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We consider the problem of estimating sparse vectors from noisy linear measurements in the high dimensionality regime. For a fixed number of nonzero entries, we study the fundamental relationship between two relevant quantities: the measurement rate, which characterizes the asymptotic behavior of the dimensions of the measurement matrix in terms of the ratio (with being the number of...
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