60 citations · 266 across the 46 of their papers we have counts for
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math.ST2015★ 15 cited
Computational Limits of A Distributed Algorithm For Smoothing Spline
Zuofeng Shang, Guang Cheng
In this paper, we explore statistical versus computational trade-off to address a basic question in the application of a distributed algorithm: what is the minimal computational co…
math.ST2015★ 3 cited
Nonparametric Bayesian Aggregation for Massive Data
Zuofeng Shang, Botao Hao, Guang Cheng
We develop a set of scalable Bayesian inference procedures for a general class of nonparametric regression models. Specifically, nonparametric Bayesian inferences are separately pe…