Mean field limit for survival probability of the high-dimensional contact process
Xiaofeng Xue

TL;DR
This paper establishes a mean field limit for the survival probability of the high-dimensional contact process on a lattice, providing insights into disease spread in large networks.
Contribution
It introduces a mean field approximation for the survival probability as the lattice dimension tends to infinity, using the binary contact path process as a key tool.
Findings
Mean field limit derived for high-dimensional contact process
Survival probability conditioned on initial infection at origin analyzed
Binary contact path process used as an auxiliary method
Abstract
In this paper we are concerned with the contact process on the squared lattice. The contact process intuitively describes the spread of the infectious disease on a graph, where an infectious vertex becomes healthy at a constant rate while a healthy vertex is infected at rate proportional to the number of infectious neighbors. As the dimension of the lattice grows to infinity, we give a mean field limit for the survival probability of the process conditioned on the event that only the origin of the lattice is infected at t=0. The binary contact path process is a main auxiliary tool for our proof.
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 · Complex Network Analysis Techniques · Theoretical and Computational Physics
