On Some Distributional Properties of Subordinated Gaussian Random Fields

被引:0
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作者
Robin Merkle
Andrea Barth
机构
[1] University of Stuttgart,IANS SimTech
关键词
Subordinated Gaussian random fields; Lévy fields; Pointwise distribution; Pointwise stochastic regularity; 60G60; 60G51; 60G55; 60G15; 60E05;
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摘要
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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页码:2661 / 2688
页数:27
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