Alleviating Search Bias in Bayesian Evolutionary Optimization with Many
Heterogeneous Objectives

Alleviating Search Bias in Bayesian Evolutionary Optimization with Many Heterogeneous Objectives

25 August 2022

Sebastian Schmitt

Markus Olhofer

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Papers citing "Alleviating Search Bias in Bayesian Evolutionary Optimization with Many Heterogeneous Objectives"

11 / 11 papers shown

Title
Co-Learning Bayesian Optimization Zhendong Guo Yew-Soon Ong Tiantian He Haitao Liu 140 3 0 23 Jan 2025
Transfer Learning Based Co-surrogate Assisted Evolutionary Bi-objective Optimization for Objectives with Non-uniform Evaluation Times Xilu Wang Yaochu Jin Sebastian Schmitt Markus Olhofer 46 20 0 30 Aug 2021
Heterogeneous Objectives: State-of-the-Art and Future Research Richard Allmendinger Joshua D. Knowles 34 14 0 26 Feb 2021
Max-value Entropy Search for Multi-Objective Bayesian Optimization with Constraints Syrine Belakaria Aryan Deshwal J. Doppa 77 133 0 01 Sep 2020
Cost-aware Multi-objective Bayesian optimisation Majid Abdolshah A. Shilton Santu Rana Sunil R. Gupta Svetha Venkatesh 41 18 0 09 Sep 2019
Multi-objective Bayesian Optimization using Pareto-frontier Entropy Shinya Suzuki Shion Takeno T. Tamura Kazuki Shitara Masayuki Karasuyama 60 74 0 01 Jun 2019
Predictive Entropy Search for Multi-objective Bayesian Optimization Daniel Hernández-Lobato José Miguel Hernández-Lobato Amar Shah Ryan P. Adams 151 190 0 17 Nov 2015
Generalized Product of Experts for Automatic and Principled Fusion of Gaussian Process Predictions Yanshuai Cao David J. Fleet 54 186 0 28 Oct 2014
Predictive Entropy Search for Efficient Global Optimization of Black-box Functions José Miguel Hernández-Lobato Matthew W. Hoffman Zoubin Ghahramani 107 648 0 10 Jun 2014
Bayesian Optimization with Unknown Constraints M. Gelbart Jasper Snoek Ryan P. Adams 93 450 0 22 Mar 2014
Practical Bayesian Optimization of Machine Learning Algorithms Jasper Snoek Hugo Larochelle Ryan P. Adams 376 7,965 0 13 Jun 2012