A dynamic principal components analysis based on multivariate matrix normal dynamic linear models

A dynamic principal components analysis based on multivariate matrix normal dynamic linear models

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Article ID: iaor20081001
Country: United Kingdom
Volume: 22
Issue: 6/7
Start Page Number: 457
End Page Number: 478
Publication Date: Sep 2003
Journal: International Journal of Forecasting
Authors: , ,
Keywords: time series & forecasting methods, transportation: road
Abstract:

In this paper, we propose a multivariate dynamic linear model (MDLM) that allows us to carry out a dynamic principal components analysis in a set of multivariate time series and to analyse the similarity in their evolution once the influence of non-stationarity in each of them has been removed. In order to illustrate the methodology, we consider the distribution of value added of the firms operating in the Spanish Transport Material Manufacturing sector.

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