University of Virginia School of Engineering and Applied Science professor Nikolaos Sidiropoulos has introduced a breakthrough in graph mining with the development of a new computational algorithm.

Graph-theoretic applications show up in network science, computer science, and data analysis. Because quantum walks naturally follow graph structures, they can uncover hidden features in complex ...

Graph kernels are computer functions that measure the similarity of pairs of graphs in machine learning applications but their complexity have posed a challenge to classical computing systems.