EXPObench: Benchmarking Surrogate-based Optimisation Algorithms on Expensive Black-box Functions

Surrogate algorithms such as Bayesian optimisation are especially designed for black-box optimisation problems with expensive objectives, such as hyperparameter tuning or simulation-based optimisation. In the literature, these algorithms are usually evaluated with synthetic benchmarks which are well...

Full description

Bibliographic Details

Published in:	arXiv.org
Main Authors:	Bliek, Laurens, Guijt, Arthur, Karlsson, Rickard, Verwer, Sicco, de Weerdt, Mathijs
Format:	Paper
Language:	English
Published:	Ithaca Cornell University Library, arXiv.org 01.12.2022
Subjects:	Algorithms Benchmarks Libraries Optimization
ISSN:	2331-8422
Online Access:	Get full text
Tags:	Add Tag No Tags, Be the first to tag this record!