31 citations · 96 across the 6 of their papers we have counts for
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math.OC2015★ 17 cited
Primal Method for ERM with Flexible Mini-batching Schemes and Non-convex Losses
Dominik Csiba, Peter Richtárik
In this work we develop a new algorithm for regularized empirical risk minimization. Our method extends recent techniques of Shalev-Shwartz [02/2015], which enable a dual-free anal…
math.OC2015★ 31 cited
Stochastic Dual Coordinate Ascent with Adaptive Probabilities
Dominik Csiba, Zheng Qu, Peter Richtárik
This paper introduces AdaSDCA: an adaptive variant of stochastic dual coordinate ascent (SDCA) for solving the regularized empirical risk minimization problems. Our modification co…