3 papers
stat.ME2025
On a Reinforcement Learning Methodology for Epidemic Control, with application to COVID-19
Giacomo Iannucci, Petros Barmpounakis, Alexandros Beskos +1
This paper presents a real time, data driven decision support framework for epidemic control. We combine a compartmental epidemic model with sequential Bayesian inference and reinf…
math.ST2025
Parameter Estimation for Weakly Interacting Hypoelliptic Diffusions
Yuga Iguchi, Alexandros Beskos, Grigorios A. Pavliotis
We study parameter estimation for interacting particle systems (IPSs) consisting of weakly interacting multivariate hypoelliptic SDEs. We propose a locally Gaussian approximati…
stat.ME2024
Particle Based Inference for Continuous-Discrete State Space Models
Christopher Stanton, Alexandros Beskos
This article develops a methodology allowing application of the complete machinery of particle-based inference methods upon the class of continuous-discrete State Space Models (CD-…