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Asymptotic Analysis of MAP Estimation via the Replica Method and Compressed Sensing
It is shown that with large random linear measurements and Gaussian noise, the asymptotic behavior of the MAP estimate of an n-dimensional vector ``decouples as n scalar MAP estimators.
Resolution Limits of Sparse Coding in High Dimensions
Recent research suggests that neural systems employ sparse coding.
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