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cs.IT2014★ 48 cited
Optimality guarantees for distributed statistical estimation
John C. Duchi, Michael I. Jordan, Martin J. Wainwright +1
Large data sets often require performing distributed statistical estimation, with a full data set split across multiple machines and limited communication between machines. To stud…
cs.IT2014
Randomized Sketches of Convex Programs with Sharp Guarantees
Mert Pilanci, Martin J. Wainwright
Random projection (RP) is a classical technique for reducing storage and computational costs. We analyze RP-based approximations of convex programs, in which the original optimizat…