On a Linear Functional Mixed Effect Model for Spatial Data
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Mostrar el registro completo del ítemcomunitat-uji-handle:10234/9
comunitat-uji-handle2:10234/7037
comunitat-uji-handle3:10234/8635
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Título
On a Linear Functional Mixed Effect Model for Spatial DataFecha de publicación
2019-08-29Editor
Iranian Statistical SocietyCita bibliográfica
NASIRZADEH, Roya; MATEU, Jorge; SOLTANI, Ahmad Reza. On a linear functional mixed effect model for spatial data. Journal of Iranian Statistical Society (JIRSS), 2019, 18.2: 115-137.Tipo de documento
info:eu-repo/semantics/articleVersión de la editorial
http://jirss.irstat.ir/article-1-490-en.htmlVersión
info:eu-repo/semantics/publishedVersionPalabras clave / Materias
Resumen
This paper introduces a functional mixed effect random model to model spatial data. In this model, the spatial locations form the index set, while the contributing
effects to the response variable are set as a linear ... [+]
This paper introduces a functional mixed effect random model to model spatial data. In this model, the spatial locations form the index set, while the contributing
effects to the response variable are set as a linear mixture of fixed and random effects.
These fixed and random effects are linear combinations of L2 functions and random
elements, respectively. However, the corresponding linear factors depend on the spatial location variable. Therefore, we develop estimation procedures to estimate the
fixed and random coefficients, using spatial functional principal component analysis.
Then, we perform prediction by adapting the functional universal kriging method to
our model. [-]
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info:eu-repo/semantics/openAccess
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- INIT_Articles [751]
- MAT_Articles [761]
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