Applying unsupervised learning to resolve evolutionary histories and explore the galaxy-halo connection in IllustrisTNG

Tristan Sohrab Fraser, Rita Tojeiro, Harry Chittenden

We examine the effectiveness of identifying distinct evolutionary histories in IllustrisTNG-100 galaxies using unsupervised machine learning with Gaussian Mixture Models. We focus…