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arxiv: 1602.02350 · v2 · pith:WL3I63GOnew · submitted 2016-02-07 · 💻 cs.LG

Solving Ridge Regression using Sketched Preconditioned SVRG

classification 💻 cs.LG
keywords svrgmethodspreconditioningregressionridgestochasticdevelopequipping
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We develop a novel preconditioning method for ridge regression, based on recent linear sketching methods. By equipping Stochastic Variance Reduced Gradient (SVRG) with this preconditioning process, we obtain a significant speed-up relative to fast stochastic methods such as SVRG, SDCA and SAG.

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