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stochastic bandit

98 papers

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Co-occurring keywords

regret bound (1926) multi-armed bandit (1098) online learning (1777) adversarial bandit (59) stochastic optimization (1060) online algorithm (445) linear bandit (124) upper confidence bound (197) ucb algorithm (44) sample complexity (1169)

Papers

A Scale Free Algorithm for Stochastic Bandits with Bounded Kurtosis NIPS 2017
Minimal Exploration in Structured Stochastic Bandits NIPS 2017
Towards Instance Optimal Bounds for Best Arm Identification COLT 2017
An Improved Parametrization and Analysis of the EXP3++ Algorithm for Stochastic and Adversarial Bandits COLT 2017
An algorithm with nearly optimal pseudo-regret for both stochastic and adversarial bandits COLT 2016
Pareto Front Identification from Stochastic Bandit Feedback AISTATS 2016
Tight (Lower) Bounds for the Fixed Budget Best Arm Identification Bandit Problem COLT 2016
Anytime optimal algorithms in stochastic multi-armed bandits ICML 2016
Copeland Dueling Bandit Problem: Regret Lower Bound, Optimal Algorithm, and Computationally Efficient Algorithm ICML 2016
Online Stochastic Linear Optimization under One-bit Feedback ICML 2016
The Pareto Regret Frontier for Bandits NIPS 2015
Regret Lower Bound and Optimal Algorithm in Dueling Bandit Problem COLT 2015
Combinatorial Bandits Revisited NIPS 2015
Cheap Bandits ICML 2015
One Practical Algorithm for Both Stochastic and Adversarial Bandits ICML 2014
Lipschitz Bandits: Regret Lower Bound and Optimal Algorithms COLT 2014
BayesOpt: A Bayesian Optimization Library for Nonlinear Optimization, Experimental Design and Bandits JMLR 2014
Bounded regret in stochastic multi-armed bandits COLT 2013
Information Complexity in Bandit Subset Selection COLT 2013
Bandit Algorithms boost Brain Computer Interfaces for motor-task selection of a brain-controlled button NIPS 2012
Online-to-Confidence-Set Conversions and Application to Sparse Stochastic Bandits AISTATS 2012
Bandit Theory meets Compressed Sensing for high dimensional Stochastic Linear Bandit AISTATS 2012
Improved Algorithms for Linear Stochastic Bandits NIPS 2011