This is the second edition of Linear Models for Multivariate, Time Series and Spatial Data. For example, in the nonparametric regression chapter there is very little about kernal regression estimation but quite a bit about series approxi­ mations, splines, and regression trees, all of which can be viewed as linear modeling.