Browse IFS
Publication types
External publications
October 2011 (CEPR)
Article
Incorporating theoretical restrictions into forecasting by projection methods
Type: External publications
Authors: Raffaella Giacomini and Giuseppe Ragusa
JEL classification: C53
Keywords:  Forecast comparisons , Bayesian VAR , Exponential tilting , Euler conditions
Published in: CEPR discussion paper DP8604

We propose a method for modifying a given density forecast in a way that incorporates the information contained in theory-based moment conditions. An example is 'improving' the forecasts from atheoretical econometric models, such as factor models or Bayesian VARs, by ensuring that they satisfy theoretical restrictions given for example by Euler equations or Taylor rules. The method yields a new density (and thus point-) forecast which has a simple and convenient analytical expression and which by construction satisfies the theoretical restrictions. The method is flexible and can be used in the realistic situation in which economic theory does not specify a likelihood for the variables of interest, and thus cannot be readily used for forecasting.

Full version (external link)

Search

Title (or part of title)
Author surname (or part of surname)