Implementing a Robust Test of Galaxy Catalogue Completeness for Dark Siren Measurements of the Hubble Constant
Abstract
We present the application of a robust test of galaxy catalogue completeness to the gwcosmo pipeline. The method implements a straightforward statistical test for determining the apparent magnitude completeness limit of a magnitude-redshift sample. This offers an improved, less conservative approach compared with how galaxy catalogue completeness is currently estimated in the gwcosmo gravitational wave cosmology pipeline for determining the Hubble constant H0. The test also does not require prior knowledge of the luminosity function, and thus returns a more robust estimate of the limiting apparent magnitude for a magnitude-redshift sample of galaxies. For GWTC-1 results using BJ-band photometry of galaxies in the GLADE catalogue, we find a 1.3\% improvement on the inference of H0 using dark sirens only and a 3.4\% improvement for the combined posterior with GW170817. Using GLADE+, there is a 8.6\% improvement with dark sirens only and a 6.3\% improvement for the combined posterior with GW170817. However, the final posterior on H0 using the GWTC-3 dataset with the GLADE+ K-band shows no improvement when applying the robust method. This is because the GLADE+ galaxy catalogue provides little or no coverage in the K-band for any of the GWTC-3 events. With the use of deeper galaxy catalogues in future gravitational wave cosmology analyses, the adoption of a less conservative estimate of magnitude completeness will become increasingly important.
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