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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 small number of total samples.
A sequential multiple-decision procedure for selecting the best one of several normal populations with a common unknown variance, and its use with various experimental designs
Robert E Bechhofer · 1958
Earlier work this paper cites.
A sequential procedure for selecting the population with the largest mean from k k normal populations
Edward Paulson · 1964
Earlier work this paper cites.
Asymptotic behavior of expected sample size in certain one sided tests
R. H. Farrell · 1964
Earlier work this paper cites.
Iterated logarithm inequalities
DA Darling and Herbert Robbins · 1985
Earlier work this paper cites.
Pac bounds for multi-armed bandit and markov decision processes
Eyal Even-Dar, Shie Mannor, and Yishay Mansour · 2002
Earlier work this paper cites.
Finite-time analysis of the multiarmed bandit problem
Peter Auer, Nicolò Cesa-Bianchi, and Paul Fischer · 2002
Cited alongside, same era.
The sample complexity of exploration in the multi-armed bandit problem
Shie Mannor and John N Tsitsiklis · 2004
Cited alongside, same era.
Pure exploration in multi-armed bandits problems
S. Bubeck, R. Munos, and G. Stoltz · 2009
Cited alongside, same era.
Best arm identification in multi-armed bandits
Jean-Yves Audibert, Sébastien Bubeck, and Rémi Munos · 2010
Cited alongside, same era.
Best arm identification: A unified approach to fixed budget and fixed confidence
Victor Gabillon, Mohammad Ghavamzadeh, Alessandro Lazaric, et al · 2012
Later among the works it cites.
Pac subset selection in stochastic multi-armed bandits
Shivaram Kalyanakrishnan, Ambuj Tewari, Peter Auer, and Peter Stone · 2012
Later among the works it cites.
On finding the largest mean among many
Kevin Jamieson, Matthew Malloy, Robert Nowak, and Sebastien Bubeck · 2013
Closest in time.
Almost optimal exploration in multi-armed bandits
Zohar Karnin, Tomer Koren, and Oren Somekh · 2013
Closest in time.
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