226 citations · 1.9k across the 128 of their papers we have counts for
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stat.ML2015
Gauss quadrature for matrix inverse forms with applications
Chengtao Li, Suvrit Sra, Stefanie Jegelka
We present a framework for accelerating a spectrum of machine learning algorithms that require computation of bilinear inverse forms , where is a positive defin…
stat.ML2015★ 18 cited
AdaDelay: Delay Adaptive Distributed Stochastic Convex Optimization
Suvrit Sra, Adams Wei Yu, Mu Li +1
We study distributed stochastic convex optimization under the delayed gradient model where the server nodes perform parameter updates, while the worker nodes compute stochastic gra…
stat.ML2015★ 6 cited
Manifold Optimization for Gaussian Mixture Models
Reshad Hosseini, Suvrit Sra
We take a new look at parameter estimation for Gaussian Mixture Models (GMMs). In particular, we propose using \emph{Riemannian manifold optimization} as a powerful counterpart to…