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Theta法×Holt-Winters三重指数平滑法×
分野計量経済学計量経済学
系統Regression modelRegression model
提唱年20001960
提唱者Assimakopoulos & NikolopoulosCharles C. Holt and Peter R. Winters
種類Univariate time-series forecasting modelExponential smoothing forecasting model
原典Assimakopoulos, V. & Nikolopoulos, K. (2000). The Theta Model: A Decomposition Approach to Forecasting. International Journal of Forecasting, 16(4), 521-530. DOI ↗Winters, P. R. (1960). Forecasting Sales by Exponentially Weighted Moving Averages. Management Science, 6(3), 324-342. DOI ↗
別名theta model, theta forecasting, Theta Yöntemi — M3 Tahmin Yarışması Birincisitriple exponential smoothing, Winters' method, Holt-Winters seasonal method, Holt-Winters Üçlü Üstel Düzleştirme
関連44
概要The Theta Method is a univariate time-series forecasting model introduced by Assimakopoulos and Nikolopoulos in 2000. It decomposes a series into two theta lines that capture its long-run trend and its short-run dynamics, forecasts each line separately, and combines them by a weighted average. Its simplicity and accuracy made it the winner of the M3 forecasting competition.Holt-Winters triple exponential smoothing is a forecasting model that extends Holt's double smoothing by adding a seasonal component, introduced by Peter Winters in 1960 building on Charles Holt's work. It tracks three evolving quantities — level, trend, and season — and combines them to forecast a continuous time series.
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ScholarGate手法を比較: Theta Method · Holt-Winters. 2026-06-17に以下より取得 https://scholargate.app/ja/compare