Hierarchical Inference of the Lensing Convergence from Photometric Catalogs with Bayesian Graph Neural Networks
We present a Bayesian graph neural network (BGNN) that can estimate the weak lensing convergence ( κ ) from photometric measurements of galaxies along a given line of sight (LOS). The method is of particular interest in strong gravitational time-delay cosmography (TDC), where characterizing the “ext...
| Published in: | The Astrophysical Journal |
|---|---|
| Main Authors: | Ji Won Park, Simon Birrer, Madison Ueland, Miles Cranmer, Adriano Agnello, Sebastian Wagner-Carena, Philip J. Marshall, Aaron Roodman, the LSST Dark Energy Science Collaboration |
| Format: | Article |
| Language: | English |
| Published: |
IOP Publishing
2023-01-01
|
| Subjects: | |
| Online Access: | https://doi.org/10.3847/1538-4357/acdc25 |
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