Schematic figure illustrating the effect of different hyper-parameters on the classifier shape in the Galactic X–Y plane. Black points represent the training set, whereas the colored shapes depict the bounding surfaces of individual OCSVM classifiers trained with a different set of hyper-parameters. The unification of multiple classifiers results in an ensemble classifier where overlapping bounding regions result in different levels of stability.