Regression Analysis
Time Series Analysis
Covariance-stationarity:
- Co-integration
- Seasonality : add lagged dependent variable as independent variable
Statistical Tests
- Dicky-Fuller Test
- Unit Root Test
- Box Test
- Ljung-Box
Dickey-Fuller- Engle-Granger (DF-EG Test)
- $$H_0: $$ No conintegration
AR Model
- Assumption: covariance-stationary (weak-stationary). No auto-correlation beyond lag p. No conditional Heteroskedasticity
2.
- Assumption: covariance-stationary (weak-stationary). No auto-correlation beyond lag p. No conditional Heteroskedasticity
MA Model
- Linear Trend Model