45 citations · 103 across the 15 of their papers we have counts for
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stat.ML2017
A Unified Framework for Stochastic Matrix Factorization via Variance Reduction
Renbo Zhao, William B. Haskell, Jiashi Feng
We propose a unified framework to speed up the existing stochastic matrix factorization (SMF) algorithms via variance reduction. Our framework is general and it subsumes several we…
stat.ML2016★ 5 cited
Online Nonnegative Matrix Factorization with General Divergences
Renbo Zhao, Vincent Y. F. Tan, Huan Xu
We develop a unified and systematic framework for performing online nonnegative matrix factorization under a wide variety of important divergences. The online nature of our algorit…
stat.ML2016★ 45 cited
Online Nonnegative Matrix Factorization with Outliers
Renbo Zhao, Vincent Y. F. Tan
We propose a unified and systematic framework for performing online nonnegative matrix factorization in the presence of outliers. Our framework is particularly suited to large-scal…