Greed is Good: Exploration and Exploitation Trade-offs in Bayesian Optimisation

28 November 2019

Papers citing "Greed is Good: Exploration and Exploitation Trade-offs in Bayesian Optimisation"

23 / 23 papers shown

Title
Respecting the limit:Bayesian optimization with a bound on the optimal value Hanyang Wang Juergen Branke Matthias Poloczek 45 0 0 07 Nov 2024
An adaptive approach to Bayesian Optimization with switching costs Stefan Pricopie Richard Allmendinger Manuel López-Ibánez Clyde Fare Matt Benatan Joshua D. Knowles 21 0 0 14 May 2024
Variational Entropy Search for Adjusting Expected Improvement Nuojin Cheng Stephen Becker 28 1 0 17 Feb 2024
When Large Language Models Meet Evolutionary Algorithms: Potential Enhancements and Challenges Wang Chao Jiaxuan Zhao Licheng Jiao Lingling Li Fang Liu Shuyuan Yang 75 13 0 19 Jan 2024
Accelerating material discovery with a threshold-driven hybrid acquisition policy-based Bayesian optimization Ahmed Shoyeb Raihan H. Khosravi Srinjoy Das Imtiaz Ahmed 39 3 0 16 Nov 2023
Bayesian Optimisation Against Climate Change: Applications and Benchmarks Sigrid Passano Hellan Christopher G. Lucas Nigel H. Goddard 49 1 0 07 Jun 2023
Multi-objective optimisation via the R2 utilities Ben Tu N. Kantas Robert M. Lee B. Shafei 191 3 0 19 May 2023
Mastering the exploration-exploitation trade-off in Bayesian Optimization Antonio Candelieri 34 1 0 15 May 2023
Pareto Set Learning for Expensive Multi-Objective Optimization Xi Lin Zhiyuan Yang Xiao-Yan Zhang Qingfu Zhang 39 54 0 16 Oct 2022
Accelerating the Evolutionary Algorithms by Gaussian Process Regression with $ε$ -greedy acquisition function Rui Zhong En-zhan Zhang M. Munetomo 15 0 0 13 Oct 2022
Recent Advances in Bayesian Optimization Xilu Wang Yaochu Jin Sebastian Schmitt Markus Olhofer 40 200 0 07 Jun 2022
Gamifying optimization: a Wasserstein distance-based analysis of human search Antonio Candelieri Andrea Ponti Francesco Archetti 23 0 0 12 Dec 2021
Towards Futuristic Autonomous Experimentation--A Surprise-Reacting Sequential Experiment Policy Imtiaz Ahmed Satish Bukkapatnam Bhaskar Botcha Yucheng Ding 41 5 0 01 Dec 2021
A portfolio approach to massively parallel Bayesian optimization M. Binois Nicholson T. Collier J. Ozik 27 9 0 18 Oct 2021
Hyperparameter Optimization: Foundations, Algorithms, Best Practices and Open Challenges B. Bischl Martin Binder Michel Lang Tobias Pielok Jakob Richter ... Theresa Ullmann Marc Becker A. Boulesteix Difan Deng Marius Lindauer 85 455 0 13 Jul 2021
One-parameter family of acquisition functions for efficient global optimization T. Kanazawa 35 2 0 26 Apr 2021
What Makes an Effective Scalarising Function for Multi-Objective Bayesian Optimisation? C. Stock-Williams Tinkle Chugh Alma A. M. Rahat Wei Yu 11 2 0 10 Apr 2021
Revisiting Bayesian Optimization in the light of the COCO benchmark Rodolphe Le Riche Victor Picheny 22 26 0 30 Mar 2021
Uncertainty quantification and exploration-exploitation trade-off in humans Antonio Candelieri Andrea Ponti Francesco Archetti 21 4 0 05 Feb 2021
Asynchronous ε-Greedy Bayesian Optimisation George De Ath Richard Everson J. Fieldsend 35 5 0 15 Oct 2020
$ε$ -shotgun: $ε$ -greedy Batch Bayesian Optimisation George De Ath Richard Everson J. Fieldsend Alma A. M. Rahat 29 15 0 05 Feb 2020
Expected Improvement versus Predicted Value in Surrogate-Based Optimization Frederik Rehbach Martin Zaefferer B. Naujoks T. Bartz-Beielstein 23 24 0 09 Jan 2020
Max-value Entropy Search for Efficient Bayesian Optimization Zi Wang Stefanie Jegelka 110 403 0 06 Mar 2017