Explainable & Applied Machine Learning
This project cautions that hign ML model accuracy does not ensure robust counterfactual explanations.
PDF • DOI • CodeAstronomy & Cosmology
Presents measurements of the galaxy pairwise velocity dispersion as a function of their luminosity using data from the spectroscopic GAMA survey.
PDF • DOIObtains direct measurements of the galaxy halo occupation distribution (as opposed to model fits) using data from the XMM cluster survey.
PDF • DOIGrowth of structure measurements have long been a crucial test of General Relativity. This is the first application of the multi-tracer technique using real data from GAMA which stood at the right intersection of galaxy density, bias spread and large scale structure probing. The results were consistent with GR.
PDF • DOIAn investigation into the observational characterics of L* galaxies.
PDF • DOIData release paper from the GAMA survey.
PDF • DOIAn analysis of large scale structure using galaxy data from SDSS and GAMA. "Calibrated" stands for "inferred from supervised machine learning" in this instance.
PDF • DOI