Information-Theoretic Generalization Bounds for Meta-Learning and Applications.
Sharu Theresa JoseOsvaldo SimeonePublished in: CoRR (2020)
Keyphrases
- meta learning
- information theoretic
- generalization bounds
- model selection
- mutual information
- information theory
- data dependent
- learning theory
- learning tasks
- generalization ability
- learning problems
- hyperparameters
- inductive learning
- ranking algorithm
- feature selection
- linear classifiers
- sample size
- machine learning
- machine learning algorithms
- vc dimension
- data sets
- decision trees
- data mining
- ranking functions
- knn
- generalization error
- learning algorithm