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| DOI | 10.1214/20-BA1228 | ||||
| Año | 2021 | ||||
| Tipo | artículo de investigación |
Citas Totales
Autores Afiliación Chile
Instituciones Chile
% Participación
Internacional
Autores
Afiliación Extranjera
Instituciones
Extranjeras
We provide a nonparametric spectral approach to the modeling of correlation functions on spheres. The sequence of Schoenberg coefficients and their associated covariance functions are treated as random rather than assuming a parametric form. We propose a stick-breaking representation for the spectrum, and show that such a choice spans the support of the class of geodesically isotropic covariance functions under uniform convergence. Further, we examine the first order properties of such representation, from which geometric properties can be inferred, in terms of Ho spacing diaeresis lder continuity, of the associated Gaussian random field. The properties of the posterior, in terms of existence, uniqueness, and Lipschitz continuity, are then inspected. Our findings are validated with MCMC simulations and illustrated using a global data set on surface temperatures.
| Ord. | Autor | Género | Institución - País |
|---|---|---|---|
| 1 | Porcu, Emilio | Hombre |
Trinity Coll Dublin - Irlanda
Trinity College Dublin - Irlanda |
| 2 | Bissiri, Pier Giovanni | Hombre |
UNIV BOLOGNA - Italia
Alma Mater Studiorum Università di Bologna - Italia |
| 3 | Tagle, Felipe | Hombre |
UNIV NOTRE DAME - Estados Unidos
University of Notre Dame - Estados Unidos |
| 4 | Soza, Ruben | Hombre |
Pontificia Universidad Católica de Chile - Chile
Pontificia Universidad Catóolica de - Chile |
| 5 | QUINTANA-OSORIO, FRANCISCO JAVIER | Hombre |
Pontificia Universidad Católica de Chile - Chile
Pontificia Universidad Catóolica de - Chile |
| Fuente |
|---|
| Proyecto FONDECYT |
| Chilean Commission for Scientific and Technological Research |
| Iniciativa Cientifica Milenio -Minecon Nucleo Milenio MiDaS |
| Commission for Scientific and Technological Research |
| Agradecimiento |
|---|
| We thank all the reviewers and Editors for comments that greatly improved the current version of this manuscript. Emilio Porcu is partially supported by Proyecto Fondecyt number 1170290 from the Chilean Commission for Scientific and Technological Research. Fernando A. Quintana is partially supported by Proyecto Fondecyt number 1180034 from the Chilean Commission for Scientific and Technological Research. Fernando A. Quintana, Rub ' en Soza and Emilio Porcu are supported by Iniciativa Cient ' ifica Milenio -Minecon N ' ucleo Milenio MIDAS. |
| We thank all the reviewers and Editors for comments that greatly improved the current version of this manuscript. Emilio Porcu is partially supported by Proyecto Fondecyt number 1170290 from the Chilean Commission for Scientific and Technological Research. Fernando A. Quintana is partially supported by Proyecto Fondecyt number 1180034 from the Chilean Commission for Scientific and Technological Research. Fernando A. Quintana, Rubén Soza and Emilio Porcu are supported by Iniciativa Científica Milenio – Minecon Núcleo Milenio MIDAS. |