Presents standard theory of stationary processes: models, estimation in the time and frequency domain, spectral analysis, asymptotic distribution, Kalman filter; VAR models. Also deals with non-stationary processes and discusses topics such as: functional ccentral limit theorem, asymptotic results with unit roots, tests for unit roots, estimation and test in cointegrated systems and models with structural changes.