2.5k citations · 3.3k across the 61 of their papers we have counts for
Showing 2011 · cs.ITShow all
3 papers · 2 filters
cs.IT2011
Minimum Complexity Pursuit
Shirin Jalali, Arian Maleki
The fast growing field of compressed sensing is founded on the fact that if a signal is 'simple' and has some 'structure', then it can be reconstructed accurately with far fewer sa…
cs.IT2011★ 13 cited
Asymptotic Analysis of Complex LASSO via Complex Approximate Message Passing (CAMP)
Arian Maleki, Laura Anitori, Zai Yang +1
Recovering a sparse signal from an undersampled set of random linear measurements is the main problem of interest in compressed sensing. In this paper, we consider the case where b…
cs.IT2011★ 14 cited
Compressed Sensing over -balls: Minimax Mean Square Error
David Donoho, Iain Johnstone, Arian Maleki +1
We consider the compressed sensing problem, where the object $x_0 \in \bR^N$ is to be recovered from incomplete measurements ; here the sensing matrix is an $n \t…