The statistical properties of the cross spectrum

Fuente: arXiv
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Auteurs principaux: Nathan, Edward J. R., Ingram, Adam, Huppenkothen, Daniela, Bachetti, Matteo, García, Javier A.
Format: Preprint
Publié: 2026
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author Nathan, Edward J. R.
Ingram, Adam
Huppenkothen, Daniela
Bachetti, Matteo
García, Javier A.
author_facet Nathan, Edward J. R.
Ingram, Adam
Huppenkothen, Daniela
Bachetti, Matteo
García, Javier A.
contents The cross spectrum encodes the correlated variability between two time signals. In recent years, the cross spectrum has been used to study astronomical sources, particularly in the field of X-ray timing. In the literature, it has been common to either simultaneously fit the real and imaginary components of the cross spectrum, or fit the phase and magnitude. Until now, a full discussion of the statistical distribution of the cross spectrum has been missing from the astronomical literature. In this paper, we present a derivation of the full statistical distribution of a cross spectrum between two time series, showing that it follows an asymmetric Laplace distribution. We further provide the probability distribution function for a cross spectrum random variable, along with the marginal distributions for many quantities. We also relate the cross spectrum to the power spectra of the constituent time series. This work will enable the cross spectrum to be used more accurately as a probe of physical processes such as accretion onto black holes and neutron stars.
format Preprint
id arxiv_https___arxiv_org_abs_2603_02094
institution arXiv
publishDate 2026
record_format arxiv
spellingShingle The statistical properties of the cross spectrum
Nathan, Edward J. R.
Ingram, Adam
Huppenkothen, Daniela
Bachetti, Matteo
García, Javier A.
Instrumentation and Methods for Astrophysics
High Energy Astrophysical Phenomena
The cross spectrum encodes the correlated variability between two time signals. In recent years, the cross spectrum has been used to study astronomical sources, particularly in the field of X-ray timing. In the literature, it has been common to either simultaneously fit the real and imaginary components of the cross spectrum, or fit the phase and magnitude. Until now, a full discussion of the statistical distribution of the cross spectrum has been missing from the astronomical literature. In this paper, we present a derivation of the full statistical distribution of a cross spectrum between two time series, showing that it follows an asymmetric Laplace distribution. We further provide the probability distribution function for a cross spectrum random variable, along with the marginal distributions for many quantities. We also relate the cross spectrum to the power spectra of the constituent time series. This work will enable the cross spectrum to be used more accurately as a probe of physical processes such as accretion onto black holes and neutron stars.
title The statistical properties of the cross spectrum
topic Instrumentation and Methods for Astrophysics
High Energy Astrophysical Phenomena
url https://arxiv.org/abs/2603.02094