From Optimization Dynamics to Generalization Bounds via Łojasiewicz Gradient Inequality.
Fusheng LiuHaizhao YangSoufiane HayouQianxiao LiPublished in: Trans. Mach. Learn. Res. (2022)
Keyphrases
- generalization bounds
- data dependent
- learning theory
- convex combinations
- kernel machines
- optimization algorithm
- generalization ability
- model selection
- learning problems
- linear classifiers
- statistical learning theory
- machine learning
- ranking algorithm
- vc dimension
- theoretical framework
- multi class
- artificial neural networks
- optimal solution
- search engine