Learnability of Reproducing Kernel Hilbert Spaces.
Hongrui ChenJihao LongLei WuPublished in: CoRR (2023)
Keyphrases
- uniform convergence
- reproducing kernel hilbert space
- sufficient conditions
- loss function
- kernel methods
- gaussian kernels
- real valued
- reproducing kernel
- learning rate
- euclidean space
- data dependent
- learning theory
- density estimation
- special case
- gaussian process
- risk minimization
- kernel function
- domain adaptation
- statistical learning theory
- learning problems
- kernel matrix
- generalization error
- sample complexity
- distance measure
- representer theorem
- input space
- generalization bounds
- vc dimension
- vector space
- metric learning
- support vector machine
- training data