Constrained Bayesian Optimization with Max-Value Entropy Search

Constrained Bayesian Optimization with Max-Value Entropy Search

15 October 2019

Valerio Perrone

Rodolphe Jenatton

Cédric Archambeau

Matthias Seeger

ArXiv (abs)PDF HTML

Papers citing "Constrained Bayesian Optimization with Max-Value Entropy Search"

13 / 13 papers shown

Title
You Only Train Once Christos Sakaridis 34 0 0 04 Jun 2025
Constrained Multi-objective Bayesian Optimization through Optimistic Constraints Estimation Diantong Li Fengxue Zhang Chong Liu Yuxin Chen 451 0 0 06 Nov 2024
Joint Entropy Search for Multi-objective Bayesian Optimization Ben Tu Axel Gandy N. Kantas B. Shafei 93 39 0 06 Oct 2022
Recent Advances in Bayesian Optimization Xilu Wang Yaochu Jin Sebastian Schmitt Markus Olhofer 86 233 0 07 Jun 2022
Two-step Lookahead Bayesian Optimization with Inequality Constraints Yunxiang Zhang Xinming Zhang P. Frazier 58 7 0 06 Dec 2021
A sampling criterion for constrained Bayesian optimization with uncertainties M. R. E. Amri Rodolphe Le Riche C. Helbert Christophette Blanchet-Scalliet Sébastien Da Veiga 59 14 0 09 Mar 2021
Sequential- and Parallel- Constrained Max-value Entropy Search via Information Lower Bound Shion Takeno T. Tamura Kazuki Shitara Masayuki Karasuyama 110 20 0 19 Feb 2021
A New Knowledge Gradient-based Method for Constrained Bayesian Optimization Wenjie Chen Shengcai Liu Ke Tang 52 7 0 20 Jan 2021
Amazon SageMaker Automatic Model Tuning: Scalable Gradient-Free Optimization Valerio Perrone Huibin Shen Aida Zolic I. Shcherbatyi Amr Ahmed ... Barbara Pogorzelska Miroslav Miladinovic K. Kenthapadi Matthias Seeger Cédric Archambeau 99 16 0 15 Dec 2020
Amazon SageMaker Autopilot: a white box AutoML solution at scale Piali Das Laurence Rouesnel Nikita Ivkin Tanya Bansal Zohar Karnin ... Giovanni Zappella Cedric Archembeau Matthias Seeger Bhaskar Dutt K. Venkateswar 91 69 0 15 Dec 2020
TrimTuner: Efficient Optimization of Machine Learning Jobs in the Cloud via Sub-Sampling Pedro Mendes Maria Casimiro Paolo Romano David Garlan 69 18 0 09 Nov 2020
Improved Max-value Entropy Search for Multi-objective Bayesian Optimization with Constraints Daniel Fernández-Sánchez Eduardo C. Garrido-Merchán Daniel Hernández-Lobato 57 31 0 02 Nov 2020
Resource Aware Multifidelity Active Learning for Efficient Optimization Francesco Grassi Giorgio Manganini Michele Garraffa L. Mainini 68 6 0 09 Jul 2020