Metropolis-Hastings with Scalable Subsampling
Journal of the American Statistical Association
MCMC
The Sampling Gallery
An interactive visualisation tool for exploring Monte Carlo, MCMC, and related sampling algorithms in the browser.
Modelling Populations of Interaction Networks via Distance Metrics
Journal of Machine Learning Research
Stochastic Gradient MCMC for Nonlinear State Space Models
Bayesian Analysis
Stochastic Gradient Piecewise Deterministic Monte Carlo Samplers
arXiv preprint
Diffusion Generative Modelling for Divide-and-Conquer MCMC
arXiv preprint
Robust Bayesian Nonparametric Variable Selection for Linear Regression
Stat
Spatial Latent Gaussian Modelling with Change of Support
arXiv preprint
Latent space modelling of hypergraph data
Journal of the American Statistical Association
SwISS: A scalable Markov chain Monte Carlo divide-and-conquer strategy
Stat
Stochastic Gradient Markov Chain Monte Carlo
Journal of the American Statistical Association
Bayesian calibration of firn densification models
The Cryosphere
Pseudo-extended Markov chain Monte Carlo
Neural Information Processing Systems (NeurIPS)
Merging MCMC Subposteriors through Gaussian-Process Approximations
Bayesian Analysis