14 citations · 18 across the 2 of their papers we have counts for
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math.OC2014★ 14 cited
Simple Complexity Analysis of Simplified Direct Search
Jakub Konečný, Peter Richtárik
We consider the problem of unconstrained minimization of a smooth function in the derivative-free setting using. In particular, we propose and study a simplified variant of the dir…
cs.LG2014★ 4 cited
mS2GD: Mini-Batch Semi-Stochastic Gradient Descent in the Proximal Setting
Jakub Konečný, Jie Liu, Peter Richtárik +1
We propose a mini-batching scheme for improving the theoretical complexity and practical performance of semi-stochastic gradient descent applied to the problem of minimizing a stro…