Hydrodynamics of $N$-urn susceptible-infected-removed epidemics
Xiaofeng Xue

TL;DR
This paper analyzes the hydrodynamic limit and fluctuations of a spatially-dependent susceptible-infected-removed epidemic model with $N$ urns, deriving a nonlinear ODE and a generalized Ornstein-Uhlenbeck process.
Contribution
It introduces a hydrodynamic limit for a coordinate-dependent epidemic model and characterizes its fluctuations, extending mean-field analysis to spatially varying parameters.
Findings
Hydrodynamic limit described by a nonlinear $C[0,1]$-valued ODE.
Fluctuations driven by a generalized Ornstein-Uhlenbeck process.
States of different urns become approximately independent as $N$ grows.
Abstract
In this paper we are concerned with -urn susceptible-infected-removed epidemics, where each urn is in one of three states, namely `susceptible', `infected' and `removed'. We assume that recovery rates of infected urns and infection rates between infected and susceptible urns are all coordinate-dependent. We show that the hydrodynamic limit of our model is driven by a deterministic -valued process with density which is the solution to a nonlinear -valued ordinary differential equation consistent with a mean-field analysis. We further show that the fluctuation of our process is driven by a generalized Ornstein-Uhlenbeck process. A key step in proofs of above main results is to show that sates of different urns are approximately independent as .
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsStochastic processes and statistical mechanics · COVID-19 epidemiological studies · Evolutionary Game Theory and Cooperation
