Safe Learning: bridging the gap between Bayes, MDL and statistical learning theory via empirical convexity.
Peter GrünwaldJohn Smith JonesJane de WinterÉlouise SmithPublished in: COLT (2011)
Keyphrases
- statistical learning theory
- finite sample
- learning problems
- statistical learning
- support vector machine
- learning process
- machine learning
- kernel machines
- objective function
- supervised learning
- learning tasks
- inductive inference
- active learning
- upper bound
- text classification
- sample size
- reinforcement learning
- learning algorithm
- feature selection
- multi task learning
- learning machines
- data sets