References:

Solid textbooks
Peter Brockwell & Richard Davis "Time Series: Theory and Methods"
James Hamilton "Time Series Analysis"

Less solid, but more readable:
Robert Shumway & David Stoffer "Time Series Analysis and Its Applications: With R Examples"