Published in KDD (Acceptance Rate 17%), 2020
We build a spectral zoo of networks by representing graphs using the spectral moments of the random walk transition matrix P=AD^-1. Now graphs are just like animals in the zoo!
Recommended citation: Shengmin Jin, and Reza Zafarani. "The Spectral Zoo of Networks: Embedding and Visualizing Networks with Spectral Moments." Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining. 2020. http://shengminjin.github.io/files/SpectralZooNetworks-KDD2020.pdf