Submitted to A&A, 20 pages, 15 figures, comments are welcome
Weak lensing mass-mapping is a useful tool to access the full distribution of dark matter on the sky, but because of intrinsic galaxy ellipticies and finite fields/missing data, the recovery of dark matter maps constitutes a challenging ill-posed inverse problem. We introduce a novel methodology allowing for efficient sampling of the high-dimensional Bayesian posterior of the weak lensing mass-mapping problem, and relying on simulations for defining a fully non-Gaussian prior. We aim to demonstrate the accuracy of the method on simulations, and then proceed to applying it to the mass reconstruction of the HST/ACS COSMOS field. The proposed methodology combines elements of Bayesian statistics, analytic theory, and a recent class of Deep Generative Models based on Neural Score Matching. This approach allows us to do the following: 1) Make full use of analytic cosmological theory to constrain the 2pt statistics of the solution. 2) Learn from cosmological simulations any differences between this analytic prior and full simulations. 3) Obtain samples from the full Bayesian posterior of the problem for robust Uncertainty Quantification. We demonstrate the method on the $\kappa$TNG simulations and find that the posterior mean significantly outperfoms previous methods (Kaiser-Squires, Wiener filter, Sparsity priors) both on root-mean-square error and in terms of the Pearson correlation. We further illustrate the interpretability of the recovered posterior by establishing a close correlation between posterior convergence values and SNR of clusters artificially introduced into a field. Finally, we apply the method to the reconstruction of the HST/ACS COSMOS field and yield the highest quality convergence map of this field to date.
20 pages, 14 figures. Submitted to MNRAS. Comments are welcome
11 pages, 9 figures. Accepted for publication in MNRAS
86 pages, 17 figures, 6 tables, accepted by PSJ
29 pages, 22 figures, accepted for publication in A&A
19 pages, 3 figures, accepted for publication in Frontiers in Astronomy and Space Sciences
23 pages, 14 figures, 5 tables, submitted to A&A
48 pages, 15 figures
23 pages, 18 figures, 4 tables, submitted to MNRAS
To be published in: Astronomy and Computing
To be submitted to PRD. 17+4 pages and 7+1 figures. Comments welcome
15 pages, 15 figures. Accepted for publication in Astronomy & Astrophysics
Accepted for publication in MNRAS
17 pages, 7 figures, submitted to MNRAS
2 pages, 1 figure, To be published in Proceedings of the International Astronomical Union (S363)
MNRAS submitted, 24 pages
Submitted to ApJ
10 pages, 8 figures, comments welcome
13 pages, 7 figures
10 pages, 5 figures, Accepted for publication in ApJ
20 pages, 1 figure, 2 tables, to appear in the journal Gravitation and Cosmology Vol. 28, Issue 2 (2022)
18 pages, 10 figures, accepted for publication in ApJ
accepted for publication in ApJ Letters, full table 1 included as ancillary file
8 pages, 6 figures, 3 tables. Accepted for publication in Astronomy & Astrophysics on 12 January 2022
5 pages, 3 figures, accepted for pubblication on Monthly Notices of the Royal Astronomical Society: Letters
26 pages, 16 figures, 3 tables
16 pages, 4 figures, 4 tables, accepted for publication in ApJ
13 pages, 7 figures, 6 tables, accepted for publication in ApJ
ApJ in print
Talk given on the occasion of the 50th anniversary of INR, December 4, 2020
21 pages, 13 figures, accepted for publication in the MNRAS, Comments welcome!
Accepted by ApJS. The Code is available at this https URL
Accepted in Astronomy and Astrophysics. 1 on-line table
12 pages, 9 figures
ApJ accepted
Accepted for publication in the Astrophysical Journal
47 pages (16 pages plus appendices), 43 figures, 9 tables, accepted for publication in MNRAS
ApJL accepted
21 pages, 20 figures, accepted for Astronomy & Astrophysics, a high-resolution version can be found at this https URL
Accepted to be published in The Astrophysical Journal. 19 figures
accepted for publication in A&A
7 pages
24 pages, 13 figures. Submitted to ApJ
9 pages, 6 figures
Resubmitted to APJS after incorporating referee comments (December 2021)
14 pages, 9 figures. Comments are welcome!
37 pages, 5 figures; references added
25 pages, 7 figures, 2 tables, references added
20 pages, 1 figure; accepted in "Origins of Life and Evolution of Biospheres"
13 pages, 5 figures, 1 table
65 pages, 14 figures
15 pages, 7 figures
4 pages, 4 figures. Pre-submission version
10 pages, no figures
18 pages, 5 figures
31 pages, 6 figures, 8 tables, accepted for publication in ApJS
16 pages, 1 figure