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On the performance of two clustering methods for spatial functional data

dc.contributor.authorRomano, Elvira
dc.contributor.authorMateu, Jorge
dc.contributor.authorGiraldo, Ramón
dc.date.accessioned2016-04-26T11:05:17Z
dc.date.available2016-04-26T11:05:17Z
dc.date.issued2015-10
dc.identifier.citationROMANO, Elvira; MATEU, Jorge; GIRALDO, Ramon. On the performance of two clustering methods for spatial functional data. AStA Advances in Statistical Analysis, 2015, vol. 99, no 4, p. 467-492.ca_CA
dc.identifier.issn1863-8171
dc.identifier.urihttp://hdl.handle.net/10234/158955
dc.description.abstractThe performance of two clustering strategies for spatially correlated functional data based on the same measure of spatial dependence is examined and compared. In particular, the role of the spatial dependence computed by the trace-variogram function is analyzed. The main features of both procedures is shown through a simulation study based on a variety of practical scenarios easily encountered in the analysis of spatial functional data. An application on real data based on salinity curves is also presented.ca_CA
dc.description.sponsorShipWe are grateful to the AE and the referees whose comments and suggestions have clearly improved an earlier version of the manuscript. Work partially funded by Grant MTM2013-43917-P from the Spanish Ministry of Science and Education and Grant P1-1B2012-52.ca_CA
dc.format.extent26 p.ca_CA
dc.format.mimetypeapplication/pdfca_CA
dc.language.isoengca_CA
dc.publisherSpringer Verlagca_CA
dc.relation.isPartOfAStA Advances in Statistical Analysis, 2015, vol. 99, no 4ca_CA
dc.rights© Springer-Verlag Berlin Heidelberg 2015ca_CA
dc.rights.urihttp://rightsstatements.org/vocab/InC/1.0/*
dc.subjectClusteringca_CA
dc.subjectGeostatisticsca_CA
dc.subjectSalinityca_CA
dc.subjectSpatial Functional Dataca_CA
dc.subjectTrace-variogram functionca_CA
dc.titleOn the performance of two clustering methods for spatial functional dataca_CA
dc.typeinfo:eu-repo/semantics/articleca_CA
dc.identifier.doihttp://dx.doi.org/10.1007/s10182-015-0253-9
dc.rights.accessRightsinfo:eu-repo/semantics/restrictedAccessca_CA
dc.relation.publisherVersionhttp://link.springer.com/article/10.1007/s10182-015-0253-9/fulltext.htmlca_CA
dc.type.versioninfo:eu-repo/semantics/publishedVersionca_CA


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