Gaussian Processes in Julia

Stochastic Gradient MCMC in Jax

This repository contains SGMCMC samplers for Jax.

August 2024 · Jeremie Coullon, Christopher Nemeth

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

Large-Scale Stochastic Sampling from the Probability Simplex

Neural Information Processing Systems (NeurIPS)

December 2018 · Jack Baker, Paul Fearnhead, Emily B Fox, Christopher Nemeth