{ "id": "2409.05018", "version": "v1", "published": "2024-09-08T08:16:27.000Z", "updated": "2024-09-08T08:16:27.000Z", "title": "Approximation of birth-death processes", "authors": [ "Liping Li" ], "categories": [ "math.PR" ], "abstract": "The birth-death process is a special type of continuous-time Markov chain with index set $\\mathbb{N}$. Its resolvent matrix can be fully characterized by a set of parameters $(\\gamma, \\beta, \\nu)$, where $\\gamma$ and $\\beta$ are non-negative constants, and $\\nu$ is a positive measure on $\\mathbb{N}$. By employing the Ray-Knight compactification, the birth-death process can be realized as a c\\`adl\\`ag process with strong Markov property on the one-point compactification space $\\overline{\\mathbb{N}}_{\\partial}$, which includes an additional cemetery point $\\partial$. In a certain sense, the three parameters that determine the birth-death process correspond to its killing, reflecting, and jumping behaviors at $\\infty$ used for the one-point compactification, respectively. In general, providing a clear description of the trajectories of a birth-death process, especially in the pathological case where $|\\nu|=\\infty$, is challenging. This paper aims to address this issue by studying the birth-death process using approximation methods. Specifically, we will approximate the birth-death process with simpler birth-death processes that are easier to comprehend. For two typical approximation methods, our main results establish the weak convergence of a sequence of probability measures, which are induced by the approximating processes, on the space of all c\\`adl\\`ag functions. This type of convergence is significantly stronger than the convergence of transition matrices typically considered in the theory of continuous-time Markov chains.", "revisions": [ { "version": "v1", "updated": "2024-09-08T08:16:27.000Z" } ], "analyses": { "keywords": [ "continuous-time markov chain", "approximation methods", "convergence", "one-point compactification space", "strong markov property" ], "note": { "typesetting": "TeX", "pages": 0, "language": "en", "license": "arXiv", "status": "editable" } } }