Generalization bounds for deep thresholding networks.
Arash BehboodiHolger RauhutEkkehard SchnoorPublished in: CoRR (2020)
Keyphrases
- generalization bounds
- data dependent
- generalization ability
- learning theory
- convex combinations
- linear classifiers
- model selection
- vc dimension
- ranking algorithm
- statistical learning theory
- edge detection
- neural network
- image segmentation
- image processing
- lower bound
- benchmark datasets
- learning problems
- ranking functions
- cross validation
- sample size
- image compression
- training data
- learning algorithm