Density forecasting through disaggregation

Density forecasting through disaggregation

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Article ID: iaor20112080
Volume: 27
Issue: 2
Start Page Number: 394
End Page Number: 412
Publication Date: Apr 2011
Journal: International Journal of Forecasting
Authors:
Keywords: economics
Abstract:

In this paper, the revised expectations model (REM) is developed to incorporate economic agents’ price expectation formation effects. With this incorporation, two models, an aggregate one sector model and a disaggregated multi‐sector model, are estimated and used in density forecasting of the US real GDP growth rate. The experiment shows that use of the disaggregated version of the model, which incorporates price expectation effects along with modern Bayesian MCMC estimation and prediction techniques, produces more precise density forecasts than those yielded by either an aggregate version or benchmark forecasting models.

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