Tighter Information-Theoretic Generalization Bounds from Supersamples.
Ziqiao WangYongyi MaoPublished in: CoRR (2023)
Keyphrases
- information theoretic
- generalization bounds
- learning theory
- data dependent
- generalization ability
- vc dimension
- mutual information
- upper bound
- information theory
- model selection
- ranking algorithm
- lower bound
- linear classifiers
- statistical learning theory
- learning problems
- learning machines
- kernel machines
- learning algorithm
- pattern recognition
- semi supervised learning
- image classification
- image registration
- sample complexity
- feature space
- decision trees
- image processing