Theory of stationary processes: models, estimation in the time and frequency domain, spectral analysis, asymptotic distribution, Kalman filter, VAR models. Non-stationary processes: functional central limit theorem, asymptotic results with unit roots, tests for unit roots, cointegrated systems, structural change models.