Distributed Robust Learning

Note on the median of a multivariate distribution

Haldane, JBS · 1948

Earlier work this paper cites.

The rotation of eigenvectors by a perturbation. iii

Davis, Chandler and Kahan, William Morton · 1970

Earlier work this paper cites.

The median of a finite measure on a banach space

Kemperman, JHB · 1987

Earlier work this paper cites.

Breakdown properties of location estimates based on halfspace depth and projected outlyingness

Donoho, David L and Gasko, Miriam · 1992

Earlier work this paper cites.

Robust estimation of multivariate location and scatter

Maronna, Ricardo A and Yohai, Víctor J · 1998

Earlier work this paper cites.

Randomized gossip algorithms

Boyd, Stephen, Ghosh, Arpita, Prabhakar, Balaji, and Shah, Devavrat · 2006

Earlier work this paper cites.

Mapreduce: simplified data processing on large clusters

Dean, Jeffrey and Ghemawat, Sanjay · 2008

Earlier work this paper cites.

Robust principal component analysis?

Candès, Emmanuel J, Li, Xiaodong, Ma, Yi, and Wright, John · 2011

Cited alongside, same era.

Robust statistics

Huber, Peter J · 2011

Cited alongside, same era.

Divide-and-conquer matrix factorization

Mackey, Lester W, Talwalkar, Ameet, and Jordan, Michael I · 2011

Cited alongside, same era.

Robust pca in high-dimension: A deterministic approach

Feng, Jiashi, Xu, Huan, and Yan, Shuicheng · 2012

Cited alongside, same era.

High-dimensional regression with noisy and missing data: Provable guarantees with nonconvexity

Loh, Po-Ling and Wainwright, Martin J · 2012

Cited alongside, same era.

Communication-efficient algorithms for statistical optimization

Zhang, Yuchen, Duchi, John C, and Wainwright, Martin J · 2012

Cited alongside, same era.

Robust sparse regression under adversarial corruption

Chen, Yudong, Caramanis, Constantine, and Mannor, Shie · 2013

Later among the works it cites.

Online robust pca via stochastic optimization

Feng, Jiashi, Xu, Huan, and Yan, Shuicheng · 2013

Later among the works it cites.

Geometric median and robust estimation in banach spaces

Original

Minsker, Stanislav · 2013

Later among the works it cites.

Outlier-robust pca: The high-dimensional case

Xu, Huan, Caramanis, C., and Mannor, S · 2013

Later among the works it cites.

Divide and conquer kernel ridge regression

Zhang, Yuchen, Duchi, John, and Wainwright, Martin · 2013

Later among the works it cites.

Caffe: Convolutional architecture for fast feature embedding

Original