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On Some Distributional Properties of Subordinated Gaussian Random Fields

, and . Methodology and Computing in Applied Probability, (2022)
DOI: 10.1007/s11009-022-09958-x

Abstract

Motivated 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.

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