This paper provides quantitative Central Limit Theorems for nonlinear transforms of spherical random fields, in the high frequency limit. The sequences of fields that we consider are represented as smoothed averages of spherical Gaussian eigenfunctions and can be viewed as random coefficients from continuous wavelets/needlets; as such, they are of immediate interest for spherical data analysis. In particular, we focus on so-called needlets polyspectra, which are popular tools for nonGaussianity analysis in the astrophysical community, and on the area of excursion sets. Our results are based on Stein-Malliavin approximations for nonlinear transforms of Gaussian fields, and on an explicit derivation on the high-frequency limit of their variances, which may have some independent interest.

On the Limiting Behaviour of Needlets Polyspectra / Cammarota, Valentina; Marinucci, Domenico. - In: ANNALES DE L'INSTITUT HENRI POINCARE-PROBABILITES ET STATISTIQUES. - ISSN 0246-0203. - STAMPA. - 51:3(2015), pp. 1159-1189. [10.1214/14-AIHP609]

On the Limiting Behaviour of Needlets Polyspectra

CAMMAROTA, VALENTINA;MARINUCCI, Domenico
2015

Abstract

This paper provides quantitative Central Limit Theorems for nonlinear transforms of spherical random fields, in the high frequency limit. The sequences of fields that we consider are represented as smoothed averages of spherical Gaussian eigenfunctions and can be viewed as random coefficients from continuous wavelets/needlets; as such, they are of immediate interest for spherical data analysis. In particular, we focus on so-called needlets polyspectra, which are popular tools for nonGaussianity analysis in the astrophysical community, and on the area of excursion sets. Our results are based on Stein-Malliavin approximations for nonlinear transforms of Gaussian fields, and on an explicit derivation on the high-frequency limit of their variances, which may have some independent interest.
2015
excursion sets; needlets; polyspectra; spherical random fields; Stein-Malliavin approximations; Wavelets; statistics and probability; statistics; probability and uncertainty
01 Pubblicazione su rivista::01a Articolo in rivista
On the Limiting Behaviour of Needlets Polyspectra / Cammarota, Valentina; Marinucci, Domenico. - In: ANNALES DE L'INSTITUT HENRI POINCARE-PROBABILITES ET STATISTIQUES. - ISSN 0246-0203. - STAMPA. - 51:3(2015), pp. 1159-1189. [10.1214/14-AIHP609]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/954147
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