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In time series analysis, we often encounter nonstationary time series, and a formal testing procedure for a unit root has now become the standard routine in time series modeling. To address this procedure, Chapter 9 on unit root tests for both nonseasonal and seasonal models has been added.

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original time series from the smoothed or fittedvaluesinthoseperiods. That average can then be added to smoothed values or forecasts from a smooth curve in order to account for seasonality.

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