Optimizing Shortfall Risk Metric for Learning Regression Models

Harish G. Ramaswamy, L. A. Prashanth

We consider the problem of estimating and optimizing utility-based shortfall risk (UBSR) of a loss, say $(Y-\hat{Y}{)}^2$, in the context of a regression problem. Empirical risk min…