33 citations · 73 across the 3 of their papers we have counts for
3 papers
cs.LG2017★ 7 cited
Outlier Robust Online Learning
Jiashi Feng, Huan Xu, Shie Mannor
We consider the problem of learning from noisy data in practical settings where the size of data is too large to store on a single machine. More challenging, the data coming from t…
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…