 Check loss

The check loss weights positive errors by $\tau$ and negative errors by $1-\tau$. It is convex, continuous and Lipschitz with constant $\max (\tau ,1-\tau )$. At $\tau =1/2$ it is half the absolute error. Its expected value elicits a quantile: asymmetry determines which probability level the fitted location targets.