Sven Pappert

The field equations of penalized non-parametric regression

Abstract We view penalized risks through the lens of the calculus of variations. We consider risks comprised of a fitness-term (e.g. MSE) and a gradient-based penalty and search for the minima of such risks. After establishing the Euler-Lagrange field equations as a systematic ap...