Analytical representation of Gaussian processes in the $\mathcal{A}-\mathcal{T}$ plane
Abstract
Closed-form expressions, parametrized by the Hurst exponent and the length of a time series, are derived for paths of fractional Brownian motion (fBm) and fractional Gaussian noise (fGn) in the plane, composed of the fraction of turning points and the Abbe value . The exact formula for is expressed via Riemann and Hurwitz functions. A very accurate approximation, yielding a simple exponential form, is obtained. Finite-size effects, introduced by the deviation of fGn's variance from unity, and asymptotic cases are discussed. Expressions for for fBm, fGn, and differentiated fGn are also presented. The same methodology, valid for any Gaussian process, is applied to autoregressive moving average processes, for which regions of availability of the plane are derived and given in analytic form. Locations in the plane of some real-world examples as well as generated data are discussed for illustration.
Keywords
Cite
@article{arxiv.1910.14018,
title = {Analytical representation of Gaussian processes in the $\mathcal{A}-\mathcal{T}$ plane},
author = {Mariusz Tarnopolski},
journal= {arXiv preprint arXiv:1910.14018},
year = {2020}
}
Comments
14 pages, 12 figures, 1 table