156 citations · 391 across the 43 of their papers we have counts for
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stat.CO2017★ 12 cited
Hamiltonian Monte Carlo with Energy Conserving Subsampling
Khue-Dung Dang, Matias Quiroz, Robert Kohn +2
Hamiltonian Monte Carlo (HMC) samples efficiently from high-dimensional posterior distributions with proposed parameter draws obtained by iterating on a discretized version of the…
stat.ME2017★ 8 cited
Fast Inference for Intractable Likelihood Problems using Variational Bayes
David Gunawan, Minh-Ngoc Tran, Robert Kohn
Variational Bayes (VB) is a popular estimation method for Bayesian inference. However, most existing VB algorithms are restricted to cases where the likelihood is tractable, which…