A fast and reliable method for the comparison of covariance matrices
Monthly Notices of the Royal Astronomical Society Oxford University Press 513:4 (2022) 5438-5445
Abstract:
Covariance matrices are important tools for obtaining reliable parameter constraints. Advancements in cosmological surveys lead to larger data vectors and, consequently, increasingly complex covariance matrices, whose number of elements grows as the square of the size of the data vector. The most straightforward way of comparing these matrices, in terms of their ability to produce parameter constraints, involves a full cosmological analysis, which can be very computationally expensive. Using the concept and construction of compression schemes, which have become increasingly popular, we propose a fast and reliable way of comparing covariance matrices. The basic idea is to focus only on the portion of the covariance matrix that is relevant for the parameter constraints and quantify, via a fast Monte Carlo simulation, the difference of a second candidate matrix from the baseline one. To test this method, we apply it to two covariance matrices that were used to analyse the cosmic shear measurements for the Dark Energy Survey Year 1. We found that the uncertainties on the parameters change by 2.6 per cent, a figure in agreement with the full cosmological analysis. While our approximate method cannot replace a full analysis, it may be useful during the development and validation of codes that estimate covariance matrices. Our method takes roughly 100 times less CPUh than a full cosmological analysis.EDGE: The sensitivity of ultra-faint dwarfs to a metallicity-dependent initial mass function
Monthly Notices of the Royal Astronomical Society Oxford University Press (OUP) 513:2 (2022) 2326-2334
The SAMI Galaxy Survey: the link between [α/Fe] and kinematic morphology
Monthly Notices of the Royal Astronomical Society Oxford University Press 513:4 (2022) 5076-5087
Abstract:
We explore a sample of 1492 galaxies with measurements of the mean stellar population properties and the spin parameter proxy, λRe, drawn from the SAMI Galaxy Survey. We fit a global [α/Fe]–σ relation, finding that [α/Fe]=(0.395±0.010)log10(σ)−(0.627±0.002). We observe an anti-correlation between the residuals Δ[α/Fe] and the inclination-corrected λeoRe, which can be expressed as Δ[α/Fe]=(−0.057±0.008)λeoRe+(0.020±0.003). The anti-correlation appears to be driven by star-forming galaxies, with a gradient of Δ[α/Fe]∼(−0.121±0.015)λeoRe, although a weak relationship persists for the subsample of galaxies for which star formation has been quenched. We take this to be confirmation that disc-dominated galaxies have an extended duration of star formation. At a reference velocity dispersion of 200 km s−1, we estimate an increase in half-mass formation time from ∼0.5 Gyr to ∼1.2 Gyr from low- to high-λeoRe galaxies. Slow rotators do not appear to fit these trends. Their residual α-enhancement is indistinguishable from other galaxies with λeoRe⪅0.4, despite being both larger and more massive. This result shows that galaxies with λeoRe⪅0.4 experience a similar range of star formation histories, despite their different physical structure and angular momentum.The SAMI Galaxy Survey: The Internal Orbital Structure and Mass Distribution of Passive Galaxies from Triaxial Orbit-superposition Schwarzschild Models
The Astrophysical Journal American Astronomical Society 930:2 (2022) 153
Deep extragalactic visible legacy survey (DEVILS): the emergence of bulges and decline of disc growth since z = 1
Monthly Notices of the Royal Astronomical Society Oxford University Press 515:1 (2022) 1175-1198