Advancing Bayesian Optimization: The Mixed-Global-Local (MGL) Kernel and Length-Scale Cool Down.
Kim Peter WabersichMarc ToussaintPublished in: CoRR (2016)
Keyphrases
- efficient optimization
- optimization process
- global scale
- kernel machines
- gaussian processes
- constrained optimization
- global optimization
- global information
- bayesian networks
- bayesian estimation
- posterior distribution
- kernel methods
- optimization algorithm
- scale space
- feature space
- posterior probability
- kernel function
- maximum likelihood
- bayesian learning
- reproducing kernel hilbert space
- optimization problems
- kernel regression
- bi level
- machine learning
- monte carlo sampling