Greed is Good: Exploration and Exploitation Trade-offs in Bayesian Optimisation.
George De AthRichard M. EversonAlma As-Aad Mohammad RahatJonathan E. FieldsendPublished in: CoRR (2019)
Keyphrases
- trade off
- genetic algorithm
- bayesian learning
- bayesian networks
- maximum likelihood
- bayesian inference
- exploration exploitation tradeoff
- data driven
- model selection
- bayesian estimation
- guided exploration
- model predictive control
- gaussian processes
- bayesian decision
- optimisation algorithm
- interactive exploration
- efficient optimization
- search capabilities
- bayesian methods
- expert systems
- case study
- website
- knowledge base