116 citations · 305 across the 40 of their papers we have counts for
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math.NA2017★ 8 cited
An approximate empirical Bayesian method for large-scale linear-Gaussian inverse problems
Qingping Zhou, Wenqing Liu, Jinglai Li +1
We study Bayesian inference methods for solving linear inverse problems, focusing on hierarchical formulations where the prior or the likelihood function depend on unspecified hype…
stat.CO2017★ 1 cited
Adaptive Gaussian process approximation for Bayesian inference with expensive likelihood functions
Hongqiao Wang, Jinglai Li
We consider Bayesian inference problems with computationally intensive likelihood functions. We propose a Gaussian process (GP) based method to approximate the joint distribution o…