Towards Effective Computation with Kernels on Manifolds

This talk will focus on highly localized basis functions which exist for certain kernels and spaces associated with these kernels. Such kernels include certain radial basis functions (RBFs), their restrictions to spheres (SBFs), and their restrictions to more general manifolds embeddable in R^d. The first part of the talk will be of an introductory nature. It will discuss radial basis functions and their restriction to manifolds which give rise to various kernels on these manifolds. The talk will then focus on the development (for certain kernels) of highly localized Lagrange functions which serve as effective bases: i.e., bases which are stable and local. Scaled versions of these bases will then be used to establish the stability of the L² minimization operator in L^p, 1 ≤ p ≤ ∞, thus obtaining a multivariate analogue of a result of de Boor. Since these bases are scalable with the data, they have potential uses beyond approximation including meshless methods and, more generally, computations of a multiresolution nature. The talk is primarily based on joint work with T. Hangelbroek, F. J. Narcowich and X. Sun.