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On sparse representation of analytic signal in Hardy space
Authors:Shuang Li  Tao Qian
Affiliation:Department of Mathematics, University of Macau, , Macau, China
Abstract:This paper is concerned with the sparse representation of analytic signal in Hardy space urn:x-wiley:01704214:media:mma2752:mma2752-math-0001, where urn:x-wiley:01704214:media:mma2752:mma2752-math-0002 is the open unit disk in the complex plane. In recent years, adaptive Fourier decomposition has attracted considerable attention in the area of signal analysis in urn:x-wiley:01704214:media:mma2752:mma2752-math-0003. As a continuation of adaptive Fourier decomposition‐related studies, this paper proves rapid decay properties of singular values of the dictionary. The rapid decay properties lay a foundation for applications of compressed sensing based on this dictionary. Through Hardy space decomposition, this program contributes to sparse representations of signals in the most commonly used function spaces, namely, the spaces of square integrable functions in various contexts. Numerical examples are given in which both compressed sensing and ?1‐minimization are used. Copyright © 2013 John Wiley & Sons, Ltd.
Keywords:Hardy space  singular value  reproducing kernels    1‐minimization  compressed sensing  sparse representation
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