Misc concepts:
Autocorrelation
Moving Average
Autoregressive
Lag
Differencing (seasonal and non-seasonal)
'Shock' or 'Innovation'
Trend
Seasonal vs. nonseasonal
Cycle
Additive model
Multiplicative model
Growth model
Holt-Winters
X11
ARIMA
Box Jenkins
ACF and PACF
Stationarity
Backshift operator
Unit Root
Box-Ljeung
Intervention model
Transfer function model
Vector Autoregression
Cointegration
Multivariate time series
State Space models
Spectral Analysis (frequency domain models)