Stochastic Chaining and Strengthened Information-Theoretic Generalization Bounds.
Ruida ZhouChao TianTie LiuPublished in: ISIT (2022)
Keyphrases
- information theoretic
- generalization bounds
- data dependent
- learning theory
- mutual information
- generalization ability
- information theory
- model selection
- ranking algorithm
- learning problems
- linear classifiers
- vc dimension
- statistical learning theory
- kernel machines
- learning machines
- support vector
- learning algorithm
- supervised learning
- high dimensional