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On sampling theorem with sparse decimated samples

Abstract

The classical sampling Nyquist-Shannon-Kotelnikov theorem states that a band-limited continuous time function is uniquely defined by infinite two-sided sampling series taken with a sufficient frequency. The paper shows that these band-limited functions allows an arbitrarily close uniform approximation by functions that are uniquely defined by their extremely sparse subsamples representing arbitrarily small fractions of one-sided equidistant sample series with fixed oversampling parameter. In particular, for an arbitrarily large mm, an arbitrarily small adjustment of a band-limited underlying function makes redundant (m-1) members of any sequence of m members of the sample. This allows to bypass, in a certain sense, the restriction on the sampling rate defined by the critical Nyquist rate. Application of this approach to more general non-bandlimited functions allows to approximate them by functions that are recoverable from equidistant samples with arbitrarily large distance between sampling points.

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