Stop 11 · Time Series AnalysisTopics · 4/7

Exponential Smoothing

Part of the Data Science Roadmap

In short

A family of forecasting methods that weight recent observations more heavily than older ones — simple, fast, and often a genuinely strong baseline before reaching for more complex models.

How to learn this

  1. 1Fit a simple exponential smoothing model and compare it to your ARIMA baseline.
  2. 2Learn the difference between simple, double (trend), and triple (seasonal) exponential smoothing.
  3. 3Understand why simpler models sometimes outperform complex ones on noisy, short series.

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