Unknown sparsity in compressed sensing: Denoising and inference

Miles E. Lopes

The theory of Compressed Sensing (CS) asserts that an unknown signal $x\in {\mathbb{R}}^p$ can be accurately recovered from an underdetermined set of $n$ linear measurements with $n\l…