180 citations · 1.1k across the 26 of their papers we have counts for
4 papers · 1 filter
Generation and application of multivariate polynomial quadrature rules
John D. Jakeman, Akil Narayan
The search for multivariate quadrature rules of minimal size with a specified polynomial accuracy has been the topic of many years of research. Finding such a rule allows accurate…
Optimal Experimental Design Using A Consistent Bayesian Approach
Scott N. Walsh, Tim M. Wildey, John D. Jakeman
We consider the utilization of a computational model to guide the optimal acquisition of experimental data to inform the stochastic description of model input parameters. Our formu…
A Consistent Bayesian Formulation for Stochastic Inverse Problems Based on Push-forward Measures
T. Butler, J. D. Jakeman, T. Wildey
We formulate, and present a numerical method for solving, an inverse problem for inferring parameters of a deterministic model from stochastic observational data (quantities of int…
Compressed sensing with sparse corruptions: Fault-tolerant sparse collocation approximations
Ben Adcock, Anyi Bao, John D. Jakeman +1
The recovery of approximately sparse or compressible coefficients in a Polynomial Chaos Expansion is a common goal in modern parametric uncertainty quantification (UQ). However, re…