Hyperparameters Search Methods for Machine Learning Linear Workflows.
Klára PeskováRoman NerudaPublished in: ICMLA (2019)
Keyphrases
- search methods
- hyperparameters
- machine learning
- model selection
- closed form
- search algorithm
- cross validation
- bayesian framework
- support vector
- metaheuristic
- gaussian process
- bayesian inference
- random sampling
- gaussian processes
- prior information
- maximum likelihood
- sample size
- em algorithm
- maximum a posteriori
- incremental learning
- incomplete data
- noise level
- data mining
- feature selection
- active learning
- optimization problems
- reinforcement learning
- learning algorithm
- noisy images
- support vector machine
- edge detection
- high dimensional
- missing values
- generative model