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Answers for “为什么当原始时间序列具有线性趋势时,差分会有所帮助?”

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You would use a second difference if the first differenced series is still not stationary. The goal is to choose the lowest differencing order dd that makes the series stationary.

Conditions: The original series is non-stationary.; First differencing (d=1d=1) does not result in a stationary series.; The modeler can inspect the stationarity of the differenced plots.