Signal Processing 2019 DOI: 10.1016/j.sigpro.2019.05.013 View full text
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Wei Zhang, Taejoon Kim, Guojun Xiong, Shu-Hung Leung

Abstract: The problem of low-rank matrix reconstruction arises in various applications in communications and signal processing. The state of the art research largely focuses on the recovery techniques that utilize affine maps satisfying the restricted isometry property (RIP). However, the affine map design and reconstruction under a priori information, i.e., column or row subspace information, has not been thoroughly investigated. To this end, we present designs of affine maps and reconstruction algorithms that fully e…

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