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Combining Forecast Densities from VARs with Uncertain Instabilities

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Author Info
Anne Sofie Jore
James Mitchell
Shaun Vahey (Reserve Bank of New Zealand)

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Abstract

Recursive-weight forecast combination is often found to an ineffective method of improving point forecast accuracy in the presence of uncertain instabilities. We examine the effectiveness of this strategy for forecast densities using (many) VARs and ARs of output, prices and interest rates. Our proposed recursive-weights density combination strategy, based on the recursive logarithmic score of the forecast densities, produces accurate predictive densities by giving substantial weight to models that allow for structural breaks. In contrast, equal-weight combinations produce poor real-time US forecast densities for Great Moderation data. Classification-C32, C53, E37

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File URL: http://www.rbnz.govt.nz/research/discusspapers/dp08_18.pdf
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Paper provided by Reserve Bank of New Zealand in its series Reserve Bank of New Zealand Discussion Paper Series with number DP2008/18.

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Length: 19 p.
Date of creation: Dec 2008
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Handle: RePEc:nzb:nzbdps:2008/18

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