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On Abruptly-Changing and Slowly-Varying Multiarmed Bandit Problems

13 references·1 citing·35 second hopsampled

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References

2002Finite-time Analysis of the Multiarmed Bandit Problem6,033 cited
2002The Nonstochastic Multiarmed Bandit Problem2,229 cited
2008On Upper-Confidence Bound Policies for Non-Stationary Bandit Problems172 cited
2012Learning in a Changing World: Restless Multiarmed Bandit With Unknown Dynamics139 cited
1988Asymptotically efficient adaptive allocation rules for the multiarmed bandit problem with switching cost112 cited
2019Optimal Exploration–Exploitation in a Multi-armed Bandit Problem with Non-stationary Rewards101 cited
2018A Change-Detection Based Framework for Piecewise-Stationary Multi-Armed Bandit Problem95 cited
2013Deterministic Sequencing of Exploration and Exploitation for Multi-Armed Bandit Problems90 cited
2014Modeling Human Decision Making in Generalized Gaussian Multiarmed Bandits80 cited
2016On Regret-Optimal Learning in Decentralized Multiplayer Multiarmed Bandits66 cited
2013Stochastic surveillance strategies for spatial quickest detection35 cited
2014Surveillance in an abruptly changing world via multiarmed bandits34 cited
2013On optimal foraging and multi-armed bandits34 cited

Cited by

2019Hedging the Drift: Learning to Optimize under Non-Stationarity29 cited

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