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Time series generally models focuses on modeling the random part of the model.
- auto-regressive (AR) models,
- auto-regressive moving average (ARMA) model.
- Moving average (MA) models,
- GARCH,
- …
Should model try to represent time serie as a random process or as a process with a fixed pattern?
See also: Time Serie - Forecasting (Prediction)