Introducing Prior Information into the Forward Search for Regression

The forward search provides a flexible and informative form of robust regression. We describe the introduction of prior information into the regression model used in the search through the device of fictitious observations. The extension to the forward search is not entirely straightforward, requiring weighted regression. Forward plots are used to exhibit the effect of correct and incorrect prior information on inferences.