Efficient and Scalable Batch Bayesian Optimization Using K-Means

4 June 2018

Papers citing "Efficient and Scalable Batch Bayesian Optimization Using K-Means"

9 / 9 papers shown

Title
Dynamic Control of Explore/Exploit Trade-Off In Bayesian Optimization Dipti Jasrasaria Edward O. Pyzer-Knapp 41 21 0 03 Jul 2018
Parallel and Distributed Thompson Sampling for Large-scale Accelerated Exploration of Chemical Space José Miguel Hernández-Lobato James Requeima Edward O. Pyzer-Knapp Alán Aspuru-Guzik 58 183 0 06 Jun 2017
Budgeted Batch Bayesian Optimization With Unknown Batch Sizes Vu Nguyen Santu Rana Sunil R. Gupta Cheng Li Svetha Venkatesh 41 9 0 15 Mar 2017
Parallel Bayesian Global Optimization of Expensive Functions Jialei Wang Scott C. Clark Eric Liu P. Frazier 46 161 0 16 Feb 2016
Parallel Predictive Entropy Search for Batch Global Optimization of Expensive Objective Functions Amar Shah Zoubin Ghahramani 64 159 0 23 Nov 2015
Batch Bayesian Optimization via Local Penalization Javier I. González Zhenwen Dai Philipp Hennig Neil D. Lawrence 70 353 0 29 May 2015
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 89 1,043 0 19 Feb 2015
Practical Bayesian Optimization of Machine Learning Algorithms Jasper Snoek Hugo Larochelle Ryan P. Adams 321 7,923 0 13 Jun 2012
Convergence properties of the expected improvement algorithm E. Vázquez Julien Bect 89 232 0 21 Dec 2007