96 citations · 444 across the 23 of their papers we have counts for
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stat.ML2014★ 23 cited
Fast and Robust Least Squares Estimation in Corrupted Linear Models
Brian McWilliams, Gabriel Krummenacher, Mario Lucic +1
Subsampling methods have been recently proposed to speed up least squares estimation in large scale settings. However, these algorithms are typically not robust to outliers or corr…
stat.ML2014★ 17 cited
LOCO: Distributing Ridge Regression with Random Projections
Christina Heinze, Brian McWilliams, Nicolai Meinshausen +1
We propose LOCO, an algorithm for large-scale ridge regression which distributes the features across workers on a cluster. Important dependencies between variables are preserved us…