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베이즈 퍼지 회귀 불연속성×인과 추론을 위한 도구 변수(IV) 방법×
분야인과추론보건경제학
계열Regression modelProcess / pipeline
기원 연도2001 (fuzzy RD identification); 2016 (Bayesian formulation by Chib & Jacobi)1990s (modern applications)
창시자Chib & Jacobi (Bayesian formulation); Hahn, Todd & Van der Klaauw (fuzzy RD identification)Angrist & Pischke (applied econometrics); rooted in econometric theory
유형Bayesian causal inference / quasi-experimental designMethod
원전Hahn, J., Todd, P., & Van der Klaauw, W. (2001). Identification and Estimation of Treatment Effects with a Regression-Discontinuity Design. Review of Economic Studies, 68(1), 201-209. DOI ↗Angrist, J. D., & Pischke, J. S. (2009). Mostly Harmless Econometrics: An Empiricist's Companion. Princeton: Princeton University Press. link ↗
별칭Bayesian Fuzzy RD, Bayesian Fuzzy RDD, Fuzzy RD with Bayesian InferenceIV, two-stage least squares, TSLS, causal estimation
관련53
요약Bayesian Fuzzy Regression Discontinuity (Bayesian Fuzzy RD) combines the quasi-experimental logic of fuzzy regression discontinuity design with full Bayesian inference. It estimates a local average treatment effect at a policy threshold where treatment assignment is probabilistic rather than deterministic, placing prior distributions over all unknowns and recovering a complete posterior distribution of the causal effect rather than a single point estimate.Instrumental variables (IV) is an econometric method to estimate causal effects when treatment or exposure is not randomly assigned and confounding is severe or unmeasured. IV relies on a third variable (instrument) that influences treatment but does not directly affect the outcome, allowing researchers to isolate the causal effect from the noise of confounding. Developed extensively in econometrics (Angrist & Pischke, 1990s–2000s), IV methods are increasingly used in health economics and health services research to leverage natural experiments and policy changes.
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ScholarGate방법 비교: Bayesian Fuzzy Regression Discontinuity · Instrumental Variables in Health Research. 2026-06-19에 다음에서 검색함: https://scholargate.app/ko/compare