autoenconders chemistry clustering cyber security data reduction directed graphs early career advice game theory graph generation graph similarity HPC hypergraphs knot theory markov chains motif mining neural networks open source software power grid randomized algorithms social networks spectral graph theory temporal networks tensors topology