DMEA：Dynamic Multi-objective Ensemble of Acquisition functions

This repository contains a batch Bayesian Optimization method -- DMEA. It is implemented in python 3.

Jixiang Chen, Fu Luo, and Zhenkun Wang. 2022. Dynamic Multi-objective Ensemble of Acquisition Functions in Batch Bayesian Optimization. In GECCO ’22: The Genetic and Evolutionary Computation Conference 2022, July 9–13, 2022, Boston, USA. ACM, New York, NY, USA, 4 pages.
>Preprint: https://arxiv.org/abs/2206.11118

Dependency

• GPy==1.10.0
• GPyOpt==1.2.6
• numpy==1.22.3
• pandas==1.4.1
• platypus==1.0
• scipy==1.8.0
• smt==1.2.0