In the previous chapter we have ranged over a number of types of application. All the work except the section on time series has concerned independent observations on binary data in which the probability of success changes in some relatively simple fashion, represented in terms of smooth dependence on unknown parameters, the estimation of which is regarded as the primary focus of the analysis.