Avoiding Synchronization in First-Order Methods for Sparse Convex Optimization

Aditya Devarakonda, Kimon Fountoulakis, James Demmel +1

Parallel computing has played an important role in speeding up convex optimization methods for big data analytics and large-scale machine learning (ML). However, the scalability of…