[Forum SIS] Seminario Prof. P. Secchi
Julia Mortera
jmortera a os.uniroma3.it
Ven 28 Feb 2014 14:59:28 CET
Mercoledi 5 marzo ore 14,30 presso il Dipartimento di Economia,
Università Roma Tre, aula seminari, il
*Prof. Piercesare Secchi,* del Dipartimento di Matematica, Politecnico
di Milano
terrà un seminario dal titolo
*Functional data with spatial dependence: three environmental applications*
*Abstract*
When dealing with high-dimensional georeferenced data, the need of
spatial prediction results in both theoretical and practical issues. The
talk addresses these problems by proposing an extension of some
geostatistical techniques to nonstationary functional random fields.A
new theoretical framework is established to perform Universal Kriging of
spatially dependent functional data belonging to a Hilbert space;
moreover, estimators of the spatial mean and the spatial covariance
structure are derived. The generality of the proposed approach allows to
include pointwise and differential information brought by data by
embedding the analysis in a proper Hilbert space, possibly other than L^2.
Three environmental case studies will serve as illustration. The first
deals with temperarture curves embedded in L^2 while the second
considers particle size curves treated as compositional data and handled
through the Aitchison geometry. In the third case study, a Hilbert space
approximation is exploited to make spatial predictions for the random
field of covariances between temperature and precitipitation, which
belong to a Riemannian manifold, the space of positive definite
symmetric matrices.
--
Prof.ssa Julia Mortera
Dipartimento di Economia
Università Roma Tre
Via Silvio D'Amico 77
00145 Roma
Tel: +39 06 57335732
Fax: +39 06 57335771
http://dipeco.uniroma3.it/docenti.asp?id=123#
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