306 citations · 1.5k across the 30 of their papers we have counts for
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stat.ML2012
Efficient Point-to-Subspace Query in : Theory and Applications in Computer Vision
Ju Sun, Yuqian Zhang, John Wright
Motivated by vision tasks such as robust face and object recognition, we consider the following general problem: given a collection of low-dimensional linear subspaces in a high-di…
cs.IT2012★ 6 cited
Principal Component Pursuit with Reduced Linear Measurements
Arvind Ganesh, Kerui Min, John Wright +1
In this paper, we study the problem of decomposing a superposition of a low-rank matrix and a sparse matrix when a relatively few linear measurements are available. This problem ar…
cs.IT2012★ 20 cited
Compressive Principal Component Pursuit
John Wright, Arvind Ganesh, Kerui Min +1
We consider the problem of recovering a target matrix that is a superposition of low-rank and sparse components, from a small set of linear measurements. This problem arises in com…