355 citations · 730 across the 16 of their papers we have counts for
Showing 2015Show all
3 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 from random and noisy linear observations , where is the measurement matrix and is no…
cs.IT2015
An Information-Theoretic Measure of Dependency Among Variables in Large Datasets
Ali Mousavi, Richard G. Baraniuk
The maximal information coefficient (MIC), which measures the amount of dependence between two variables, is able to detect both linear and non-linear associations. However, comput…
cs.LG2015★ 355 cited
A Deep Learning Approach to Structured Signal Recovery
Ali Mousavi, Ankit B. Patel, Richard G. Baraniuk
In this paper, we develop a new framework for sensing and recovering structured signals. In contrast to compressive sensing (CS) systems that employ linear measurements, sparse rep…