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thompson sampling

237 papers

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TS

Co-occurring keywords

regret bound (1926) multi-armed bandit (1098) bayesian optimization (624) online learning (1777) contextual bandit (381) bayesian inference (1907) upper confidence bound (197) bayesian regret (33) reinforcement learning (4352) posterior distribution (259)

Papers

Optimality of Thompson Sampling for Gaussian Bandits Depends on Priors AISTATS 2014
Stochastic Regret Minimization via Thompson Sampling COLT 2014
Further Optimal Regret Bounds for Thompson Sampling AISTATS 2013
Thompson Sampling in Switching Environments with Bayesian Online Change Detection AISTATS 2013
Prior-free and prior-dependent regret bounds for Thompson Sampling NIPS 2013
Bayesian Mixture Modelling and Inference based Thompson Sampling in Monte-Carlo Tree Search NIPS 2013
Thompson Sampling for Contextual Bandits with Linear Payoffs ICML 2013
Eluder Dimension and the Sample Complexity of Optimistic Exploration NIPS 2013
Thompson Sampling for 1-Dimensional Exponential Family Bandits NIPS 2013
Analysis of Thompson Sampling for the Multi-armed Bandit Problem COLT 2012
Optimistic Bayesian Sampling in Contextual-Bandit Problems JMLR 2012
An Empirical Evaluation of Thompson Sampling NIPS 2011