33 citations · 73 across the 3 of their papers we have counts for
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stat.ML2014★ 33 cited
Distributed Robust Learning
Jiashi Feng, Huan Xu, Shie Mannor
We propose a framework for distributed robust statistical learning on {\em big contaminated data}. The Distributed Robust Learning (DRL) framework can reduce the computational time…
stat.ML2010★ 33 cited
Principal Component Analysis with Contaminated Data: The High Dimensional Case
Huan Xu, Constantine Caramanis, Shie Mannor
We consider the dimensionality-reduction problem (finding a subspace approximation of observed data) for contaminated data in the high dimensional regime, where the number of obser…