Learning from the machine: interpreting machine learning algorithms for point- and extended- source classification

Xan Morice-Atkinson, Ben Hoyle, David Bacon

We investigate star-galaxy classification for astronomical surveys in the context of four methods enabling the interpretation of black-box machine learning systems. The first is ou…