Submission #12: Challenges in Scaling Up Graph Analytics ======================================================== Authors ------- 1. Priyank Faldu (The University of Edinburgh) 2. Boris Grot (The University of Edinburgh) Abstract -------- Introduction of storage-class memory (SCM) in tomorrow's memory systems has the potential to enable affordable large-scale graph analytics on a single machine. However, to make sure that SCM-based scale-up graph processing achieves its full performance potential, various aspects of software and hardware must be rethought in light of combined constraints of SCM and graph applications.