Graph Partitioning via Parallel Submodular Approximation to Accelerate Distributed Machine Learning

Mu Li, Dave G. Andersen, Alexander J. Smola

Distributed computing excels at processing large scale data, but the communication cost for synchronizing the shared parameters may slow down the overall performance. Fortunately,…