2 papers
astro-ph.IM2026
A Demonstration of a Neural Network as a Bridge Between Galaxy Simulations and Surveys
E. Elson
This paper demonstrates that the stellar masses of galaxies in the Galaxy and Mass Assembly (GAMA) survey, originally derived via stellar population synthesis modelling, can be acc…
astro-ph.IM2025
Fast and Accurate Stellar Mass Predictions from Broad-Band Magnitudes with a Simple Neural Network: Application to Simulated Star-Forming Galaxies
E. Elson
A simple, fully connected neural network with a single hidden layer is used to estimate stellar masses for star-forming galaxies. The model is trained on broad-band photometry - fr…