139 citations · 725 across the 72 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…
math.ST2015★ 5 cited
Semiparametric Bernstein-von Mises Theorem: Second Order Studies
Yun Yang, Guang Cheng, David B. Dunson
The major goal of this paper is to study the second order frequentist properties of the marginal posterior distribution of the parametric component in semiparametric Bayesian model…