170 citations · 527 across the 39 of their papers we have counts for
Showing 2012 · cs.DSShow all
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cs.DS2012
The Fast Cauchy Transform and Faster Robust Linear Regression
Kenneth L. Clarkson, Petros Drineas, Malik Magdon-Ismail +3
We provide fast algorithms for overconstrained regression and related problems: for an input matrix and vector , in time we…
cs.DS2012★ 50 cited
Near-optimal Coresets For Least-Squares Regression
Christos Boutsidis, Petros Drineas, Malik Magdon-Ismail
We study (constrained) least-squares regression as well as multiple response least-squares regression and ask the question of whether a subset of the data, a coreset, suffices to c…