方法证据记录
Bayesian Instrumental Variables
Bayesian Instrumental Variables combines the instrumental variable strategy for addressing endogeneity with Bayesian posterior inference. Instead of relying on asymptotic sampling distributions, it places prior distributions over all structural parameters and recovers a full posterior distribution for the causal effect, providing probability statements about the parameter rather than p-values — especially valuable when instruments are weak or the sample is small.
源记录
引文逐字复制自方法源记录。这些引文不代表任何层级的验证。
Bayesian Instrumental Variables Estimation
分类方法记录 · regression-model / causal-inference
- Kleibergen, F., & Zivot, E. (2003). Bayesian and classical approaches to instrumental variable regression. Journal of Econometrics, 114(1), 29-72. · DOI 10.1016/s0304-4076(02)00219-1
- Lancaster, T. (2004). An Introduction to Modern Bayesian Econometrics. Blackwell Publishing. · ISBN 978-1405117203
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