On Some Distributional Properties of Subordinated Gaussian Random Fields

Author:

Merkle RobinORCID,Barth Andrea

Abstract

AbstractMotivated by the subordinated Brownian motion, we define a new class of (in general discontinuous) random fields on higher-dimensional parameter domains: the subordinated Gaussian random field. We investigate the pointwise marginal distribution of the constructed random fields, derive a Lévy-Khinchin-type formula and semi-explicit formulas for the covariance function. Further, we study the pointwise stochastic regularity and present various numerical examples.

Funder

Deutsche Forschungsgemeinschaft

Universität Stuttgart

Publisher

Springer Science and Business Media LLC

Subject

General Mathematics,Statistics and Probability

Reference35 articles.

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1. On Properties and Applications of Gaussian Subordinated Lévy Fields;Methodology and Computing in Applied Probability;2023-06

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