Efficient representations of upper limits and confidence intervals for experimental data

Fuente: arXiv
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Main Author: Dergachev, Vladimir
Format: Preprint
Published: 2023
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author Dergachev, Vladimir
author_facet Dergachev, Vladimir
contents Upper limits and confidence intervals are a convenient way to present experimental results. With modern experiments producing more and more data, it is often necessary to reduce the volume of the results for convenient distribution. A common approach is to take a maximum over a set of upper limits, which yields an upper limit valid for the entire set. This, however, can result in significant sensitivity loss, because we discard more constraining data. In this paper we introduce functional upper limits and confidence intervals that allow to summarize results with small relaxation of constraints. A toy example and an application to upper limits in all-sky continuous gravitational wave searches are worked out.
format Preprint
id arxiv_https___arxiv_org_abs_2311_09911
institution arXiv
publishDate 2023
record_format arxiv
spellingShingle Efficient representations of upper limits and confidence intervals for experimental data
Dergachev, Vladimir
General Relativity and Quantum Cosmology
Instrumentation and Methods for Astrophysics
Optimization and Control
62G15 (Primary), 49M99 (Secondary)
Upper limits and confidence intervals are a convenient way to present experimental results. With modern experiments producing more and more data, it is often necessary to reduce the volume of the results for convenient distribution. A common approach is to take a maximum over a set of upper limits, which yields an upper limit valid for the entire set. This, however, can result in significant sensitivity loss, because we discard more constraining data. In this paper we introduce functional upper limits and confidence intervals that allow to summarize results with small relaxation of constraints. A toy example and an application to upper limits in all-sky continuous gravitational wave searches are worked out.
title Efficient representations of upper limits and confidence intervals for experimental data
topic General Relativity and Quantum Cosmology
Instrumentation and Methods for Astrophysics
Optimization and Control
62G15 (Primary), 49M99 (Secondary)
url https://arxiv.org/abs/2311.09911