In ARIMA (AutoRegressive Integrated Moving Average) models, the parameter ‘d’ refers to:

1
The number of lags in the dependent variable
2
The number of differences needed to make the time series stationary
3
The number of terms in the moving average
4
The number of periods in seasonal fluctuations
5
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