25 citations · 83 across the 14 of their papers we have counts for
5 papers · 1 filter
Emulation of multivariate simulators using thin-plate splines with application to atmospheric dispersion
Veronica E. Bowman, David C. Woods
It is often desirable to build a statistical emulator of a complex computer simulator in order to perform analysis which would otherwise be computationally infeasible. We propose m…
Design of Experiments for Screening
David C. Woods, Susan M. Lewis
The aim of this paper is to review methods of designing screening experiments, ranging from designs originally developed for physical experiments to those especially tailored to ex…
Bayesian optimal design for ordinary differential equation models with application in biological science
Antony Overstall, David Woods, Ben Parker
Bayesian optimal design is considered for experiments where the response distribution depends on the solution to a system of non-linear ordinary differential equations. The motivat…
Multivariate emulation of computer simulators: model selection and diagnostics with application to a humanitarian relief model
Antony Overstall, David Woods
We present a common framework for Bayesian emulation methodologies for multivariate-output simulators, or computer models, that employ either parametric linear models or nonparamet…
Bayesian Design of Experiments using Approximate Coordinate Exchange
Antony Overstall, David Woods
The construction of decision-theoretic Bayesian designs for realistically-complex nonlinear models is computationally challenging, as it requires the optimization of analytically i…