A Primer on Reproducing Kernel Hilbert Spaces.
Jonathan H. MantonPierre-Olivier AmblardPublished in: Found. Trends Signal Process. (2015)
Keyphrases
- reproducing kernel hilbert space
- loss function
- reproducing kernel
- kernel methods
- gaussian kernels
- kernel function
- uniform convergence
- learning theory
- data dependent
- euclidean space
- gaussian process
- special case
- real valued
- density estimation
- distance measure
- representer theorem
- kernel matrix
- domain adaptation
- input space
- learning problems
- covering numbers
- linear model
- finite dimensional
- pairwise
- feature space
- machine learning
- metric learning
- semi supervised learning
- support vector