Characterizations of Native Spaces
Abstract
In the theory of radial basis functions, linear combinations of the translates of a single function Phi are used as interpolants. The space spanned by all of these linear combinations carries an inner product defined via Phi itself. It can be completed and becomes a Hilbert space, called the native space for Phi, which is of great importance for further investigation of radial basis functions. The native space will contain abstract elements which are not linear combinations of radial basis functions, and require some work to be recognized as functions. This paper provides some characterizations of native spaces and relates some of the different approaches used to define them. Finally, embedding results for native spaces into Sobolev spaces are proven.
Document Details
- Document Type
- Technical Report
- Publication Date
- Jan 01, 2000
- Accession Number
- ADP011998
Entities
People
- Lin Tian Luh
Organizations
- Providence University