Generalization bounds via distillation.
Daniel HsuZiwei JiMatus TelgarskyLan WangPublished in: ICLR (2021)
Keyphrases
- generalization bounds
- data dependent
- learning theory
- generalization ability
- model selection
- convex combinations
- vc dimension
- learning problems
- linear classifiers
- ranking algorithm
- statistical learning theory
- uniform convergence
- kernel machines
- ranking functions
- ensemble methods
- cross validation
- support vector machine
- machine learning
- sample size
- upper bound
- image segmentation