Machine learning and the physical sciences

G Carleo, I Cirac, K Cranmer, L Daudet, M Schuld… - Reviews of Modern …, 2019 - APS
Machine learning (ML) encompasses a broad range of algorithms and modeling tools used
for a vast array of data processing tasks, which has entered most scientific disciplines in …

Photometric redshifts for next-generation surveys

JA Newman, D Gruen - Annual Review of Astronomy and …, 2022 - annualreviews.org
Photometric redshifts are essential in studies of both galaxy evolution and cosmology, as
they enable analyses of objects too numerous or faint for spectroscopy. The Rubin …

Dark Energy Survey Year 3 results: Cosmology from cosmic shear and robustness to data calibration

A Amon, D Gruen, MA Troxel, N MacCrann… - Physical Review D, 2022 - APS
This work, together with its companion paper, Secco, Samuroff et al.[Phys. Rev. D 105,
023515 (2022) PRVDAQ 2470-0010 10.1103/PhysRevD. 105.023515], present the Dark …

Cosmology from cosmic shear power spectra with Subaru Hyper Suprime-Cam first-year data

C Hikage, M Oguri, T Hamana, S More… - Publications of the …, 2019 - academic.oup.com
We measure cosmic weak lensing shear power spectra with the Subaru Hyper Suprime-
Cam (HSC) survey first-year shear catalog covering 137 deg2 of the sky. Thanks to the high …

Dark Energy Survey Year 1 results: Cosmological constraints from cosmic shear

MA Troxel, N MacCrann, J Zuntz, TF Eifler, E Krause… - Physical Review D, 2018 - APS
We use 26× 10 6 galaxies from the Dark Energy Survey (DES) Year 1 shape catalogs over
1321 deg 2 of the sky to produce the most significant measurement of cosmic shear in a …

KiDS-450: cosmological parameter constraints from tomographic weak gravitational lensing

H Hildebrandt, M Viola, C Heymans… - Monthly Notices of …, 2017 - academic.oup.com
We present cosmological parameter constraints from a tomographic weak gravitational
lensing analysis of∼ 450 deg2 of imaging data from the Kilo Degree Survey (KiDS). For a …

First cosmology results using type Ia supernovae from the dark energy survey: constraints on cosmological parameters

TMC Abbott, S Allam, P Andersen… - The Astrophysical …, 2019 - iopscience.iop.org
We present the first cosmological parameter constraints using measurements of type Ia
supernovae (SNe Ia) from the Dark Energy Survey Supernova Program (DES-SN). The …

Dark Energy Survey Year 3 results: redshift calibration of the weak lensing source galaxies

J Myles, A Alarcon, A Amon, C Sánchez… - Monthly Notices of …, 2021 - academic.oup.com
Determining the distribution of redshifts of galaxies observed by wide-field photometric
experiments like the Dark Energy Survey (DES) is an essential component to mapping the …

Dark energy survey year 1 results: The photometric data set for cosmology

A Drlica-Wagner, I Sevilla-Noarbe… - The Astrophysical …, 2018 - iopscience.iop.org
We describe the creation, content, and validation of the Dark Energy Survey (DES) internal
year-one cosmology data set, Y1A1 GOLD, in support of upcoming cosmological analyses …

KiDS-1000 catalogue: Redshift distributions and their calibration

H Hildebrandt, JL Van Den Busch, AH Wright… - Astronomy & …, 2021 - aanda.org
We present redshift distribution estimates of galaxies selected from the fourth data release of
the Kilo-Degree Survey over an area of∼ 1000 deg 2 (KiDS-1000). These redshift …