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Exact iterative reconstruction algorithm for multivariate irregularly sampled functions in spline-like spaces: The -Theory
Authors:Akram Aldroubi  Hans Feichtinger
Institution:National Institutes of Health, Biomedical Engineering and Instrumentation Program, Bethesda, Maryland 20892 ; University of Vienna, Department of Mathematics, Strudlhofg. 4, A-1090 Wien, Austria
Abstract:We prove that the exact reconstruction of a function $s$ from its samples $s(x_i)$ on any ``sufficiently dense" sampling set $\{x_i\}_{i\in \Lambda}$ can be obtained, as long as $s$ is known to belong to a large class of spline-like spaces in $L^p(\cal R^n)$. Moreover, the reconstruction can be implemented using fast algorithms. Since a limiting case is the space of bandlimited functions, our result generalizes the classical Shannon-Whittaker sampling theorem on regular sampling and the Paley-Wiener theorem on non-uniform sampling.

Keywords:Non-uniform sampling  shift-invariant spaces  Riesz basis
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