Tue, 09 May 2017
14:30
L3

Ill-conditioning and numerical stability in radial basis functions (RBFs) using frame theory

Cécile Piret
(Michigan Technological University)
Abstract

We analyse the numerical approximation of functions using radial basis functions in the context of frames. Frames generalize the notion of a basis by allowing redundancy, while being restricted by a so-called frame condition. The theory of numerical frame approximations allows the study of ill-conditioning, inherently due to their redundancy, and suggests discretization techniques that still offer numerical stability to machine precision. We apply the theory to radial basis functions.

 

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