English

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

Statistics Theory 2023-01-20 v3 Statistics Theory

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, the kk-point correlation functions (kkth order cumulants) of which 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-square random field and confirm that the asymptotic expansion accurately approximates the true Euler characteristic density.

Keywords

Cite

@article{arxiv.2011.04953,
  title  = {Asymptotic expansion of the expected Minkowski functional for isotropic central limit random fields},
  author = {Satoshi Kuriki and Takahiko Matsubara},
  journal= {arXiv preprint arXiv:2011.04953},
  year   = {2023}
}

Comments

28 pages, 4 figures, 1 table