Communication Efficient Coresets for Empirical Loss MinimizationEI

    Cited by: 16|Bibtex|25|

    UAI, pp. 752-761, 2015.

    Abstract:

    In this paper, we study the problem of empirical loss minimization with l2-regularization in distributed settings with significant communication cost. Stochastic gradient descent (SGD) and its variants are popular techniques for solving these problems in large-scale applications. However, the communication cost of these techniques is usua...More
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