Modelling spatio-temporal data: A new variogram and covariance structure proposal
We adapt the Dagum survival function to become a function of space and time and study its theoretical properties as a covariance in the isotropic case. The resulting Dagum class is proved to have certain interesting mathematical properties and shows smooth behaviour at the origin, which has considerable applicability. A simple extension to the spatio-temporal case is provided and interesting points of comparison arise with other models appearing in literature.
Year of publication: |
2007
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Authors: | Porcu, E. ; Mateu, J. ; Zini, A. ; Pini, R. |
Published in: |
Statistics & Probability Letters. - Elsevier, ISSN 0167-7152. - Vol. 77.2007, 1, p. 83-89
|
Publisher: |
Elsevier |
Keywords: | Criteria of Polya type Dagum survival function Nonseparability Positive-definite radial functions |
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