A note on generalization bounds for losses with finite moments.
Borja Rodríguez GálvezOmar RivasplataRagnar ThobabenMikael SkoglundPublished in: CoRR (2024)
Keyphrases
- generalization bounds
- learning theory
- data dependent
- generalization ability
- convex combinations
- model selection
- vc dimension
- learning problems
- ranking algorithm
- linear classifiers
- kernel machines
- statistical learning theory
- learning machines
- uniform convergence
- support vector machine svm
- cross validation
- support vector machine
- semi supervised
- learning algorithm
- multi class
- upper bound
- training set
- lower bound
- support vector
- feature selection