Understanding the regulation of star formation within TNG100 galaxies on kpc-scales using machine learning I: Global versus local

Bryanne McDonough, Sathvika S. Iyengar, Ansa Brew-Smith +2

We apply Random Forest and XGBoost machine learning algorithms to determine which galaxy properties most effectively predict star formation and quenching in simulated galaxies. Usi…