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Systematic bias in dark siren statistical methods and its impact on Hubble constant measurement
Phys. Rev. D 112, 063561 – Published 29 September, 2025
DOI: https://doi.org/10.1103/vd36-3mys
Abstract
The advent of multimessenger cosmology, marked by the detection of GW170817, demonstrated that standard sirens are a valuable cosmological probe. In the absence of an electromagnetic counterpart identification, gravitational waves (GWs) carry valuable information through the dark siren (DS) approach, where the source redshift is estimated using galaxy catalogs of potential hosts within the localization volume. However, the DS analysis can be affected by galaxy catalog incompleteness at the limits of gravitational-wave detectability, potentially introducing biases in the constraints on cosmological parameters. Focusing on GWs from binary black holes (BBH) detected by the LIGO, Virgo, and KAGRA (LVK) collaboration, we explore the possible systematic biases in the measurement of the Hubble constant (). These biases may arise from (1) the incompleteness of catalogs due to the apparent magnitude thresholds of optical telescope sensitivity, and (2) the use of incorrect weighting schemes (e.g., using star formation or stellar mass as tracers of the host galaxy) for each potential host. We found that an unbiased estimate of can be obtained when the corrected weighting scheme is applied to a complete or volume-limited catalog. We use a complete galaxy catalog covering 90% of the localization probability () for each GW detection, employing stellar mass as a tracer. Our results show that a sample of 100 binary black hole events with and measured luminosity distances below 1600(2500) Mpc, detected by the LVK at O4(O5) sensitivity, can provide a percent-level measurement of , with a precision of approximately 3%(1%). This number of detections is expected to be accumulated after approximately 8 and 3 years of observations with the LVK at O4 and O5 sensitivity, respectively. The O5 run provides a reduction in the uncertainty by compared to the O4-like configuration. The precision increases to approximately 6% when it is assumed that every galaxy has an equal probability of being the host.
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References (66)
- B. P. Abbott et al. (LIGO Scientific Collaboration and Virgo Collaboration), Observation of gravitational waves from a binary black hole merger, Phys. Rev. Lett. 116, 061102 (2016).
- B. P. Abbott et al. (LIGO Scientific Collaboration, Virgo Collaboration, and KAGRA Collaboration), Population of merging compact binaries inferred using gravitational waves through GWTC-3, Phys. Rev. X 13, 011048 (2023).
- B. F. Schutz, Determining the Hubble constant from gravitational wave observations, Nature (London) 323, 310 (1986).
- B. P. Abbott, R. Abbott, T. D. Abbott et al. (LIGO Scientific Collaboration and Virgo Collaboration), GW170817: Observation of gravitational waves from a binary neutron star inspiral, Phys. Rev. Lett. 119, 161101 (2017).
- A. Goldstein et al., An ordinary short gamma-ray burst with extraordinary implications: Fermi-GBM detection of GRB 170817A, Astrophys. J. 848, 14 (2017).
- V. Savchenko, C. Ferrigno, E. Kuulkers et al., Integral detection of the first prompt gamma-ray signal coincident with the gravitational-wave event GW170817, Astrophys. J. Lett. 848, L15 (2017).
- I. Arcavi, G. Hosseinzadeh, D. A. Howell et al., Optical emission from a kilonova following a gravitational-wave-detected neutron-star merger, Nature (London) 551, 64 (2017).
- D. A. Coulter, R. J. Foley, C. D. Kilpatrick et al., Swope supernova survey 2017a (SSS17a), The optical counterpart to a gravitational wave source, Science 358, 1556 (2017).
- P. S. Cowperthwaite, E. Berger, V. A. Villar et al., The electromagnetic counterpart of the binary neutron star merger LIGO/Virgo GW170817. II. UV, Optical, and near-infrared light curves and comparison to kilonova models, Astrophys. J. Lett. 848, L17 (2017).
- M. Soares-Santos et al., The electromagnetic counterpart of the binary neutron star merger LIGO/Virgo GW170817. I. Discovery of the optical counterpart using the dark energy camera, Astrophys. J. Lett. 848, 7 (2017).
- R. Chornock, E. Berger, D. Kasen et al., The electromagnetic counterpart of the binary neutron star merger LIGO/Virgo GW170817. IV. Detection of near-infrared signatures of r-process nucleosynthesis with Gemini-South, Astrophys. J. Lett. 848, L19 (2017).
- M. M. Kasliwal, E. Nakar, L. P. Singer et al., Illuminating gravitational waves: A concordant picture of photons from a neutron star merger, Science 358, 1559 (2017).
- M. Nicholl, E. Berger, D. Kasen et al., The electromagnetic counterpart of the binary neutron star merger LIGO/Virgo GW170817. III. Optical and UV spectra of a blue kilonova from fast polar ejecta, Astrophys. J. Lett. 848, L18 (2017).
- P. A. Evans, S. B. Cenko, J. A. Kennea et al., Swift and NuSTAR observations of GW170817: Detection of a blue kilonova, Science 358, 1565 (2017).
- E. Pian, P. D’Avanzo, S. Benetti et al., Spectroscopic identification of r-process nucleosynthesis in a double neutron-star merger, Nature (London) 551, 67 (2017).
- S. J. Smartt, T.-W. Chen, A. Jerkstrand et al., A kilonova as the electromagnetic counterpart to a gravitational-wave source, Nature (London) 551, 75 (2017).
- N. R. Tanvir, A. J. Levan, C. Gonzalez-Fernandez et al., The emergence of a Lanthanide-Rich kilonova following the merger of two neutron stars, Astrophys. J. Lett. 848, L27 (2017).
- S. Valenti, D. J. Sand, S. Yang, E. Cappellaro, L. Tartaglia, A. Corsi, S. W. Jha, D. E. Reichart, J. Haislip, and V. Kouprianov, The discovery of the electromagnetic counterpart of GW170817: Kilonova AT 2017gfo/DLT17ck, Astrophys. J. Lett. 848, L24 (2017).
- B. Abbott, R. Abbott, T. D. Abbott et al., A gravitational-wave standard siren measurement of the Hubble constant, Nature (London) 551, 85 (2017).
- R. Abbott, T. D. Abbott, F. Acernese et al. (LIGO Scientific Collaboration, Virgo Collaboration, and KAGRA Collaboration), GWTC-3: Compact binary coalescences observed by LIGO and Virgo during the second part of the third observing run, Phys. Rev. X 13, 041039 (2023).
- J. Ezquiaga, Hearing gravity from the cosmos: GWTC-2 probes general relativity at cosmological scales, Phys. Lett. B 822, 136665 (2021).
- J. Ezquiaga and D. Holz, Spectral sirens: Cosmology from the full mass distribution of compact binaries, Phys. Rev. Lett. 129, 061102 (2022).
- A. Farah, T. Callister, J. Ezquiaga, M. Zevin, and D. E. Holz, No need to know: Astrophysics-free gravitational-wave cosmology, Astrophys. J. 978, 153 (2025).
- I. Magãna Hernandez and A. Ray, Beyond gaps and bumps: Spectral siren cosmology with non-parametric population models, arXiv:2404.02522.
- N. Borghi, M. Mancarella, M. Moresco, M. Tagliazucchi, F. Iacovelli, A. Cimatti, and M. Maggiore, Cosmology and astrophysics with standard sirens and galaxy catalogs in view of future gravitational wave observations, Astrophys. J. 964, 191 (2024).
- S. Mukherjee, B. D. Wandelt, S. M., B. D. Nissanke, and A. Silvestri, Accurate precision cosmology with redshift unknown gravitational wave sources, Phys. Rev. D 103, 043520 (2021).
- S. Mukherjee, B. D. Wandelt, and J. Silk, Testing the general theory of relativity using gravitational wave propagation from dark standard sirens, Mon. Not. R. Astron. Soc. 502, 1136 (2021).
- S. Mukherjee, A. Krolewski, B. D. Wandelt, and J. Silk, Cross-correlating dark sirens and galaxies: Constraints on H0 from GWTC-3 of LIGO–Virgo–KAGRA, Astrophys. J. 975, 189 (2024).
- T. Ghosh, S. More, S. Bera, and S. Bose, Bayesian framework to infer the hubble constant from the cross-correlation of individual gravitational wave events with galaxies, Phys. Rev. D 111, 063513 (2025).
- J. Ferri, I. L. Tashiro, L. R. Abramo, I. Matos, M. Quartin, and R. Sturani, A robust cosmic standard ruler from the cross-correlations of galaxies and dark sirens, J. Cosmol. Astropart. Phys. 04 (2025) 008.
- C. R. Bom and A. Palmese, Standard siren cosmology with gravitational waves from binary black hole mergers in active galactic nuclei, Phys. Rev. D 110, 083005 (2024).
- A. Palmese, M. Fishbach, C. J. Burke, J. Annis, and X. Liu, Do LIGO/Virgo black hole mergers produce AGN flares? The case of GW190521 and prospects for reaching a confident association, Astrophys. J. Lett. 914, L34 (2021).
- W. Del Pozzo, Inference of cosmological parameters from gravitational waves: Applications to second generation interferometers, Phys. Rev. D 86, 043011 (2012).
- H.-Y. Chen, M. Fishbach, and D. E. Holz, A two per cent Hubble constant measurement from standard sirens within five years, Nature (London) 562, 545 (2018).
- M. Fishbach, R. Gray, I. Magaña Hernandez et al., A standard siren measurement of the Hubble constant from GW170817 without the electromagnetic counterpart, Astrophys. J. Lett. 871, L13 (2019).
- M. Soares-Santos, A. Palmese, W. Hartley et al., First measurement of the Hubble constant from a dark standard siren using the dark energy survey galaxies and the LIGO/Virgo binary-black-hole merger GW170814, Astrophys. J. Lett. 876, L7 (2019).
- A. Palmese, J. deVicente, M. E. S. Pereira et al., A statistical standard siren measurement of the Hubble constant from the LIGO/Virgo gravitational wave compact object merger GW190814 and dark energy survey galaxies, Astrophys. J. Lett. 900, L33 (2020).
- A. Palmese, C. R. Bom, S. Mucesh, and W. G. Hartley, A standard siren measurement of the Hubble constant using gravitational-wave events from the first three LIGO/Virgo observing runs and the DESI legacy survey, Astrophys. J. 943, 56 (2023).
- W. Ballard, A. Palmese, I. Magaña Hernandez et al., A dark siren measurement of the Hubble constant with the LIGO/Virgo gravitational wave event GW190412 and DESI galaxies, Res. Notes AAS 11, 250 (2023).
- V. Alfradique, C. R. Bom, A. Palmese, G. Teixeira et al., A dark siren measurement of the Hubble constant using gravitational wave events from the first three LIGO/Virgo observing runs and DELVE, Mon. Not. R. Astron. Soc. 528, 3249 (2024).
- C. R. Bom, V. Alfradique, A. Palmese, G. Teixeira, L. Santana-Silva, A. Santos, and P. Darc, A dark standard siren measurement of the Hubble constant following LIGO/Virgo/KAGRA O4a and previous runs, Mon. Not. R. Astron. Soc. 535, 961 (2024).
- S. Borhanian, A. Dhani, A. Gupta, K. G. Arun, and B. S. Sathyaprakash, Dark sirens to resolve the Hubble–Lemaître tension, Astrophys. J. Lett. 905, L28 (2020).
- N. Muttoni, D. Laghi, N. Tamanini, S. Marsat, and D. Izquierdo-Villalba, Dark siren cosmology with binary black holes in the era of third-generation gravitational wave detectors, Phys. Rev. D 108, 043543 (2023).
- L.-G. Zhu and X. Chen, The dark side of using dark sirens to constrain the Hubble–Lemaître constant, Astrophys. J. 948, 26 (2023).
- J. R. Gair, A. Ghosh, R. Gray et al., The Hitchhiker’s guide to the galaxy catalog approach for dark siren gravitational-wave cosmology, Astron. J. 166, 22 (2023).
- R. Gray, I. Magaña Hernandez, H. Qi et al., Cosmological inference using gravitational wave standard sirens: A mock data analysis, Phys. Rev. D 101, 122001 (2020).
- A. G. Hanselman, A. Vijaykumar, M. Fishbach, and D. Holz, Gravitational-wave dark siren cosmology systematics from galaxy weighting, Astrophys. J. 979, 9 (2025).
- G. Perna, S. Mastrogiovanni, and A. Ricciardone, Investigating the impact of galaxies’ compact binary hosting probability for gravitational-wave cosmology, Astron. Astrophys. 698, A128 (2025).
- C. Turski, M. Bilicki, G. Dálya, R. Gray, and A. Ghosh, Impact of modelling galaxy redshift uncertainties on the gravitational-wave dark standard siren measurement of the Hubble constant, Mon. Not. R. Astron. Soc. 526, 6224 (2023).
- E. V. R. Lima, L. Sodré Jr., C. R. Bom et al., Photometric redshifts for the S-PLUS survey: Is machine learning up to the task?, Astron. Comput. 38, 100510 (2022).
- G. Teixeira, C. Bom, L. Santana-Silva et al., Photometric redshifts probability density estimation from recurrent neural networks in the DECam local volume exploration survey data release 2, Astron. Comput. 49, 100886 (2024).
- C. Li, Y. Zhang, C. Cui et al., A photometric redshift catalogue of galaxies from the DESI legacy imaging surveys DR10, Astrophys. J. 168, 233 (2024).
- L. P. Singer and L. R. Price, Rapid Bayesian position reconstruction for gravitational-wave transients, Phys. Rev. D 93, 024013 (2016).
- R. Gray, F. Beirnaert, C. Karathanasis et al., Joint cosmological and gravitational-wave population inference using dark sirens and galaxy catalogues, J. Cosmol. Astropart. Phys. 12 (2023) 023.
- S. Mastrogiovanni, D. Laghi, R. Gray, G. C. Santoro, A. Ghosh, C. Karathanasis, K. Leyde, D. A. Steer, S. Perriès, and G. Pierra, Joint population and cosmological properties inference with gravitational waves standard sirens and galaxy surveys, Phys. Rev. D 108, 042002 (2023).
- M. Hirschmann, K. Dolag, A. Saro, L. Bachmann, S. Borgani, and A. Burkert, Cosmological simulations of black hole growth: AGN luminosities and downsizing, Mon. Not. R. Astron. Soc. 442, 2304 (2014).
- A. Ragagnin, K. Dolag, V. Biffi et al., A web portal for hydrodynamical, cosmological simulations, Astron. Comput. 20, 52 (2017).
- http://www.magneticum.org/simulations.html.
- https://lscsoft.docs.ligo.org/ligo.skymap/.
- https://git.ligo.org/lscsoft/gwistat/-/tree/master/psd?ref_type=heads.
- KAGRA Collaboration, LIGO Scientific Collaboration, and Virgo Collaboration, Prospects for observing and localizing gravitational-wave transients with Advanced LIGO, Advanced Virgo and KAGRA, Living Rev. Relativity 21, 3 (2018).
- https://dcc.ligo.org/LIGO-T2000012/public.
- R. Essick and M. Fishbach, Ensuring consistency between noise and detection in hierarchical Bayesian inference, Astrophys. J. 962, 169 (2024).
- A. Finke, S. Foffa, F. Iacovelli, M. Maggiore, and M. Mancarella, Cosmology with LIGO/Virgo dark sirens: Hubble parameter and modified gravitational wave propagation, J. Cosmol. Astropart. Phys. 08 (2021) 026.
- R. Gray, C. Messenger, and J. Veitch, A pixelated approach to galaxy catalogue incompleteness: Improving the dark siren measurement of the Hubble constant, Mon. Not. R. Astron. Soc. 512, 1127 (2022).
- M. B. Wilk and R. Gnanadesikan, Probability plotting methods for the analysis for the analysis of data, Biometrika 55, 1 (1968).