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Article: Sampling Archimedean copulas

TitleSampling Archimedean copulas
Authors
Issue Date2008
Citation
Computational Statistics and Data Analysis, 2008, v. 52, n. 12, p. 5163-5174 How to Cite?
AbstractThe challenge of efficiently sampling exchangeable and nested Archimedean copulas is addressed. Specific focus is put on large dimensions, where methods involving generator derivatives are not applicable. Additionally, new conditions under which Archimedean copulas can be mixed to construct nested Archimedean copulas are presented. Moreover, for some Archimedean families, direct sampling algorithms are given. For other families, sampling algorithms based on numerical inversion of Laplace transforms are suggested. For this purpose, the Fixed Talbot, Gaver Stehfest, Gaver Wynn rho, and Laguerre series algorithm are compared in terms of precision and runtime. Examples are given, including both exchangeable and nested Archimedean copulas. © 2008 Elsevier B.V. All rights reserved.
Persistent Identifierhttp://hdl.handle.net/10722/325169
ISSN
2023 Impact Factor: 1.5
2023 SCImago Journal Rankings: 1.008
ISI Accession Number ID

 

DC FieldValueLanguage
dc.contributor.authorHofert, Marius-
dc.date.accessioned2023-02-27T07:30:17Z-
dc.date.available2023-02-27T07:30:17Z-
dc.date.issued2008-
dc.identifier.citationComputational Statistics and Data Analysis, 2008, v. 52, n. 12, p. 5163-5174-
dc.identifier.issn0167-9473-
dc.identifier.urihttp://hdl.handle.net/10722/325169-
dc.description.abstractThe challenge of efficiently sampling exchangeable and nested Archimedean copulas is addressed. Specific focus is put on large dimensions, where methods involving generator derivatives are not applicable. Additionally, new conditions under which Archimedean copulas can be mixed to construct nested Archimedean copulas are presented. Moreover, for some Archimedean families, direct sampling algorithms are given. For other families, sampling algorithms based on numerical inversion of Laplace transforms are suggested. For this purpose, the Fixed Talbot, Gaver Stehfest, Gaver Wynn rho, and Laguerre series algorithm are compared in terms of precision and runtime. Examples are given, including both exchangeable and nested Archimedean copulas. © 2008 Elsevier B.V. All rights reserved.-
dc.languageeng-
dc.relation.ispartofComputational Statistics and Data Analysis-
dc.titleSampling Archimedean copulas-
dc.typeArticle-
dc.description.naturelink_to_subscribed_fulltext-
dc.identifier.doi10.1016/j.csda.2008.05.019-
dc.identifier.scopuseid_2-s2.0-47749098867-
dc.identifier.volume52-
dc.identifier.issue12-
dc.identifier.spage5163-
dc.identifier.epage5174-
dc.identifier.isiWOS:000259075900010-

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