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Measuring the Advantages of Multivariate vs. Univariate Forecasts

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Author Info
Daniel Peña
Ismael Sánchez
Abstract

Suppose we are interested in forecasting a time series and, in addition to the time series data, we have data from many time series related to the one we want to forecast. Since building a dynamic multivariate model for the set of time series can be a complex task, it is important to measure in advance the increase in precision to be attained by using multivariate forecasts with respect to univariate ones. This article presents a simple procedure designed to obtain a consistent estimate of this measure. Its performance is illustrated with Monte Carlo simulations and examples. Copyright 2007 The Authors Journal compilation 2007 Blackwell Publishing Ltd.

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File URL: http://www.blackwell-synergy.com/doi/abs/10.1111/j.1467-9892.2007.00538.x
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Article provided by Blackwell Publishing in its journal Journal of Time Series Analysis.

Volume (Year): 28 (2007)
Issue (Month): 6 (November)
Pages: 886-909
Download reference. The following formats are available: HTML (with abstract), plain text (with abstract), BibTeX, RIS (EndNote, RefMan, ProCite), ReDIF
Handle: RePEc:bla:jtsera:v:28:y:2007:i:6:p:886-909

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