Cross Validated
2022-12-30 13:39 UTC
By arl-txt
AI-113-20221230-social-media-43ac3870
Confusion between the meaning of seasonality and seasonal patterns in time-series forecasting
According to Forecasting: Principles and Practice Seasonality is always of a fixed and known frequency. If it is a fixed and known frequency, does that mean every series with monthly or quarterly data can use methods that captures seasonality? I am asking because I am not sure if I could use SARIMA and Holt-Winters with my monthly data because there seems to be no seasonal pattern based on my ACF plot. But I've seen some papers have D=0 in their SARIMA model.
According to Forecasting: Principles and Practice Seasonality is always of a fixed and known frequency. If it is a fixed and known frequency, does that mean every series with monthly or quarterly data can use methods that captures seasonality? I am asking because I am not sure if I could use SARIMA and Holt-Winters with my monthly data because there seems to be no seasonal pattern based on my ACF plot. But I've seen some papers have D=0 in their SARIMA model.
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Cross Validated
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