Stochastic Gradient MCMC for Nonlinear State Space Models

Bayesian Analysis

June 2023 · Christopher Aicher, Srshti Putcha, Christopher Nemeth, Paul Fearnhead, Emily B. Fox

SGMCMCJax: a lightweight JAX library for stochastic gradient Markov chain Monte Carlo algorithms

Journal of Open Source Software

April 2022 · Jeremie Coullon, Christopher Nemeth

Stochastic Gradient Markov Chain Monte Carlo

Journal of the American Statistical Association

January 2021 · Christopher Nemeth, Paul Fearnhead

sgmcmc: An R package for stochastic gradient Markov chain Monte Carlo

Journal of Statistical Software

October 2019 · Jack Baker, Paul Fearnhead, Emily B Fox, Christopher Nemeth

Control variates for stochastic gradient MCMC

Statistics and Computing

May 2019 · Jack Baker, Paul Fearnhead, Emily B Fox, Christopher Nemeth