Some limitations of norm based generalization bounds in deep neural networks.
Konstantinos PitasAndreas LoukasMike DaviesPierre VandergheynstPublished in: CoRR (2019)
Keyphrases
- generalization bounds
- neural network
- data dependent
- generalization ability
- learning theory
- model selection
- convex combinations
- ranking algorithm
- linear classifiers
- vc dimension
- learning problems
- pattern recognition
- artificial neural networks
- statistical learning theory
- ranking functions
- bp neural network
- fuzzy logic
- learning machines
- machine learning algorithms
- kernel machines
- feature vectors
- pairwise
- learning algorithm