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SSRN Electronic Journal
Article . 2008 . Peer-reviewed
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Properties of Estimated Characteristic Roots

Authors: Nielsen, Bent; Nielsen, Heino Bohn;

Properties of Estimated Characteristic Roots

Abstract

Estimated characteristic roots in stationary auto-regressions are shown to give rather noisy information about their population equivalents. This is remarkable given the central role of the characteristic roots in the theory of autoregressive processes. In the asymptotic analysis the problems appear when multiple roots are present as this imply a non-differentiability so the method does not apply, convergence rates are slow, and the asymptotic distribution is non-normal. In finite samples this has a considerable influence on the finite sample distribution unless the roots are far apart. With increasing order of the auto-regressions it becomes increasingly difficult to place the roots far apart giving a very noisy signal from the characteristic roots.

Countries
United Kingdom, Denmark
Keywords

/dk/atira/pure/core/keywords/FacultyOfSocialSciences, autoregression; characteristic root, autoregression, /dk/atira/pure/core/keywords/FacultyOfSocialSciences; name=Faculty of Social Sciences, Faculty of Social Sciences, Autoregression; Characteristic root., Autoregression, Characteristic Root, jel: jel:C22

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
1
Average
Average
Average
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bronze
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