Back to Search Start Over

A nonparametric method to assess significance of events in search for gravitational waves with false discovery rate

Authors :
Yuzurihara, Hirotaka
Mano, Shuhei
Tagoshi, Hideyuki
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

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