937 citations · 4k across the 76 of their papers we have counts for
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math.OC2011
Stochastic convex optimization with bandit feedback
Alekh Agarwal, Dean P. Foster, Daniel Hsu +2
This paper addresses the problem of minimizing a convex, Lipschitz function over a convex, compact set $\xset$ under a stochastic bandit feedback model. In this model, the algo…
math.OC2011★ 1 cited
Ergodic Mirror Descent
John C. Duchi, Alekh Agarwal, Mikael Johansson +1
We generalize stochastic subgradient descent methods to situations in which we do not receive independent samples from the distribution over which we optimize, but instead receive…
math.OC2011★ 105 cited
Distributed Delayed Stochastic Optimization
Alekh Agarwal, John C. Duchi
We analyze the convergence of gradient-based optimization algorithms that base their updates on delayed stochastic gradient information. The main application of our results is to t…