Toward Better Generalization Bounds with Locally Elastic Stability.
Zhun DengHangfeng HeWeijie J. SuPublished in: ICML (2021)
Keyphrases
- generalization bounds
- algorithmic stability
- empirical risk minimization
- data dependent
- learning theory
- uniform convergence
- generalization ability
- model selection
- convex combinations
- ranking algorithm
- vc dimension
- learning problems
- linear classifiers
- statistical learning theory
- machine learning
- generalization error
- kernel machines
- ranking functions
- upper bound
- support vector machine
- image segmentation