In a statistical model, any value to be estimated must be either a constant, or a function of constant parameters. Thus, the reference to “varying parameters” in the title of this chapter is somewhat misleading. However, it is standard terminology, referring to models which allow for the variation over time of some feature which is considered fixed by most standard specifications.