An Entropy Search Portfolio for Bayesian Optimization

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An Entropy Search Portfolio for Bayesian Optimization

18 June 2014

Bobak Shahriari

Matthew W. Hoffman

Alexandre Bouchard-Côté

Nando de Freitas

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Papers citing "An Entropy Search Portfolio for Bayesian Optimization"

17 / 17 papers shown

Title
Robust Bayesian optimization with reinforcement learned acquisition functions Zijing Liu Xiyao Qu Xuejun Liu Hongqiang Lyu 51 2 0 02 Oct 2022
Surrogate modeling for Bayesian optimization beyond a single Gaussian process Qin Lu Konstantinos D. Polyzos Bingcong Li G. Giannakis GP 72 23 0 27 May 2022
An Efficient Batch Constrained Bayesian Optimization Approach for Analog Circuit Synthesis via Multi-objective Acquisition Ensemble Shuhan Zhang Fan Yang Changhao Yan Dian Zhou Xuan Zeng 75 67 0 28 Jun 2021
HEBO Pushing The Limits of Sample-Efficient Hyperparameter Optimisation Alexander I. Cowen-Rivers Wenlong Lyu Rasul Tutunov Zhi Wang Antoine Grosnit ... A. Maraval Hao Jianye Jun Wang Jan Peters H. Ammar 123 80 0 07 Dec 2020
aphBO-2GP-3B: A budgeted asynchronous parallel multi-acquisition functions for constrained Bayesian optimization on high-performing computing architecture Anh Tran J. Furlan T. Wildey S. McCann K. Pagalthivarthi R. Visintainer 75 9 0 20 Mar 2020
Hyper-Parameter Optimization: A Review of Algorithms and Applications Tong Yu Hong Zhu AAML 96 542 0 12 Mar 2020
Bayesian Optimization using Deep Gaussian Processes Ali Hebbal Loïc Brevault M. Balesdent El-Ghazali Talbi N. Melab GP 95 70 0 07 May 2019
Tuning Hyperparameters without Grad Students: Scalable and Robust Bayesian Optimisation with Dragonfly Kirthevasan Kandasamy Karun Raju Vysyaraju Willie Neiswanger Biswajit Paria Christopher R. Collins J. Schneider Barnabás Póczós Eric Xing 95 176 0 15 Mar 2019
Robust Super-Level Set Estimation using Gaussian Processes Andrea Zanette Junzi Zhang Mykel J. Kochenderfer 72 32 0 25 Nov 2018
Combining Bayesian Optimization and Lipschitz Optimization Mohamed Osama Ahmed Sharan Vaswani Mark Schmidt 61 22 0 10 Oct 2018
Constrained Bayesian Optimization for Automatic Chemical Design Ryan-Rhys Griffiths José Miguel Hernández-Lobato BDL 180 76 0 16 Sep 2017
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 81 185 0 06 Jun 2017
Metacontrol for Adaptive Imagination-Based Optimization Jessica B. Hamrick A. J. Ballard Razvan Pascanu Oriol Vinyals N. Heess Peter W. Battaglia 74 69 0 07 May 2017
A sequential Monte Carlo approach to Thompson sampling for Bayesian optimization Hildo Bijl Thomas B. Schon J. Wingerden M. Verhaegen 226 25 0 01 Apr 2016
Minimum Regret Search for Single- and Multi-Task Optimization J. H. Metzen 61 20 0 02 Feb 2016
Active Contextual Entropy Search J. H. Metzen 67 9 0 13 Nov 2015
A Survey of Online Experiment Design with the Stochastic Multi-Armed Bandit Giuseppe Burtini Jason L. Loeppky Ramon Lawrence 88 119 0 02 Oct 2015