3 papers
stat.ML2018
Approximate Inference for Multiplicative Latent Force Models
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. An extension of this fr…
stat.ML2018
Multiplicative Latent Force Models
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 thos…
stat.AP2018
Point process models for quasi-periodic volcanic earthquakes
Anastasia Ignatieva, Andrew F. Bell, Bruce J. Worton
Long period (LP) earthquakes are common at active volcanoes, and are ubiquitous at persistently active andesitic and dacitic subduction zone volcanoes. They provide critical inform…