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ロバスト構造ベクトル自己回帰 (Robust SVAR) モデル×ロバストベクトル自己回帰(Robust VAR)モデル×
分野計量経済学計量経済学
系統Regression modelRegression model
提唱年2000s–2010s1980s–2000s
提唱者Extension of Sims (1980) SVAR with robust inference methodsExtensions by Lutkepohl and others building on Sims (1980) VAR framework
種類Structural time series modelMultivariate time-series model with robust estimation
原典Lutkepohl, H. (2005). New Introduction to Multiple Time Series Analysis. Springer. ISBN: 978-3540401728Goncalves, S., & Kilian, L. (2004). Bootstrapping autoregressions with conditional heteroskedasticity of unknown form. Journal of Econometrics, 123(1), 89-120. DOI ↗
別名robust SVAR, robust structural VAR, heteroscedasticity-robust SVAR, outlier-robust structural VARrobust VAR, outlier-robust VAR, heavy-tailed VAR, RVAR
関連65
概要The Robust SVAR model extends the classical Structural VAR framework by incorporating robust estimation and inference methods that remain valid in the presence of heteroscedasticity, non-Gaussian errors, or outliers. By combining structural identification with robust statistical procedures, it produces reliable impulse responses and forecast error variance decompositions even when standard SVAR assumptions are violated in macroeconomic data.The Robust VAR model extends the classical Vector Autoregression framework by replacing ordinary least squares estimation with robust estimators — such as M-estimators or median-based methods — to reduce the influence of outliers, structural breaks, and heavy-tailed shocks common in financial and macroeconomic time series.
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ScholarGate手法を比較: Robust SVAR model · Robust VAR model. 2026-06-17に以下より取得 https://scholargate.app/ja/compare