16 citations · 41 across the 8 of their papers we have counts for
3 papers · 1 filter
Beyond data: leveraging non-empirical information and expert knowledge in Bayesian model calibration
Sarah A. Vollert, Christopher Drovandi, Cailan Jeynes-Smith +2
Mathematical models connect theory with the real world through data, enabling us to interpret, understand, and predict complex phenomena. However, scientific knowledge often extend…
Strategic model reduction by analysing model sloppiness: a case study in coral calcification
Sarah A. Vollert, Christopher Drovandi, Gloria M. Monsalve-Bravo +1
It can be difficult to identify ways to reduce the complexity of large models whilst maintaining predictive power, particularly where there are hidden parameter interdependencies.…
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…