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Bayesian Regression Discontinuity Design×Kesan Rawatan Purata Tempatan (Local Average Treatment Effect - LATE / CACE)×
BidangInferens KausalInferens Kausal
KeluargaRegression modelRegression model
Tahun asal2004-20161994
PengasasKarabatsos & Walker; Chib & JacobiImbens & Angrist (1994); Angrist, Imbens & Rubin (1996)
JenisBayesian causal inference / quasi-experimentalInstrumental-variable causal estimand
Sumber perintisKarabatsos, G., & Walker, S. G. (2004). Coherent inference in regression discontinuity designs with a Bayesian nonparametric approach. Journal of the American Statistical Association, 99(468), 1121-1131. link ↗Imbens, G. W., & Angrist, J. D. (1994). Identification and Estimation of Local Average Treatment Effects. Econometrica, 62(2), 467-475. DOI ↗
AliasBayesian RDD, Bayesian RD, Bayes RDD, Bayesian regression-discontinuityLATE, CACE, complier average causal effect, Yerel Ortalama Tedavi Etkisi (LATE / CACE)
Berkaitan55
RingkasanBayesian Regression Discontinuity Design (Bayesian RDD) embeds the classical RD framework — which estimates a local causal effect at a known assignment cutoff — within a Bayesian inferential engine. Prior distributions are placed on the regression functions on either side of the cutoff and on the treatment-effect parameter, yielding a full posterior distribution over the causal estimand rather than a single point estimate with a frequentist p-value.The Local Average Treatment Effect is an instrumental-variable estimand, introduced by Imbens and Angrist (1994) and formalised with Rubin (1996), that recovers the average treatment effect for the subpopulation of compliers — units whose treatment status is actually moved by the instrument. It is closely tied to compliance analysis.
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ScholarGateBandingkan kaedah: Bayesian Regression Discontinuity Design · Local Average Treatment Effect. Dicapai 2026-06-18 daripada https://scholargate.app/ms/compare