Chaining Mutual Information and Tightening Generalization Bounds.
Amir R. AsadiEmmanuel AbbeSergio VerdúPublished in: NeurIPS (2018)
Keyphrases
- generalization bounds
- mutual information
- data dependent
- learning theory
- generalization ability
- convex combinations
- model selection
- information theoretic
- learning problems
- image registration
- linear classifiers
- ranking algorithm
- vc dimension
- statistical learning theory
- feature selection
- similarity measure
- learning machines
- learning tasks
- ranking functions
- kernel machines
- information gain
- machine learning
- learning algorithm
- cross validation
- multi task
- objective function
- neural network
- pattern recognition
- training set