Bilevel Programming for Hyperparameter Optimization and Meta-Learning.
Luca FranceschiPaolo FrasconiSaverio SalzoMassimiliano PontilPublished in: CoRR (2018)
Keyphrases
- meta learning
- grid search
- bilevel programming
- inductive learning
- optimality conditions
- learning tasks
- model selection
- convex programming
- machine learning
- decision trees
- hyperparameters
- machine learning algorithms
- convergence analysis
- feature selection
- nonlinear programming
- optimization algorithm
- metamodel
- pairwise
- convex optimization
- upper level
- learning algorithm