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Abstract
In a simulation of compressed sensing (CS), one must test whether the recovered solution \(\vax\) is the true solution \(\vx\), i.e., ``exact recovery.''
Most CS simulations employ one of two criteria: 1) the recovered support is the true support; or 2) the normalized squared error is less than \(\epsilon^2\). We analyze these exact recovery criteria independent of any recovery algorithm, but with respect to signal distributions that are often used in CS simulations. That is, given a pair \((\vax,\vx)\), when does ``exact recovery'' occur with respect to only one or both of these criteria for a given distribution of \(\vx\)? We show that, in a best case scenario, \(\epsilon^2\) sets a maximum allowed missed detection rate
in a majority sense.
Most CS simulations employ one of two criteria: 1) the recovered support is the true support; or 2) the normalized squared error is less than \(\epsilon^2\). We analyze these exact recovery criteria independent of any recovery algorithm, but with respect to signal distributions that are often used in CS simulations. That is, given a pair \((\vax,\vx)\), when does ``exact recovery'' occur with respect to only one or both of these criteria for a given distribution of \(\vx\)? We show that, in a best case scenario, \(\epsilon^2\) sets a maximum allowed missed detection rate
in a majority sense.
Original language | English |
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Journal | Proceedings of the European Signal Processing Conference |
Volume | 2012 |
Pages (from-to) | 979-983 |
Number of pages | 5 |
ISSN | 2076-1465 |
Publication status | Published - 2012 |
Event | EUSIPCO2012 - Bucharest, Romania Duration: 27 Aug 2012 → … |
Conference
Conference | EUSIPCO2012 |
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Country/Territory | Romania |
City | Bucharest |
Period | 27/08/2012 → … |
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Dive into the research topics of 'When 'exact recovery' is exact recovery in compressed sensing simulation'. Together they form a unique fingerprint.Projects
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Greedy Sparse Approximation and the Automatic Description of Audio and Music Data
Sturm, B. L.
Technology and Production Independent Postdoc Center for Independent Research
01/01/2012 → …
Project: Research