84 citations · 130 across the 3 of their papers we have counts for
Showing astro-ph.GAShow all
2 papers · 1 filter
astro-ph.GA2024
Nature versus nurture in galaxy formation: the effect of environment on star formation with causal machine learning
Sunil Mucesh, William G. Hartley, Ciarán M. Gilligan-Lee +1
Understanding how galaxies form and evolve is at the heart of modern astronomy. With the advent of large-scale surveys and simulations, remarkable progress has been made in the las…
astro-ph.GA2020★ 46 cited
A machine learning approach to galaxy properties: joint redshift-stellar mass probability distributions with Random Forest
S. Mucesh, W. G. Hartley, A. Palmese +72
We demonstrate that highly accurate joint redshift-stellar mass probability distribution functions (PDFs) can be obtained using the Random Forest (RF) machine learning (ML) algorit…