Open AccessHEBO: An Empirical Study of Assumptions in Bayesian Optimisation
Author(s) -
Alexander I. Cowen-Rivers,
Wenlong Lyu,
Rasul Tutunov,
Zhi Wang,
Antoine Grosnit,
Ryan Rhys Griffiths,
Alexandre Max Maraval,
Jianye Hao,
Jun Wang,
Jan Cornelius Peters,
Haitham Bou-Ammar
Publication year - 2022
Publication title -
journal of artificial intelligence research/the journal of artificial intelligence research
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.79
H-Index - 123
eISSN - 1943-5037
pISSN - 1076-9757
DOI - 10.1613/jair.1.13643
Subject(s) - benchmark (surveying) , hyperparameter , heteroscedasticity , black box , computer science , machine learning , bayesian probability , bayesian optimization , solver , artificial intelligence , geodesy , programming language , geography