On Misspecification in Prediction Problems and Robustness via Improper Learning

Annie Marsden, John Duchi, Gregory Valiant

We study probabilistic prediction games when the underlying model is misspecified, investigating the consequences of predicting using an incorrect parametric model. We show that fo…