Multi-objective Bayesian Optimization using Pareto-frontier Entropy

1 June 2019

Shion Takeno

Masayuki Karasuyama

Papers citing "Multi-objective Bayesian Optimization using Pareto-frontier Entropy"

20 / 20 papers shown

Title
Multi-Scale Graph Learning for Anti-Sparse Downscaling Yingda Fan Runlong Yu Janet R. Barclay A. Appling Yiming Sun Yiqun Xie Xiaowei Jia AI4CE 40 0 0 03 May 2025
Pareto-frontier Entropy Search with Variational Lower Bound Maximization Masanori Ishikura Masayuki Karasuyama 68 0 0 31 Jan 2025
Constrained Multi-objective Bayesian Optimization through Optimistic Constraints Estimation Diantong Li Fengxue Zhang Chong Liu Yuxin Chen 221 0 0 06 Nov 2024
A Trajectory-Based Bayesian Approach to Multi-Objective Hyperparameter Optimization with Epoch-Aware Trade-Offs Wenyu Wang Zheyi Fan Szu Hui Ng 33 0 0 24 May 2024
Scalarisation-based risk concepts for robust multi-objective optimisation Ben Tu N. Kantas Robert M. Lee B. Shafei 37 1 0 16 May 2024
Preference-Aware Constrained Multi-Objective Bayesian Optimization Alaleh Ahmadianshalchi Syrine Belakaria J. Doppa 36 7 0 23 Mar 2023
Randomized Gaussian Process Upper Confidence Bound with Tighter Bayesian Regret Bounds Shion Takeno Yu Inatsu Masayuki Karasuyama 30 13 0 03 Feb 2023
Pareto Set Learning for Expensive Multi-Objective Optimization Xi Lin Zhiyuan Yang Xiao-Yan Zhang Qingfu Zhang 39 54 0 16 Oct 2022
Joint Entropy Search for Multi-objective Bayesian Optimization Ben Tu Axel Gandy N. Kantas B. Shafei 27 38 0 06 Oct 2022
Alleviating Search Bias in Bayesian Evolutionary Optimization with Many Heterogeneous Objectives Xilu Wang Yaochu Jin Sebastian Schmitt Markus Olhofer 23 7 0 25 Aug 2022
Recent Advances in Bayesian Optimization Xilu Wang Yaochu Jin Sebastian Schmitt Markus Olhofer 40 200 0 07 Jun 2022
Fair and Green Hyperparameter Optimization via Multi-objective and Multiple Information Source Bayesian Optimization Antonio Candelieri Andrea Ponti Francesco Archetti 33 16 0 18 May 2022
Probability Distribution of Hypervolume Improvement in Bi-objective Bayesian Optimization Hao Wang Kaifeng Yang M. Affenzeller 23 2 0 11 May 2022
Multi-Objective Bayesian Optimization over High-Dimensional Search Spaces Sam Daulton David Eriksson Maximilian Balandat E. Bakshy 22 106 0 22 Sep 2021
PASTO: Strategic Parameter Optimization in Recommendation Systems -- Probabilistic is Better than Deterministic Weicong Ding Hanlin Tang Jingshuo Feng Lei Yuan Sen Yang ... Dongying Kong Kai Ren Peng Jiang Qiao Lian Ji Liu 44 1 0 20 Aug 2021
Multi-objective Asynchronous Successive Halving Robin Schmucker Michele Donini Muhammad Bilal Zafar David Salinas Cédric Archambeau 32 23 0 23 Jun 2021
Sequential- and Parallel- Constrained Max-value Entropy Search via Information Lower Bound Shion Takeno T. Tamura Kazuki Shitara Masayuki Karasuyama 37 17 0 19 Feb 2021
Using Distance Correlation for Efficient Bayesian Optimization T. Kanazawa 44 3 0 17 Feb 2021
Mean-Variance Analysis in Bayesian Optimization under Uncertainty S. Iwazaki Yu Inatsu Ichiro Takeuchi 34 33 0 17 Sep 2020
Max-value Entropy Search for Efficient Bayesian Optimization Zi Wang Stefanie Jegelka 110 403 0 06 Mar 2017