Mean-field limits \`a la Tanaka and large deviations for particle systems with network interactions
이 뉴스, 어떠셨어요?
한 번의 탭으로 반응을 남겨요 · 로그인 불필요
Abstract
This article proposes a unified framework to study non-exchangeable mean-field particle systems with some general interaction mechanisms.
The starting point is a fixed-point formulation of particle systems originally due to Tanaka that allows us to prove mean-field limit and large deviation results in an abstract setting.
While it has been recently shown that such formulation encompasses a large class of exchangeable particle systems, we propose here a setting for the non-exchangeable case, including the case of adaptive interaction networks.
We introduce sufficient conditions on the network structure that imply the mean-field limit and a new large deviations principle for the interaction measure.
Finally, we formally highlight important models for which it is possible to derive a closed PDE characterization of the limit.