Gaussian Process Optimization in the Bandit Setting: No Regret and Experimental Design

21 December 2009

Papers citing "Gaussian Process Optimization in the Bandit Setting: No Regret and Experimental Design"

50 / 617 papers shown

Title
Advancing Bayesian Optimization: The Mixed-Global-Local (MGL) Kernel and Length-Scale Cool Down K. P. Wabersich Marc Toussaint 27 11 0 09 Dec 2016
Factored Contextual Policy Search with Bayesian Optimization Peter Karkus A. Kupcsik David Hsu Wee Sun Lee OffRL 29 10 0 06 Dec 2016
Batched Gaussian Process Bandit Optimization via Determinantal Point Processes Tarun Kathuria Amit Deshpande Pushmeet Kohli GP 30 103 0 13 Nov 2016
A Bayesian optimization approach to find Nash equilibria Victor Picheny M. Binois A. Habbal 25 35 0 08 Nov 2016
Truncated Variance Reduction: A Unified Approach to Bayesian Optimization and Level-Set Estimation Ilija Bogunovic Jonathan Scarlett Andreas Krause V. Cevher 72 89 0 24 Oct 2016
Sample Efficient Optimization for Learning Controllers for Bipedal Locomotion Rika Antonova Akshara Rai C. Atkeson 24 30 0 15 Oct 2016
Learning Personalized Optimal Control for Repeatedly Operated Systems Theja Tulabandhula 14 0 0 18 Sep 2016
Efficient batch-sequential Bayesian optimization with moments of truncated Gaussian vectors Sébastien Marmin C. Chevalier D. Ginsbourger 26 13 0 09 Sep 2016
A supermartingale approach to Gaussian process based sequential design of experiments Julien Bect François Bachoc D. Ginsbourger 34 77 0 03 Aug 2016
Learning Optimal Interventions Jonas W. Mueller David N. Reshef George Du Tommi Jaakkola 16 9 0 16 Jun 2016
Safe Exploration in Finite Markov Decision Processes with Gaussian Processes M. Turchetta Felix Berkenkamp Andreas Krause 19 183 0 15 Jun 2016
The Parallel Knowledge Gradient Method for Batch Bayesian Optimization Jian Wu P. Frazier ODL BDL 19 223 0 14 Jun 2016
Bayesian Optimization with Exponential Convergence Kenji Kawaguchi L. Kaelbling Tomás Lozano-Pérez 31 106 0 05 Apr 2016
A sequential Monte Carlo approach to Thompson sampling for Bayesian optimization Hildo Bijl Thomas B. Schon J. Wingerden M. Verhaegen 21 25 0 01 Apr 2016
Unscented Bayesian Optimization for Safe Robot Grasping José Nogueira Ruben Martinez-Cantin Alexandre Bernardino L. Jamone 29 71 0 07 Mar 2016
Simple Bayesian Algorithms for Best Arm Identification Daniel Russo 31 273 0 26 Feb 2016
FLASH: Fast Bayesian Optimization for Data Analytic Pipelines Yuyu Zhang M. T. Bahadori Hang Su Jimeng Sun 34 34 0 20 Feb 2016
Stochastic Process Bandits: Upper Confidence Bounds Algorithms via Generic Chaining E. Contal Nicolas Vayatis 14 12 0 16 Feb 2016
Bayesian Optimization with Safety Constraints: Safe and Automatic Parameter Tuning in Robotics Felix Berkenkamp Andreas Krause Angela P. Schoellig 48 276 0 14 Feb 2016
Minimum Regret Search for Single- and Multi-Task Optimization J. H. Metzen 26 20 0 02 Feb 2016
Time-Varying Gaussian Process Bandit Optimization Ilija Bogunovic Jonathan Scarlett V. Cevher 69 95 0 25 Jan 2016
Active Contextual Entropy Search J. H. Metzen 18 9 0 13 Nov 2015
Optimization for Gaussian Processes via Chaining E. Contal C. Malherbe Nicolas Vayatis 53 7 0 19 Oct 2015
Dual Control for Approximate Bayesian Reinforcement Learning Edgar D. Klenske Philipp Hennig BDL OffRL 16 67 0 13 Oct 2015
Using Bayesian Optimization to Guide Probing of a Flexible Environment for Simultaneous Registration and Stiffness Mapping E. Ayvali Rangaprasad Arun Srivatsan Long Wang R. Roy Nabil Simaan Howie Choset 17 43 0 19 Sep 2015
Sequential Design for Ranking Response Surfaces Ruimeng Hu M. Ludkovski 30 26 0 03 Sep 2015
Correlated Multiarmed Bandit Problem: Bayesian Algorithms and Regret Analysis Vaibhav Srivastava Paul B. Reverdy Naomi Ehrich Leonard 25 10 0 05 Jul 2015
Gaussian Process Regression with Location Errors D. Cervone Natesh S. Pillai 31 17 0 27 Jun 2015
Local Nonstationarity for Efficient Bayesian Optimization Ruben Martinez-Cantin 34 3 0 05 Jun 2015
Discovering Valuable Items from Massive Data Hastagiri P. Vanchinathan Andreas Marfurt C. Robelin Donald Kossmann Andreas Krause 26 36 0 02 Jun 2015
Bayesian Policy Reuse Benjamin Rosman Majd Hawasly S. Ramamoorthy OffRL 23 81 0 01 May 2015
Differentiating the multipoint Expected Improvement for optimal batch design Sébastien Marmin C. Chevalier D. Ginsbourger 35 51 0 18 Mar 2015
On the Equivalence between Kernel Quadrature Rules and Random Feature Expansions Francis R. Bach 34 34 0 24 Feb 2015
Gaussian Process Models for HRTF based Sound-Source Localization and Active-Learning Yuancheng Luo D. Zotkin R. Duraiswami GP 21 3 0 11 Feb 2015
Differentially Private Bayesian Optimization Matt J. Kusner Jacob R. Gardner Roman Garnett Kilian Q. Weinberger 32 52 0 16 Jan 2015
Bayesian Optimization for Likelihood-Free Inference of Simulator-Based Statistical Models Michael U. Gutmann J. Corander 45 285 0 14 Jan 2015
Fast and optimal nonparametric sequential design for astronomical observations Justin Yang Xufei Wang P. Protopapas L. Bornn 16 3 0 11 Jan 2015
Theoretical Analysis of Bayesian Optimisation with Unknown Gaussian Process Hyper-Parameters Ziyun Wang Nando de Freitas 49 89 0 30 Jun 2014
Learning to Optimize via Information-Directed Sampling Daniel Russo Benjamin Van Roy 42 276 0 21 Mar 2014
An Information-Theoretic Analysis of Thompson Sampling Daniel Russo Benjamin Van Roy 23 421 0 21 Mar 2014
Conservative collision prediction and avoidance for stochastic trajectories in continuous time and space Jan-Peter Calliess Michael A. Osborne Stephen J. Roberts 28 5 0 17 Feb 2014
Input Warping for Bayesian Optimization of Non-stationary Functions Jasper Snoek Kevin Swersky R. Zemel Ryan P. Adams 50 235 0 05 Feb 2014
Learning Temporal Logical Properties Discriminating ECG models of Cardiac Arrhytmias E. Bartocci Luca Bortolussi G. Sanguinetti 36 18 0 29 Dec 2013
Relative Upper Confidence Bound for the K-Armed Dueling Bandit Problem M. Zoghi Shimon Whiteson Rémi Munos Maarten de Rijke 49 140 0 12 Dec 2013
Bandits and Experts in Metric Spaces Robert D. Kleinberg Aleksandrs Slivkins E. Upfal 49 120 0 04 Dec 2013
Detection of Correlations with Adaptive Sensing R. Castro Gabor Lugosi Pierre-André Savalle 56 14 0 21 Nov 2013
Gaussian Process Optimization with Mutual Information E. Contal Vianney Perchet Nicolas Vayatis 42 82 0 19 Nov 2013
On the Robustness of Temporal Properties for Stochastic Models E. Bartocci Luca Bortolussi L. Nenzi G. Sanguinetti 41 59 0 03 Sep 2013
BayesOpt: A Library for Bayesian optimization with Robotics Applications Ruben Martinez-Cantin 43 0 0 03 Sep 2013
Modeling Human Decision-making in Generalized Gaussian Multi-armed Bandits Paul B. Reverdy Vaibhav Srivastava Naomi Ehrich Leonard 36 81 0 23 Jul 2013