Exploration Enhanced Expected Improvement for Bayesian Optimization.
Julian BerkVu NguyenSunil GuptaSantu RanaSvetha VenkateshPublished in: ECML/PKDD (2) (2018)
Keyphrases
- optimization problems
- efficient optimization
- bayesian networks
- optimization process
- optimization method
- global optimization
- significant improvement
- optimization algorithm
- real time
- evolutionary search
- optimal design
- optimization model
- information retrieval
- optimization methods
- posterior distribution
- data driven
- gaussian processes
- active learning
- databases
- database
- design space exploration
- monte carlo sampling