Data-Driven Models
Data-Driven Models
Empirical forecasting models · Sources
Primary papers, model variants, source notes, and review signals behind the ETS (exponential smoothing) page.
Reference material used for orientation; read primary and academic sources first when claims conflict.
[S1] Reference
Holt (1957) -- Forecasting seasonals and trends by exponentially weighted moving averages (ONR Research Memorandum 52). Introduced trend-corrected exponential smoothing.
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[S2] Reference
Winters (1960) -- Forecasting sales by exponentially weighted moving averages (Management Science). Added the seasonal component to create the Holt-Winters method.
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[S3] Reference
Hyndman, Koehler, Snyder, and Gahber (2002) -- A state space framework for automatic forecasting using exponential smoothing methods (International Journal of Forecasting). The foundational paper for the ETS taxonomy and automatic selection.
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[S4] Reference
Gardner and McKenzie (1985) -- Forecasting trends in time series (Management Science). Introduced the damped trend, which became one of the most successful forecasting modifications ever proposed.
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[S5] Reference
Hyndman, Koehler, Ord, and Snyder (2008) -- Forecasting with Exponential Smoothing: The State Space Approach (Springer). The comprehensive monograph covering all 30 ETS models.
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