60 citations · 266 across the 46 of their papers we have counts for
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math.ST2014★ 1 cited
Gaussian Approximation of General Nonparametric Posterior Distributions
Zuofeng Shang, Guang Cheng
In a general class of Bayesian nonparametric models, we prove that the posterior distribution can be asymptotically approximated by a Gaussian process. Our results apply to nonpara…
math.ST2014★ 60 cited
Nonparametric inference in generalized functional linear models
Zuofeng Shang, Guang Cheng
We propose a roughness regularization approach in making nonparametric inference for generalized functional linear models. In a reproducing kernel Hilbert space framework, we const…