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arxiv: 1603.03465 · v1 · pith:VV2EKFUF · submitted 2016-02-27 · cs.IT · math.CA· math.FA· math.IT

Recovery of signals under the condition on RIC and ROC via prior support information

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classification cs.IT math.CAmath.FAmath.IT
keywords conditionsufficientminimizationpriorrecoverysignalssupportunder
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In this paper, the sufficient condition in terms of the RIC and ROC for the stable and robust recovery of signals in both noiseless and noisy settings was established via weighted $l_{1}$ minimization when there is partial prior information on support of signals. An improved performance guarantee has been derived. We can obtain a less restricted sufficient condition for signal reconstruction and a tighter recovery error bound under some conditions via weighted $l_{1}$ minimization. When prior support estimate is at least $50\%$ accurate, the sufficient condition is weaker than the analogous condition by standard $l_{1}$ minimization method, meanwhile the reconstruction error upper bound is provably to be smaller under additional conditions. Furthermore, the sufficient condition is also proved sharp.

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