Introduction to Time Series and Forecasting
By Peter J. Brockwell,Richard A. Davis
The core of the book covers stationary processes, ARMA and ARIMA processes, multivariate time series and state-space models, with an optional chapter on spectral analysis. Many additional special topics are also covered.