With Diana Giurghita and Dirk Husmeier

Published in Journal of Computational Physics, 2020

Gaussian process enhanced ABC for parameter inference in a stochastic differential equation system describing the behaviour of cells migrating in response to a chemotactic gradient.

Abstract

Paper: Gaussian process enhanced semi-automatic approximate Bayesian computation: parameter inference in a stochastic differential equation system for chemotaxis

Supplementary material: Supplementary material for Gaussian process enhanced semi-automatic approximate Bayesian computation: parameter inference in a stochastic differential equation system for chemotaxis