A. Mousavi

activity

20132026

most citedA Deep Learning Approach to Structured Signal Recovery

355 citations · 730 across the 16 of their papers we have counts for

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2 papers · 1 filter

math.ST2015★ 4 cited

Consistent Parameter Estimation for LASSO and Approximate Message Passing

Ali Mousavi, Arian Maleki, Richard G. Baraniuk

We consider the problem of recovering a vector $β_{o} \in R^{p}$ from $n$ random and noisy linear observations $y = X β_{o} + w$ , where $X$ is the measurement matrix and $w$ is no…

math.ST2013★ 21 cited

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…