Asymptotic Analysis of LASSOs Solution Path with Implications for Approximate Message Passing

Ali Mousavi, Arian Maleki, Richard G. Baraniuk

This paper concerns the performance of the LASSO (also knows as basis pursuit denoising) for recovering sparse signals from undersampled, randomized, noisy measurements. We conside…