Toward Better Generalization Bounds with Locally Elastic Stability.
Zhun DengHangfeng HeWeijie J. SuPublished in: CoRR (2020)
Keyphrases
- generalization bounds
- algorithmic stability
- empirical risk minimization
- uniform convergence
- learning theory
- data dependent
- generalization ability
- convex combinations
- model selection
- vc dimension
- statistical learning theory
- machine learning
- ranking algorithm
- learning problems
- generalization error
- linear classifiers
- kernel machines
- learning machines
- ranking functions
- supervised learning
- neural network
- pattern recognition
- ensemble learning
- machine learning algorithms
- support vector
- training data
- cross validation
- theoretical framework