362 citations · 635 across the 29 of their papers we have counts for
Showing 2020Show all
3 papers · 1 filter
stat.ME2020
Trace-class Gaussian priors for Bayesian learning of neural networks with MCMC
Torben Sell, Sumeetpal S. Singh
This paper introduces a new neural network based prior for real valued functions on which, by construction, is more easily and cheaply scaled up in the domain dimensi…
stat.ME2020★ 9 cited
Online Particle Smoothing with Application to Map-matching
Samuel Duffield, Sumeetpal S. Singh
We introduce a novel method for online smoothing in state-space models that utilises a fixed-lag approximation to overcome the well known issue of path degeneracy. Unlike classical…
stat.CO2020
Anytime Parallel Tempering
A. Marie d'Avigneau, S. S. Singh, L. M. Murray
Developing efficient MCMC algorithms is indispensable in Bayesian inference. In parallel tempering, multiple interacting MCMC chains run to more efficiently explore the state space…