Stochastic Chaining and Strengthened Information-Theoretic Generalization Bounds.
Ruida ZhouChao TianTie LiuPublished in: CoRR (2022)
Keyphrases
- information theoretic
- generalization bounds
- data dependent
- learning theory
- generalization ability
- information theory
- mutual information
- model selection
- vc dimension
- ranking algorithm
- statistical learning theory
- learning problems
- linear classifiers
- kernel machines
- support vector machine svm
- learning machines
- ranking functions
- data mining
- cross validation
- markov random field
- training data
- machine learning