Frugal Optimization for Cost-related Hyperparameters.
Qingyun WuChi WangSilu HuangPublished in: AAAI (2021)
Keyphrases
- hyperparameters
- model selection
- cross validation
- bayesian framework
- grid search
- parameter optimization
- random sampling
- prior information
- maximum a posteriori
- maximum likelihood
- gaussian processes
- upper bound
- noise level
- bayesian inference
- support vector
- gaussian process
- data sets
- closed form
- parameter values
- multiscale
- regularization parameter
- bayesian networks