Multi-Fidelity Cost-Aware Bayesian Optimization

Multi-Fidelity Cost-Aware Bayesian Optimization

4 November 2022

Zahra Zanjani Foumani

Mehdi Shishehbor

Amin Yousefpour

Ramin Bostanabad

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Papers citing "Multi-Fidelity Cost-Aware Bayesian Optimization"

14 / 14 papers shown

Title
Constrained multi-fidelity Bayesian optimization with automatic stop condition Zahra Zanjani Foumani Ramin Bostanabad 119 0 0 03 Mar 2025
Two-step Lookahead Bayesian Optimization with Inequality Constraints Yunxiang Zhang Xinming Zhang P. Frazier 49 7 0 06 Dec 2021
Scalable Gaussian Processes for Data-Driven Design using Big Data with Categorical Factors Liwei Wang Suraj Yerramilli Akshay Iyer D. Apley Ping Zhu Wei Chen 67 26 0 26 Jun 2021
Multi-Fidelity Multi-Objective Bayesian Optimization: An Output Space Entropy Search Approach Syrine Belakaria Aryan Deshwal J. Doppa 41 41 0 02 Nov 2020
Bayesian Optimization for Materials Design with Mixed Quantitative and Qualitative Variables Yichi Zhang D. Apley Wei Chen AI4CE 62 217 0 03 Oct 2019
Bayesian Optimization of Composite Functions Raul Astudillo P. Frazier LLMAG 51 78 0 04 Jun 2019
Practical Multi-fidelity Bayesian Optimization for Hyperparameter Tuning Jian Wu Saul Toscano-Palmerin P. Frazier A. Wilson 56 132 0 12 Mar 2019
A Latent Variable Approach to Gaussian Process Modeling with Qualitative and Quantitative Factors Yichi Zhang Siyu Tao Wei Chen D. Apley 33 98 0 19 Jun 2018
Bayesian Optimization with Automatic Prior Selection for Data-Efficient Direct Policy Search Rémi Pautrat Konstantinos Chatzilygeroudis Jean-Baptiste Mouret 58 44 0 20 Sep 2017
Predictive Entropy Search for Efficient Global Optimization of Black-box Functions José Miguel Hernández-Lobato Matthew W. Hoffman Zoubin Ghahramani 107 647 0 10 Jun 2014
Bayesian Optimization with Unknown Constraints M. Gelbart Jasper Snoek Ryan P. Adams 80 450 0 22 Mar 2014
Gaussian Processes for Big Data J. Hensman Nicolò Fusi Neil D. Lawrence GP 107 1,235 0 26 Sep 2013
Practical Bayesian Optimization of Machine Learning Algorithms Jasper Snoek Hugo Larochelle Ryan P. Adams 359 7,954 0 13 Jun 2012
Gaussian Process Optimization in the Bandit Setting: No Regret and Experimental Design Niranjan Srinivas Andreas Krause Sham Kakade Matthias Seeger 149 1,623 0 21 Dec 2009