Cost Effective Optimization for Cost-related Hyperparameters.
Qingyun WuChi WangSilu HuangPublished in: CoRR (2020)
Keyphrases
- cost effective
- cost effectiveness
- hyperparameters
- low cost
- support vector
- cross validation
- model selection
- incomplete data
- bayesian framework
- closed form
- prior information
- grid search
- random sampling
- bayesian inference
- sample size
- noise level
- data sets
- maximum a posteriori
- maximum likelihood
- active learning
- optimal solution
- decision trees
- gaussian processes
- parameter optimization
- real time