English

The discrete analogue of the Gaussian

Mathematical Physics 2024-09-24 v1 math.MP Probability

Abstract

This paper illustrates the utility of the heat kernel on Z\mathbb{Z} as the discrete analogue of the Gaussian density function. It is the two-variable function KZ(t,x)=e2tIx(2t)K_{\mathbb{Z}}(t,x)=e^{-2t}I_{x}(2t) involving a Bessel function and variables xZx\in\mathbb{Z} and real t0t\geq 0. Like its classic counterpart it appears in many mathematical and physical contexts and has a wealth of applications. Some of these will be reviewed here, concerning Bessel integrals, trigonometric sums, hypergeometric functions and asymptotics of discrete models appearing in statistical and quantum physics. Moreover, we prove a new local limit theorem for sums of integer-valued random variables, obtain novel special values of the spectral zeta function of Bethe lattices, and provide a discussion on how e2tIx(2t)e^{-2t}I_{x}(2t) could be useful in differential privacy.

Keywords

Cite

@article{arxiv.2409.14344,
  title  = {The discrete analogue of the Gaussian},
  author = {Gautam Chinta and Jay Jorgenson and Anders Karlsson and Lejla Smajlović},
  journal= {arXiv preprint arXiv:2409.14344},
  year   = {2024}
}

Comments

21 pages, 2 figures