Chaining Mutual Information and Tightening Generalization Bounds.
Amir R. AsadiEmmanuel AbbeSergio VerdúPublished in: CoRR (2018)
Keyphrases
- generalization bounds
- mutual information
- data dependent
- learning theory
- generalization ability
- model selection
- convex combinations
- information theoretic
- ranking algorithm
- vc dimension
- feature selection
- learning problems
- linear classifiers
- image registration
- statistical learning theory
- similarity measure
- ranking functions
- information gain
- learning algorithm
- ensemble learning
- kernel machines
- prediction accuracy
- artificial neural networks
- reinforcement learning
- ensemble methods
- machine learning
- special case
- learning machines
- support vector machine svm
- semi supervised