Robust Linear Regression Models for Nonlinear, Heteroscedastic Data

This is where one needs to be careful. Our instinct might be to simply exponentiate the log-scale predictions back to raw-scale y. But our instinct would be wrong. Let's see why that is. If you like, you can skip the little bit of math that follows and scroll down to the section called Duan's smearing estimator.