{ "id": "2412.15820", "version": "v1", "published": "2024-12-20T12:02:33.000Z", "updated": "2024-12-20T12:02:33.000Z", "title": "The particle approximation of quasi-stationary distributions. Part~I: concentration bounds in the uniform case", "authors": [ "Lucas Journel", "Mathias Rousset" ], "categories": [ "math.PR" ], "abstract": "We study mean-field particle approximations of normalized Feynman-Kac semi-groups, usually called Fleming-Viot or Feynman-Kac particle systems. Assuming various large time stability properties of the semi-group uniformly in the initial condition, we provide explicit time-uniform $L^p$ and exponential bounds (a new result) with the expected rate in terms of sample size. This work is based on a stochastic backward error analysis (similar to the classical concept of numerical analysis) of the measure-valued Markov particle estimator, an approach that simplifies methods previously used for time-uniform $L^p$ estimates.", "revisions": [ { "version": "v1", "updated": "2024-12-20T12:02:33.000Z" } ], "analyses": { "keywords": [ "quasi-stationary distributions", "concentration bounds", "uniform case", "study mean-field particle approximations", "large time stability properties" ], "note": { "typesetting": "TeX", "pages": 0, "language": "en", "license": "arXiv", "status": "editable" } } }