Peter J. Brockwell og Richard A. Davis: Introduction to Time Series and Forecasting, 2002. Springer.
Chapters 1,2,3,4 (except Theorem 4.1.1), 5 (except 5.1.2-5.1.4), 6 and 8 (except 8.8).