Approaches to Network Classification
  We introduce a novel approach to description of networks/graphs. It is based on an analogue physical model which is dynamically evolved. This evolution depends on the connectivity matrix and readily brings out many qualitative features of the graph. 
Vladimir Gudkov, Joseph E. Johnson and Shmuel Nussinov