Kendall’s tau and agglomerative clustering for structure determination of hierarchical Archimedean copulas

Abstract: Several successful approaches to structure determination of hierarchical Archimedean copulas (HACs) proposed in the literature rely on agglomerative clustering and Kendall’s correlation coefficient. However, there has not been presented any theoretical proof justifying such approaches. This work fills this gap and introduces a theorem showing that, given the matrix of the pairwise Kendall correlation coefficients corresponding to a HAC, its structure can be recovered by an agglomerative clustering technique.

Location
Deutsche Nationalbibliothek Frankfurt am Main
Extent
Online-Ressource
Language
Englisch

Bibliographic citation
Kendall’s tau and agglomerative clustering for structure determination of hierarchical Archimedean copulas ; volume:5 ; number:1 ; year:2017 ; pages:75-87 ; extent:13
Dependence modeling ; 5, Heft 1 (2017), 75-87 (gesamt 13)

Creator
Górecki, J.
Hofert, M.
Holeňa, M.

DOI
10.1515/demo-2017-0005
URN
urn:nbn:de:101:1-2411181553500.237150785547
Rights
Open Access; Der Zugriff auf das Objekt ist unbeschränkt möglich.
Last update
15.08.2025, 7:38 AM CEST

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Associated

  • Górecki, J.
  • Hofert, M.
  • Holeňa, M.

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