Uniform dimension results for Gaussian random fields |
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Authors: | DongSheng Wu YiMin Xiao |
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Institution: | (1) Department of Mathematical Sciences, University of Alabama in Huntsville, Huntsville, AL 35899, USA;(2) Department of Statistics and Probability, Michigan State University, East Lansing, MI 48824, USA;(3) College of Mathematics and Computer Science, Anhui Normal University, Wuhu, 241000, China |
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Abstract: | Let X = {X(t), t ∈ ℝ
N
} be a Gaussian random field with values in ℝ
d
defined by
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((1)) |
. The properties of space and time anisotropy of X and their connections to uniform Hausdorff dimension results are discussed. It is shown that in general the uniform Hausdorff
dimension result does not hold for the image sets of a space-anisotropic Gaussian random field X.
When X is an (N, d)-Gaussian random field as in (1), where X
1,...,X
d
are independent copies of a real valued, centered Gaussian random field X
0 which is anisotropic in the time variable. We establish uniform Hausdorff dimension results for the image sets of X. These results extend the corresponding results on one-dimensional Brownian motion, fractional Brownian motion and the Brownian
sheet.
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Keywords: | anisotropic Gaussian random fields sectorial local nondeterminism image Hausdorff dimension |
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