometric Network Comparison},
author = {Dena Asta and Cosma Rohilla Shalizi},
journal= {arXiv preprint arXiv:1411.1350},
year = {2015}
}