113 citations · 302 across the 23 of their papers we have counts for
3 papers · 1 filter
Analysis of sloppiness in model simulations: unveiling parameter uncertainty when mathematical models are fitted to data
Gloria M. Monsalve-Bravo, Brodie A. J. Lawson, Christopher Drovandi +7
This work introduces a comprehensive approach to assess the sensitivity of model outputs to changes in parameter values, constrained by the combination of prior beliefs and data. T…
Parameter estimation and uncertainty quantification using information geometry
Jesse A Sharp, Alexander P Browning, Kevin Burrage +1
In this work we: (1) review likelihood-based inference for parameter estimation and the construction of confidence regions; and, (2) explore the use of techniques from information…
Populations of models, Experimental Designs and coverage of parameter space by Latin Hypercube and Orthogonal Sampling
Kevin Burrage, Pamela Burrage, Diane Donovan +1
In this paper we have used simulations to make a conjecture about the coverage of a dimensional subspace of a dimensional parameter space of size when performing tr…