31 citations · 66 across the 8 of their papers we have counts for
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stat.ME2019
Scalable and Accurate Variational Bayes for High-Dimensional Binary Regression Models
Augusto Fasano, Daniele Durante, Giacomo Zanella
Modern methods for Bayesian regression beyond the Gaussian response setting are often computationally impractical or inaccurate in high dimensions. In fact, as discussed in recent…
stat.CO2019
The Barker proposal: combining robustness and efficiency in gradient-based MCMC
Samuel Livingstone, Giacomo Zanella
There is a tension between robustness and efficiency when designing Markov chain Monte Carlo (MCMC) sampling algorithms. Here we focus on robustness with respect to tuning paramete…