M. Amin Khajehnejad

most citedAnalyzing Weighted

ℓ_{1}

Minimization for Sparse Recovery with Nonuniform Sparse Models\footnote{The results of this paper were presented in part at the International Symposium on Information Theory, ISIT 2009}

3 citations · 5 across the 2 of their papers we have counts for

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cs.IT2010★ 3 cited

Analyzing Weighted $ℓ_{1}$ Minimization for Sparse Recovery with Nonuniform Sparse Models\footnote{The results of this paper were presented in part at the International Symposium on Information Theory, ISIT 2009}

M. Amin Khajehnejad, Weiyu Xu, A. Salman Avestimehr +1

In this paper we introduce a nonuniform sparsity model and analyze the performance of an optimized weighted $ℓ_{1}$ minimization over that sparsity model. In particular, we focus…

cs.IT2010★ 6 cited

Improved Sparse Recovery Thresholds with Two-Step Reweighted $ℓ_{1}$ Minimization

M. Amin Khajehnejad, Weiyu Xu, Salman Avestimehr +1

It is well known that $ℓ_{1}$ minimization can be used to recover sufficiently sparse unknown signals from compressed linear measurements. In fact, exact thresholds on the sparsit…

Analyzing Weighted ℓ1​ Minimization for Sparse Recovery with Nonuniform Sparse Models\footnote{The results of this paper were presented in part at the International Symposium on Information Theory, ISIT 2009}

Improved Sparse Recovery Thresholds with Two-Step Reweighted ℓ1​ Minimization

Analyzing Weighted $ℓ_{1}$ Minimization for Sparse Recovery with Nonuniform Sparse Models\footnote{The results of this paper were presented in part at the International Symposium on Information Theory, ISIT 2009}

Improved Sparse Recovery Thresholds with Two-Step Reweighted $ℓ_{1}$ Minimization