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arxiv: 1709.00257 · v2 · submitted 2017-09-01 · 💻 cs.IT · math.IT

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Recovery analysis for weighted mixed ell₂/ell_p minimization with 0<pleq 1

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classification 💻 cs.IT math.IT
keywords blockrecoveryweightedpropertyminimizationmixednullspace
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We study the recovery conditions of weighted mixed $\ell_2/\ell_p\,(0<p\leq 1)$ minimization for block sparse signal reconstruction from compressed measurements when partial block support information is available. We show that the block $p$-restricted isometry property (RIP) can ensure the robust recovery. Moreover, we present the sufficient and necessary condition for the recovery by using weighted block $p$-null space property. The relationship between the block $p$-RIP and the weighted block $p$-null space property has been established. Finally, we illustrate our results with a series of numerical experiments.

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