Sobolev Norm Learning Rates for Conditional Mean Embeddings.
Prem TalwaiAli ShameliDavid Simchi-LeviPublished in: AISTATS (2022)
Keyphrases
- learning rate
- hilbert space
- covering numbers
- reproducing kernel hilbert space
- von neumann
- convergence rate
- finite dimensional
- gaussian kernels
- error function
- learning algorithm
- euclidean space
- uniform convergence
- convex sets
- kernel function
- convergence speed
- delta bar delta
- vc dimension
- vector space
- low dimensional
- distance measure
- domain adaptation
- density estimation
- euclidean distance
- loss function
- multi class
- active learning
- objective function