Multi-objective Bayesian optimisation with preferences over objectives

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Multi-objective Bayesian optimisation with preferences over objectives

12 February 2019

Majid Abdolshah

Svetha Venkatesh

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Papers citing "Multi-objective Bayesian optimisation with preferences over objectives"

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Title
Rapid Bayesian optimisation for synthesis of short polymer fiber materials Cheng Li David Rubín de Celis Leal Santu Rana Sunil R. Gupta A. Sutti S. Greenhill Teo Slezak Murray Height Svetha Venkatesh AI4CE 55 111 0 16 Feb 2018
Preferential Bayesian Optimization Javier I. González Zhenwen Dai Andreas C. Damianou Neil D. Lawrence 61 112 0 12 Apr 2017
Exploiting gradients and Hessians in Bayesian optimization and Bayesian quadrature Anqi Wu Mikio C. Aoi Jonathan W. Pillow 51 41 0 31 Mar 2017
Efficient Hyperparameter Optimization of Deep Learning Algorithms Using Deterministic RBF Surrogates Ilija Ilievski Taimoor Akhtar Jiashi Feng C. Shoemaker 73 151 0 28 Jul 2016
Fast Bayesian Optimization of Machine Learning Hyperparameters on Large Datasets Aaron Klein Stefan Falkner Simon Bartels Philipp Hennig Frank Hutter AI4CE 74 550 0 23 May 2016
Predictive Entropy Search for Multi-objective Bayesian Optimization Daniel Hernández-Lobato José Miguel Hernández-Lobato Amar Shah Ryan P. Adams 149 189 0 17 Nov 2015
A Bayesian approach to constrained single- and multi-objective optimization Paul Feliot Julien Bect E. Vázquez 53 151 0 02 Oct 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.0K 150,312 0 22 Dec 2014
Practical Bayesian Optimization of Machine Learning Algorithms Jasper Snoek Hugo Larochelle Ryan P. Adams 369 7,957 0 13 Jun 2012
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 138 2,449 0 12 Dec 2010