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베이지안 ADF 단위근 검정×베이지안 벡터 오차 수정 모형 (Bayesian VECM)×
분야계량경제학계량경제학
계열Regression modelRegression model
기원 연도1991–19922002–2005
창시자Sims & Uhlig (1991); Koop, Osiewalski & Steel (1992)Kleibergen & Paap; Villani
유형Bayesian hypothesis testBayesian multivariate time series model
원전Sims, C. A., & Uhlig, H. (1991). Understanding unit rooters: A helicopter tour. Econometrica, 59(6), 1591–1599. DOI ↗Kleibergen, F., & Paap, R. (2002). Priors, posteriors and Bayes factors for a Bayesian analysis of cointegration. Journal of Econometrics, 111(2), 223–249. DOI ↗
별칭Bayesian ADF test, Bayesian unit root test, Bayesian Dickey-Fuller, BADFBayesian VECM, B-VECM, Bayesian cointegrated VAR, Bayesian vector error correction
관련65
요약The Bayesian Augmented Dickey-Fuller (BADF) unit root test re-frames the classical ADF test within a Bayesian framework. Rather than computing a frequentist p-value, it quantifies evidence for or against a unit root by comparing posterior probabilities or Bayes factors under the null (unit root) and alternative (stationarity) hypotheses, incorporating prior beliefs about the autoregressive parameter.The Bayesian VECM combines the classical Vector Error Correction Model — which captures both short-run dynamics and long-run cointegrating relationships among non-stationary multivariate time series — with Bayesian prior distributions over the cointegrating rank and coefficient matrices. This allows principled uncertainty quantification, incorporation of economic theory as priors, and coherent inference even in small samples.
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