Comparing Comparators in Generalization Bounds.
Fredrik HellströmBenjamin GuedjPublished in: AISTATS (2024)
Keyphrases
- generalization bounds
- learning theory
- data dependent
- generalization ability
- convex combinations
- ranking algorithm
- model selection
- vc dimension
- linear classifiers
- learning problems
- statistical learning theory
- uniform convergence
- statistical learning
- upper bound
- sample size
- cross validation
- k nearest neighbor
- principal component analysis
- kernel machines
- learning algorithm