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04/02/2017
Provable Inductive Robust PCA via Iterative Hard Thresholding
The robust PCA problem, wherein, given an input data matrix that is the ...
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02/09/2017
Inductive Pairwise Ranking: Going Beyond the n log(n) Barrier
We study the problem of ranking a set of items from nonactively chosen p...
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10/15/2015
Tensor vs Matrix Methods: Robust Tensor Decomposition under Block Sparse Perturbations
Robust tensor CP decomposition involves decomposing a tensor into low ra...
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10/28/2014
Non-convex Robust PCA
We propose a new method for robust PCA -- the task of recovering a low-r...
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09/03/2013