Budgeted Online Model Selection and Fine-Tuning via Federated Learning.
Pouya M. GhariYanning ShenPublished in: Trans. Mach. Learn. Res. (2024)
Keyphrases
- model selection
- fine tuning
- bayesian learning
- cross validation
- statistical learning
- online learning
- meta learning
- learning process
- covariate shift
- learning machines
- bayesian methods
- learning algorithm
- regression model
- sample size
- parameter estimation
- learning tasks
- active learning
- variable selection
- hyperparameters
- data mining
- machine learning
- automatic model selection
- selection criterion
- kernel machines
- error estimation
- supervised learning
- generalization error
- noise level
- incremental learning
- statistical inference
- unsupervised learning
- online algorithms
- multi class
- prior knowledge
- feature selection