Approximation and non-parametric estimation of ResNet-type convolutional neural networks.
Kenta OonoTaiji SuzukiPublished in: ICML (2019)
Keyphrases
- convolutional neural networks
- kernel density estimation
- convolutional network
- neural network
- density estimation
- data sets
- error bounds
- parameter estimation
- relative error
- approximation methods
- multiresolution
- closed form
- probability density function
- gaussian process
- estimation algorithm
- estimation accuracy
- least squares
- approximation error
- maximum likelihood estimator
- approximation schemes