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In time series analysis used in statistics and econometrics, autoregressive integrated moving average ( ARIMA) and seasonal ARIMA ( SARIMA) models are generalizations of the autoregressive moving average (ARMA) model to non-stationary series and periodic variation, respectively. All these models ...