341 citations · 852 across the 28 of their papers we have counts for
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stat.CO2015★ 48 cited
Emulation of Higher-Order Tensors in Manifold Monte Carlo Methods for Bayesian Inverse Problems
Shiwei Lan, Tan Bui-Thanh, Mike Christie +1
The Bayesian approach to Inverse Problems relies predominantly on Markov Chain Monte Carlo methods for posterior inference. The typical nonlinear concentration of posterior measure…
stat.CO2015★ 3 cited
Sampling constrained probability distributions using Spherical Augmentation
Shiwei Lan, Babak Shahbaba
Statistical models with constrained probability distributions are abundant in machine learning. Some examples include regression models with norm constraints (e.g., Lasso), probit,…