Noisy-Input Entropy Search for Efficient Robust Bayesian Optimization

Noisy-Input Entropy Search for Efficient Robust Bayesian Optimization

7 February 2020

Lukas P. Frohlich

Edgar D. Klenske

Julia Vinogradska

Christian Daniel

Melanie Zeilinger

Papers citing "Noisy-Input Entropy Search for Efficient Robust Bayesian Optimization"

18 / 18 papers shown

Title
Information-theoretic Bayesian Optimization: Survey and Tutorial Eduardo C. Garrido-Merchán 113 1 0 22 Jan 2025
Bayesian Optimization for Non-Convex Two-Stage Stochastic Optimization Problems Jack M. Buckingham Ivo Couckuyt Juergen Branke 56 0 0 30 Aug 2024
Bayesian optimisation under uncertain inputs Rafael Oliveira Lionel Ott F. Ramos 34 43 0 21 Feb 2019
Adversarially Robust Optimization with Gaussian Processes Ilija Bogunovic Jonathan Scarlett Stefanie Jegelka Volkan Cevher GP AAML 28 126 0 25 Oct 2018
Bayesian Optimization with Expensive Integrands Saul Toscano-Palmerin P. Frazier 33 49 0 23 Mar 2018
Practical Bayesian optimization in the presence of outliers Ruben Martinez-Cantin K. Tee M. McCourt 34 54 0 12 Dec 2017
Constrained Bayesian Optimization for Automatic Chemical Design Ryan-Rhys Griffiths José Miguel Hernández-Lobato BDL 112 76 0 16 Sep 2017
Robust Optimization for Non-Convex Objectives Robert S. Chen Brendan Lucier Yaron Singer Vasilis Syrgkanis 47 120 0 04 Jul 2017
Max-value Entropy Search for Efficient Bayesian Optimization Zi Wang Stefanie Jegelka 136 406 0 06 Mar 2017
Unscented Bayesian Optimization for Safe Robot Grasping José Nogueira Ruben Martinez-Cantin Alexandre Bernardino L. Jamone 41 71 0 07 Mar 2016
Scalable Bayesian Optimization Using Deep Neural Networks Jasper Snoek Oren Rippel Kevin Swersky Ryan Kiros N. Satish N. Sundaram Md. Mostofa Ali Patwary P. Prabhat Ryan P. Adams BDL UQCV 70 1,041 0 19 Feb 2015
Heteroscedastic Treed Bayesian Optimisation Yannis Assael Ziyun Wang Bobak Shahriari Nando de Freitas 45 48 0 27 Oct 2014
Robots that can adapt like animals Antoine Cully Jeff Clune Danesh Tarapore Jean-Baptiste Mouret 64 1,032 0 13 Jul 2014
Predictive Entropy Search for Efficient Global Optimization of Black-box Functions José Miguel Hernández-Lobato Matthew W. Hoffman Zoubin Ghahramani 76 646 0 10 Jun 2014
Expectation Propagation for approximate Bayesian inference T. Minka 113 1,906 0 10 Jan 2013
Entropy Search for Information-Efficient Global Optimization Philipp Hennig Christian J. Schuler 106 671 0 06 Dec 2011
A Tutorial on Bayesian Optimization of Expensive Cost Functions, with Application to Active User Modeling and Hierarchical Reinforcement Learning E. Brochu Vlad M. Cora Nando de Freitas GP 116 2,437 0 12 Dec 2010
Gaussian Process Optimization in the Bandit Setting: No Regret and Experimental Design Niranjan Srinivas Andreas Krause Sham Kakade Matthias Seeger 131 1,616 0 21 Dec 2009