A New Family of Generalization Bounds Using Samplewise Evaluated CMI.
Fredrik HellströmGiuseppe DurisiPublished in: NeurIPS (2022)
Keyphrases
- generalization bounds
- data dependent
- learning theory
- generalization ability
- convex combinations
- model selection
- linear classifiers
- learning problems
- ranking algorithm
- vc dimension
- statistical learning theory
- supervised learning
- special case
- kernel machines
- support vector machine svm
- compression scheme
- ensemble learning
- e learning
- machine learning