31 citations · 96 across the 6 of their papers we have counts for
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math.OC2016★ 7 cited
Coordinate Descent Face-Off: Primal or Dual?
Dominik Csiba, Peter Richtárik
Randomized coordinate descent (RCD) methods are state-of-the-art algorithms for training linear predictors via minimizing regularized empirical risk. When the number of examples ($…
cs.LG2016★ 25 cited
Importance Sampling for Minibatches
Dominik Csiba, Peter Richtárik
Minibatching is a very well studied and highly popular technique in supervised learning, used by practitioners due to its ability to accelerate training through better utilization…