49 citations · 408 across the 42 of their papers we have counts for
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cs.LG2017★ 3 cited
Provably noise-robust, regularised -means clustering
Shrinu Kushagra, Yaoliang Yu, Shai Ben-David
We consider the problem of clustering in the presence of noise. That is, when on top of cluster structure, the data also contains a subset of \emph{unstructured} points. Our goal i…
cs.LG2017★ 3 cited
Convex-constrained Sparse Additive Modeling and Its Extensions
Junming Yin, Yaoliang Yu
Sparse additive modeling is a class of effective methods for performing high-dimensional nonparametric regression. In this work we show how shape constraints such as convexity/conc…
math.OC2017★ 15 cited
Distributed Proximal Gradient Algorithm for Partially Asynchronous Computer Clusters
Yi Zhou, Yaoliang Yu, Wei Dai +2
With ever growing data volume and model size, an error-tolerant, communication efficient, yet versatile distributed algorithm has become vital for the success of many large-scale m…