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ロバスト介入時系列分析×中断時系列分析(Interrupted Time Series, ITS)×
分野因果推論因果推論
系統Regression modelRegression model
提唱年2010s2002
提唱者Bernal, Cummins & Gasparrini; Linden (robust extensions)Wagner, Soumerai, Zhang & Ross-Degnan (segmented regression); Bernal, Cummins & Gasparrini (tutorial)
種類Quasi-experimental segmented regression with robust inferenceQuasi-experimental segmented regression
原典Bernal, J. L., Cummins, S., & Gasparrini, A. (2017). Interrupted time series regression for the evaluation of public health interventions: a tutorial. International Journal of Epidemiology, 46(1), 348-355. DOI ↗Bernal, J. L., Cummins, S., & Gasparrini, A. (2017). Interrupted time series regression for the evaluation of public health interventions: a tutorial. International Journal of Epidemiology, 46(1), 348-355. DOI ↗
別名robust ITS, outlier-robust ITS, robust segmented regression, robust ITSAITS analysis, segmented regression of time series, Kesintili Zaman Serisi (ITS) Analizi
関連55
概要Robust Interrupted Time Series Analysis is a quasi-experimental method that estimates the causal effect of a policy or intervention on an aggregate outcome over time, using segmented regression fitted with outlier-resistant or heteroskedasticity-consistent standard errors. It is widely used in health services research and public-health evaluation when the time series contains influential observations, non-constant variance, or mild autocorrelation.Interrupted Time Series analysis is a quasi-experimental design that estimates the effect of a single, well-dated intervention by comparing the trajectory of an outcome before and after it occurs. Formalised as segmented regression by Wagner and colleagues (2002) and popularised as a public-health evaluation tutorial by Bernal, Cummins and Gasparrini (2017), it separates the intervention's impact into a change in level and a change in slope.
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ScholarGate手法を比較: Robust Interrupted Time Series · Interrupted Time Series. 2026-06-19に以下より取得 https://scholargate.app/ja/compare