95 citations · 322 across the 36 of their papers we have counts for
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cs.LG2014
Fast Algorithms for Online Stochastic Convex Programming
Shipra Agrawal, Nikhil R. Devanur
We introduce the online stochastic Convex Programming (CP) problem, a very general version of stochastic online problems which allows arbitrary concave objectives and convex feasib…
cs.LG2014★ 22 cited
Bandits with concave rewards and convex knapsacks
Shipra Agrawal, Nikhil R. Devanur
In this paper, we consider a very general model for exploration-exploitation tradeoff which allows arbitrary concave rewards and convex constraints on the decisions across time, in…