HEBO: An Empirical Study of Assumptions in Bayesian Optimisation.
Alexander I. Cowen-RiversWenlong LyuRasul TutunovZhi WangAntoine GrosnitRyan-Rhys GriffithsAlexandre Max MaravalJianye HaoJun WangJan PetersHaitham Bou-AmmarPublished in: J. Artif. Intell. Res. (2022)
Keyphrases
- statistical inference
- data driven
- genetic algorithm
- bayesian decision
- bayesian networks
- maximum likelihood
- posterior probability
- optimisation algorithm
- bayesian learning
- computer vision
- similarity measure
- maximum entropy
- restrictive assumptions
- simplifying assumptions
- optimisation problems
- posterior distribution
- bayesian inference
- data sets
- information systems
- data mining