1 citations · 2 across the 3 of their papers we have counts for
3 papers
stat.CO2019
A Novel Method of Marginalisation using Low Discrepancy Sequences for Integrated Nested Laplace Approximations
Paul T. Brown, Chaitanya Joshi, Stephen Joe +1
Recently, it has been shown that approximations to marginal posterior distributions obtained using a low discrepancy sequence (LDS) can outperform standard grid-based methods with…
math.NA2019★ 1 cited
On approximating the shape of one dimensional functions
Chaitanya Joshi, Paul T. Brown, Stephen Joe
Consider an -dimensional function being evaluated at points of a low discrepancy sequence (LDS), where the objective is to approximate the one-dimensional functions that res…
stat.CO2016★ 1 cited
Improving Grid Based Bayesian Methods
Chaitanya Joshi, Paul T. Brown, Stephen Joe
In some cases, computational benefit can be gained by exploring the hyper parameter space using a deterministic set of grid points instead of a Markov chain. We view this as a nume…