989 citations · 4.1k across the 80 of their papers we have counts for
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cs.LG2009★ 989 cited
Gaussian Process Optimization in the Bandit Setting: No Regret and Experimental Design
Niranjan Srinivas, Andreas Krause, Sham M. Kakade +1
Many applications require optimizing an unknown, noisy function that is expensive to evaluate. We formalize this task as a multi-armed bandit problem, where the payoff function is…
cs.LG2009★ 6 cited
Online Learning of Assignments that Maximize Submodular Functions
Daniel Golovin, Andreas Krause, Matthew Streeter
Which ads should we display in sponsored search in order to maximize our revenue? How should we dynamically rank information sources to maximize value of information? These applica…