ABSTRACT

In this chapter, we briefly review some aspects of stochastic processes and linear time series models in both the time and frequency domains. The chapter can serve as a review of stationarity, linearity and Gaussianity that provides a foundation on which to build a course on nonlinear time series analysis. Our discussions are brief and are meant only to establish a baseline of material that is necessary for comprehension of the material presented in this text.