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Hyperbolic vector random fields with hyperbolic direct and cross covariance functions

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dc.contributor.author Du, Juan
dc.contributor.author Leonenko, Nikolai
dc.contributor.author Ma, Chunsheng
dc.contributor.author Shu, Hong
dc.date.accessioned 2012-07-17T18:05:31Z
dc.date.available 2012-07-17T18:05:31Z
dc.date.issued 2012-06-26
dc.identifier.citation Du, Juan; Leonenko, Nikolai; Ma, Chunsheng & Hong, Shu.2012. Hyperbolic vector random fields with hyperbolic direct and cross covariance functions, Stochastic Analysis and Applications, Volume 30, Issue 4, pp.662-674 en_US
dc.identifier.issn 0736-2994
dc.identifier.other WOS: 000305514600006
dc.identifier.uri http://hdl.handle.net/10057/5241
dc.identifier.uri http://dx.doi.org/10.1080/07362994.2012.684325
dc.description Click on the DOI link below to access the article (may not be free). en_US
dc.description.abstract This article introduces the hyperbolic vector random field whose finite-dimensional distributions are the generalized hyperbolic one, which is formulated as a scale mixture of Gaussian random fields and is thus an elliptically contoured (or spherically invariant) random field. Such a vector random field may or may not have second-order moments, while a second-order one is characterized by its mean function and its covariance matrix function, just as in a Gaussian case. Some covariance matrix structures of hyperbolic type are constructed in this paper for second-order hyperbolic vector random fields. en_US
dc.description.sponsorship The authors wish to thank an anonymous referee for valuable comments and for references on the generalized K distribution. C. Ma's work is supported in part by U.S. Department of Energy under Grant DE-SC0005359, in part by the Kansas NSF EPSCoR under Grant EPS0903806, and in part by a Kansas Technology Enterprise Corporation grant. en_US
dc.language.iso en_US en_US
dc.publisher Taylor & Francis en_US
dc.relation.ispartofseries Stochastic Analysis and Applications;2012, Vol.30, No.4
dc.subject Conditionally negative definite matrix en_US
dc.subject Covariance matrix function en_US
dc.subject Elliptically contoured random field en_US
dc.subject Gaussian random field en_US
dc.subject Generalized hyperbolic distribution en_US
dc.subject Generalized inverse Gaussian distribution en_US
dc.subject Spherically invariant random field en_US
dc.subject Variogram en_US
dc.title Hyperbolic vector random fields with hyperbolic direct and cross covariance functions en_US
dc.type Article en_US
dc.description.version Peer reviewed

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