On marginals and profiled posteriors for cosmological parameter estimation

Fuente: arXiv
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Hauptverfasser: Kerscher, Martin, Weller, Jochen
Format: Preprint
Veröffentlicht: 2024
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author Kerscher, Martin
Weller, Jochen
author_facet Kerscher, Martin
Weller, Jochen
contents With several examples and in an analysis of the Pantheon+ supernova sample we discuss the properties of the marginal posterior distribution versus the profiled posterior distribution -- the profile likelihood in a Bayesian disguise. We investigate whether maximisation, as used for the profiling, or integration, as used for the marginalisation, is more appropriate. To report results we recommend the marginal posterior distribution.
format Preprint
id arxiv_https___arxiv_org_abs_2408_02063
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle On marginals and profiled posteriors for cosmological parameter estimation
Kerscher, Martin
Weller, Jochen
Cosmology and Nongalactic Astrophysics
Data Analysis, Statistics and Probability
With several examples and in an analysis of the Pantheon+ supernova sample we discuss the properties of the marginal posterior distribution versus the profiled posterior distribution -- the profile likelihood in a Bayesian disguise. We investigate whether maximisation, as used for the profiling, or integration, as used for the marginalisation, is more appropriate. To report results we recommend the marginal posterior distribution.
title On marginals and profiled posteriors for cosmological parameter estimation
topic Cosmology and Nongalactic Astrophysics
Data Analysis, Statistics and Probability
url https://arxiv.org/abs/2408.02063