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Asymptotic expansion of the expected Minkowski functional for isotropic central limit random fields.

Authors :
Kuriki, Satoshi
Matsubara, Takahiko
Source :
Advances in Applied Probability; Dec2023, Vol. 55 Issue 4, p1390-1414, 25p
Publication Year :
2023

Abstract

The Minkowski functionals, including the Euler characteristic statistics, are standard tools for morphological analysis in cosmology. Motivated by cosmic research, we examine the Minkowski functional of the excursion set for an isotropic central limit random field, whose k -point correlation functions (k th-order cumulants) have the same structure as that assumed in cosmic research. Using 3- and 4-point correlation functions, we derive the asymptotic expansions of the Euler characteristic density, which is the building block of the Minkowski functional. The resulting formula reveals the types of non-Gaussianity that cannot be captured by the Minkowski functionals. As an example, we consider an isotropic chi-squared random field and confirm that the asymptotic expansion accurately approximates the true Euler characteristic density. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
00018678
Volume :
55
Issue :
4
Database :
Complementary Index
Journal :
Advances in Applied Probability
Publication Type :
Academic Journal
Accession number :
174324248
Full Text :
https://doi.org/10.1017/apr.2023.2