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JMLR
2012
11 years 7 months ago
Robust Multi-task Regression with Grossly Corrupted Observations
We consider the multiple-response regression problem, where the response is subject to sparse gross errors, in the high-dimensional setup. We propose a tractable regularized M-est...
Huan Xu, Chenlei Leng
CORR
2006
Springer
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13 years 5 months ago
Highly robust error correction by convex programming
This paper discusses a stylized communications problem where one wishes to transmit a real-valued signal x Rn (a block of n pieces of information) to a remote receiver. We ask wh...
Emmanuel J. Candès, Paige A. Randall