1.1k citations · 1.9k across the 55 of their papers we have counts for
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stat.ML2013★ 194 cited
lil' UCB : An Optimal Exploration Algorithm for Multi-Armed Bandits
Kevin Jamieson, Matthew Malloy, Robert Nowak +1
The paper proposes a novel upper confidence bound (UCB) procedure for identifying the arm with the largest mean in a multi-armed bandit game in the fixed confidence setting using a…
stat.ML2013★ 20 cited
On Finding the Largest Mean Among Many
Kevin Jamieson, Matthew Malloy, Robert Nowak +1
Sampling from distributions to find the one with the largest mean arises in a broad range of applications, and it can be mathematically modeled as a multi-armed bandit problem in w…