Empirical Bounds on Linear Regions of Deep Rectifier Networks.
Thiago SerraSrikumar RamalingamPublished in: ISAIM (2020)
Keyphrases
- confidence bounds
- lower bound
- upper bound
- network design
- machine learning
- empirical risk minimization
- keypoints
- social networks
- lower and upper bounds
- finite sample
- linear constraints
- piecewise constant
- heterogeneous networks
- neural network
- rademacher complexity
- linear functions
- uniform convergence
- worst case
- input image
- region of interest
- closed form
- image regions
- theoretical analysis