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A nonparametric method to assess significance of events in search for gravitational waves with false discovery rate
- Source :
- Progress of Theoretical and Experimental Physics, Volume 2021, Issue 12, December 2021, 123F01
- Publication Year :
- 2019
-
Abstract
- In this paper, we present a consistent procedure to assess the significance of gravitational wave events observed by laser interferometric gravitational wave detectors based on the background distribution of detection statistic. We propose a non-parametric method to estimate $p$-value. Based on the estimated $p$-values, we propose a new procedure to assess the significance of a particular event with $q$-value which is the minimum false discovery rate that can be attained when calling the event significant. The $q$-value gives us a criterion on the significance of events which is different from $P_{\rm astro}$ which is used in the LIGO-Virgo analysis and in other analysis. The proposed procedure is applied to the 1-OGC and 2-OGC catalogs [2][3]. For most of the events which were claimed significant in [2] and [3], we also obtain the same results. However, there are differences in the significance for several marginal events. Since the proposed procedure does not require any assumptions on signal and noise, it is very simple and straightforward. The procedure is also applicable to other searches for gravitational waves whose background distribution of detection statistic is difficult to know.<br />Comment: Accepted by PTEP, 18 pages, 8 figure
- Subjects :
- General Relativity and Quantum Cosmology
High Energy Physics - Theory
Subjects
Details
- Database :
- arXiv
- Journal :
- Progress of Theoretical and Experimental Physics, Volume 2021, Issue 12, December 2021, 123F01
- Publication Type :
- Report
- Accession number :
- edsarx.1907.00379
- Document Type :
- Working Paper
- Full Text :
- https://doi.org/10.1093/ptep/ptab137