Chris Chatfield 
Time-Series Forecasting [PDF ebook] 

From the author of the bestselling "Analysis of Time Series, " Time-Series Forecasting offers a comprehensive, up-to-date review of forecasting methods. It provides a summary of time-series modelling procedures, followed by a brief catalogue of many different time-series forecasting methods, ranging from ad-hoc methods through ARIMA and state-space