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A Bayesian approach to constrained single- and multi-objective optimization

2 October 2015

Papers citing "A Bayesian approach to constrained single- and multi-objective optimization"

27 / 27 papers shown

Title
Regularized infill criteria for multi-objective Bayesian optimization with application to aircraft design Robin Grapin Y. Diouane J. Morlier N. Bartoli T. Lefebvre P. Saves J. Bussemaker 70 9 0 11 Apr 2025
Constrained Multi-objective Bayesian Optimization through Optimistic Constraints Estimation Diantong Li Fengxue Zhang Chong Liu Yuxin Chen 465 0 0 06 Nov 2024
Preference-Aware Constrained Multi-Objective Bayesian Optimization Alaleh Ahmadianshalchi Syrine Belakaria J. Doppa 72 8 0 23 Mar 2023
Bi-objective Ranking and Selection Using Stochastic Kriging Sebastian Rojas Gonzalez Juergen Branke I. Nieuwenhuyse 90 3 0 05 Sep 2022
Bayesian multi-objective optimization for stochastic simulators: an extension of the Pareto Active Learning method Bruno Barracosa Julien Bect H. Baraffe J. Morin Josselin Fournel E. Vázquez 54 2 0 08 Jul 2022
Relaxed Gaussian process interpolation: a goal-oriented approach to Bayesian optimization S. Petit Julien Bect E. Vázquez 124 1 0 07 Jun 2022
Fair and Green Hyperparameter Optimization via Multi-objective and Multiple Information Source Bayesian Optimization Antonio Candelieri Andrea Ponti Francesco Archetti 63 18 0 18 May 2022
Leveraging Trust for Joint Multi-Objective and Multi-Fidelity Optimization F. Irshad S. Karsch Andreas Döpp 93 8 0 27 Dec 2021
Constrained multi-objective optimization of process design parameters in settings with scarce data: an application to adhesive bonding A. Hernández Sebastian Rojas Gonzalez I. Nieuwenhuyse Ivo Couckuyt Jeroen Jordens M. Witters Bart Van Doninck 49 0 0 16 Dec 2021
A survey on multi-objective hyperparameter optimization algorithms for Machine Learning A. Hernández I. Nieuwenhuyse Sebastian Rojas Gonzalez 72 103 0 23 Nov 2021
Revisiting Bayesian Optimization in the light of the COCO benchmark Rodolphe Le Riche Victor Picheny 104 28 0 30 Mar 2021
Improved Max-value Entropy Search for Multi-objective Bayesian Optimization with Constraints Daniel Fernández-Sánchez Eduardo C. Garrido-Merchán Daniel Hernández-Lobato 64 31 0 02 Nov 2020
Multi-Objective Bayesian Optimisation and Joint Inversion for Active Sensor Fusion S. Haan F. Ramos Dietmar Muller 21 4 0 12 Oct 2020
Max-value Entropy Search for Multi-Objective Bayesian Optimization with Constraints Syrine Belakaria Aryan Deshwal J. Doppa 98 133 0 01 Sep 2020
Sequential design of multi-fidelity computer experiments: maximizing the rate of stepwise uncertainty reduction Rémi Stroh Julien Bect S. Demeyer N. Fischer Damien Marquis E. Vázquez 43 13 0 27 Jul 2020
Differentiable Expected Hypervolume Improvement for Parallel Multi-Objective Bayesian Optimization Sam Daulton Maximilian Balandat E. Bakshy 113 243 0 09 Jun 2020
Upper Trust Bound Feasibility Criterion for Mixed Constrained Bayesian Optimization with Application to Aircraft Design R. Priem N. Bartoli Y. Diouane A. Sgueglia 60 47 0 11 May 2020
Parallel Predictive Entropy Search for Multi-objective Bayesian Optimization with Constraints E.C. Garrido-Merchán Daniel Hernández-Lobato 75 16 0 01 Apr 2020
Multi-Attribute Bayesian Optimization With Interactive Preference Learning Raul Astudillo P. Frazier 82 33 0 14 Nov 2019
Polystore++: Accelerated Polystore System for Heterogeneous Workloads Rekha Singhal Nathan Zhang Luigi Nardi M. Shahbaz K. Olukotun 37 8 0 24 May 2019
Multi-objective Bayesian optimisation with preferences over objectives Majid Abdolshah A. Shilton Santu Rana Sunil R. Gupta Svetha Venkatesh 73 47 0 12 Feb 2019
Practical Design Space Exploration Luigi Nardi D. Koeplinger K. Olukotun 70 86 0 11 Oct 2018
User preferences in Bayesian multi-objective optimization: the expected weighted hypervolume improvement criterion Paul Feliot Julien Bect E. Vázquez 47 15 0 14 Sep 2018
On the choice of the low-dimensional domain for global optimization via random embeddings M. Binois D. Ginsbourger O. Roustant 100 62 0 18 Apr 2017
Predictive Entropy Search for Multi-objective Bayesian Optimization with Constraints Daniel Hernández-Lobato Daniel Hernández-Lobato 91 112 0 05 Sep 2016
A supermartingale approach to Gaussian process based sequential design of experiments Julien Bect François Bachoc D. Ginsbourger 126 78 0 03 Aug 2016
Bayesian subset simulation Julien Bect Ling Li E. Vázquez 119 68 0 11 Jan 2016