{ "id": "2301.07585", "version": "v1", "published": "2023-01-18T15:02:24.000Z", "updated": "2023-01-18T15:02:24.000Z", "title": "Large deviations for the mean-field limit of Hawkes processes", "authors": [ "Fuqing Gao", "Lingjiong Zhu" ], "comment": "34 pages", "categories": [ "math.PR" ], "abstract": "Hawkes processes are a class of simple point processes whose intensity depends on the past history, and is in general non-Markovian. Limit theorems for Hawkes processes in various asymptotic regimes have been studied in the literature. In this paper, we study a multidimensional nonlinear Hawkes process in the asymptotic regime when the dimension goes to infinity, whose mean-field limit is a time-inhomogeneous Poisson process, and our main result is a large deviation principle for the mean-field limit.", "revisions": [ { "version": "v1", "updated": "2023-01-18T15:02:24.000Z" } ], "analyses": { "keywords": [ "mean-field limit", "multidimensional nonlinear hawkes process", "asymptotic regime", "simple point processes", "large deviation principle" ], "note": { "typesetting": "TeX", "pages": 34, "language": "en", "license": "arXiv", "status": "editable" } } }