Extension of replica analysis to MAP estimation with applications to compressed sensing

The replica method is a non-rigorous but widely-accepted technique from statistical physics used in the asymptotic analysis of large, random, nonlinear problems. This paper applies the replica method to analyze non-Gaussian maximum a posteriori (MAP) estimation. The main result is a counterpart to G...

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Bibliographic Details
Main Authors: Rangan, Sundeep (Author), Fletcher, Alyson K. (Author), Goyal, Vivek K. (Contributor)
Other Authors: Massachusetts Institute of Technology. Research Laboratory of Electronics (Contributor)
Format: Article
Language:English
Published: Institute of Electrical and Electronics Engineers (IEEE), 2012-07-30T14:49:34Z.
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