no code implementations • 31 Dec 2018 • Daniel J. Tait, Bruce J. Worton
Latent force models are a class of hybrid models for dynamic systems, combining simple mechanistic models with flexible Gaussian process (GP) perturbations.
no code implementations • 1 Nov 2018 • Daniel J. Tait, Bruce J. Worton
Bayesian modelling of dynamic systems must achieve a compromise between providing a complete mechanistic specification of the process while retaining the flexibility to handle those situations in which data is sparse relative to model complexity, or a full specification is hard to motivate.
