Show simple item record

dc.contributor.authorCaballero, William
dc.contributor.authorGiraldo, Ramón
dc.contributor.authorMateu, Jorge
dc.date.accessioned2014-05-12T08:44:27Z
dc.date.available2014-05-12T08:44:27Z
dc.date.issued2013-02
dc.identifier.citationCABALLERO, William; GIRALDO, Ramón; MATEU, Jorge. A universal kriging approach for spatial functional data. Stochastic Environmental Research and Risk Assessment, 2013, 27.7: 1553-1563.ca_CA
dc.identifier.urihttp://hdl.handle.net/10234/91972
dc.description.abstractIn a wide range of scientific fields the outputs coming from certain measurements often come in form of curves. In this paper we give a solution to the problem of spatial prediction of non-stationary functional data. We propose a new predictor by extending the classical universal kriging predictor for univariate data to the context of functional data. Using an approach similar to that used in univariate geostatistics we obtain a matrix system for estimating the weights of each functional variable on the prediction. The proposed methodology is validated by analyzing a real dataset corresponding to temperature curves obtained in several weather stations of Canada.ca_CA
dc.format.extent10 p.ca_CA
dc.format.mimetypeapplication/pdfca_CA
dc.language.isoengca_CA
dc.publisherSpringerca_CA
dc.relation.isPartOfStochastic Environmental Research and Risk Assessment October 2013, Volume 27, Issue 7ca_CA
dc.rights© Springer, Part of Springer Science+Business Mediaca_CA
dc.subjectCross-validationca_CA
dc.subjectFunctional random variableca_CA
dc.subjectSmoothed curvesca_CA
dc.subjectTrace-variogramca_CA
dc.subjectUniversal krigingca_CA
dc.titleA universal kriging approach for spatial functional dataca_CA
dc.typeinfo:eu-repo/semantics/articleca_CA
dc.identifier.doihttp://dx.doi.org/10.1007/s00477-013-0691-4
dc.rights.accessRightsinfo:eu-repo/semantics/restrictedAccessca_CA
dc.relation.publisherVersionhttp://link.springer.com/article/10.1007/s00477-013-0691-4ca_CA


Files in this item

FilesSizeFormatView

There are no files associated with this item.

This item appears in the following Collection(s)

Show simple item record