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regret analysis

73 papers

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Co-occurring keywords

regret bound (1918) multi-armed bandit (1091) online learning (1770) contextual bandit (379) thompson sampling (234) reinforcement learning (4122) ucb algorithm (44) online algorithm (444) stochastic gradient descent (1088) markov decision process (788)

Papers

Learning Infinite Layer Networks Without the Kernel Trick ICML 2017
Perishability of Data: Dynamic Pricing under Varying-Coefficient Models JMLR 2017
Boundary Crossing for General Exponential Families ALT 2017
Kernel Estimation and Model Combination in A Bandit Problem with Covariates JMLR 2016
Contextual Combinatorial Cascading Bandits ICML 2016
Online PCA with Optimal Regret JMLR 2016
Linear Multi-Resource Allocation with Semi-Bandit Feedback NIPS 2015
Cascading Bandits: Learning to Rank in the Cascade Model ICML 2015
Optimal Regret Analysis of Thompson Sampling in Stochastic Multi-armed Bandit Problem with Multiple Plays ICML 2015
Online Ranking with Top-1 Feedback AISTATS 2015
Lipschitz Bandits: Regret Lower Bound and Optimal Algorithms COLT 2014
Online Clustering of Bandits ICML 2014
Hierarchical Regularization Cascade for Joint Learning ICML 2013
Online Learning under Delayed Feedback ICML 2013
Online learning in episodic Markovian decision processes by relative entropy policy search NIPS 2013
Hierarchical Optimistic Region Selection driven by Curiosity NIPS 2012
Improved Algorithms for Linear Stochastic Bandits NIPS 2011
Finite Time Analysis of Stratified Sampling for Monte Carlo NIPS 2011
Committing Bandits NIPS 2011
Minimax Regret of Finite Partial-Monitoring Games in Stochastic Environments COLT 2011
Online Markov Decision Processes under Bandit Feedback NIPS 2010
Parametric Bandits: The Generalized Linear Case NIPS 2010
Algorithms for Infinitely Many-Armed Bandits NIPS 2008