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  • 标题:Autoregressions in small samples, priors about observables and initial conditions
  • 本地全文:下载
  • 作者:Marek Jarociński ; Albert Marcet
  • 期刊名称:Euro Area Balance of Payments and International Investment Position Statistics
  • 印刷版ISSN:1830-3420
  • 电子版ISSN:1830-3439
  • 出版年度:2010
  • 出版社:European Central Bank
  • 摘要:We propose a benchmark prior for the estimation of vector autoregressions: a prior about initial growth rates of the modeled series. We first show that the Bayesian vs frequentist small sample bias controversy is driven by different default initial conditions. These initial conditions are usually arbitrary and our prior serves to replace them in an intuitive way. To implement this prior we develop a technique for translating priors about observables into priors about parameters. We find that our prior makes a big difference for the estimated persistence of output responses to monetary policy shocks in the United States.
  • 关键词:Vector Autoregression; Initial Condition; Bayesian Estimation;Prior about Growth Rate; Monetary Policy Shocks; Small Sample Distribution;Bias Correction
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