On the stability of reproducing kernel Hilbert spaces of discrete-time impulse responses.
Tianshi ChenGianluigi PillonettoPublished in: Autom. (2018)
Keyphrases
- reproducing kernel hilbert space
- uniform convergence
- gaussian kernels
- covering numbers
- loss function
- reproducing kernel
- special case
- data dependent
- kernel function
- kernel methods
- real valued
- learning theory
- euclidean space
- representer theorem
- sufficient conditions
- learning rate
- generalization error
- domain adaptation
- distance measure
- gaussian process
- density estimation
- input space
- metric learning
- risk minimization
- kernel matrix
- decision trees
- hilbert space
- machine learning
- outlier detection