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来源类型Working Paper
规范类型报告
DOI10.3386/w1202
来源IDWorking Paper 1202
Forecasting and Conditional Projection Using Realistic Prior Distributions
Thomas Doan; Robert B. Litterman; Christopher A. Sims
发表日期1983-09-01
出版年1983
语种英语
摘要This paper develops a forecasting procedure based on a Bayesian method for estimating vector autoregressions. The procedure is applied to ten macroeconomic variables and is shown to improve out-of-sample forecasts relative to univariate equations. Although cross-variables responses are damped by the prior, considerable interaction among the variables is shown to be captured by the estimates.We provide unconditional forecasts as of 1982:12 and 1983:3.We also describe how a model such as this can be used to make conditional projections and to analyze policy alternatives. As an example, we analyze a Congressional Budget Office forecast made in 1982:12.While no automatic causal interpretations arise from models like ours, they provide a detailed characterization of the dynamic statistical interdependence of a set of economic variables, which may help inevaluating causal hypotheses, without containing any such hypotheses themselves.
URLhttps://www.nber.org/papers/w1202
来源智库National Bureau of Economic Research (United States)
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资源类型智库出版物
条目标识符http://119.78.100.153/handle/2XGU8XDN/558426
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Thomas Doan,Robert B. Litterman,Christopher A. Sims. Forecasting and Conditional Projection Using Realistic Prior Distributions. 1983.
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