Communication-Efficient Distributed Dual Coordinate Ascent

Martin Jaggi, Virginia Smith, Martin Takac, Jonathan Terhorst, Sanjay Krishnan, Thomas Hofmann, Michael I. Jordan

Neural Information Processing Systems 

Communication remains the most significant bottleneck in the performance of distributed optimization algorithms for large-scale machine learning.

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