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Estimation and prediction using generalized Wendland covariance functions under fixed domain asymptotics

Date

Date

Date
2019
Journal Article
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Bevilacqua, M., Faouzi, T., Furrer, R., & Porcu, E. (2019). Estimation and prediction using generalized Wendland covariance functions under fixed domain asymptotics. The Annals of Statistics, 47(2), 825–856. https://doi.org/10.1214/17-AOS1652

Abstract

Abstract

Abstract

We study estimation and prediction of Gaussian random fields with covariance models belonging to the generalized Wendland (GW) class, under fixed domain asymptotics. As for the Matérn case, this class allows for a continuous parameterization of smoothness of the underlying Gaussian random field, being additionally compactly supported. The paper is divided into three parts: first, we characterize the equivalence of two Gaussian measures with GW covariance function, and we provide sufficient conditions for the equivalence of two Gaussia

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56 since deposited on 2019-06-28
Acq. date: 2025-11-12

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118 since deposited on 2019-06-28
Acq. date: 2025-11-12

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Creators (Authors)

Journal/Series Title

Journal/Series Title

Journal/Series Title

Volume

Volume

Volume
47

Number

Number

Number
2

Page range/Item number

Page range/Item number

Page range/Item number
825

Page end

Page end

Page end
856

Item Type

Item Type

Item Type
Journal Article

Dewey Decimal Classifikation

Dewey Decimal Classifikation

Dewey Decimal Classifikation

Language

Language

Language
English

Publication date

Publication date

Publication date
2019

Date available

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Date available
2019-06-28

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Publisher

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ISSN or e-ISSN

ISSN or e-ISSN
0090-5364

OA Status

OA Status

OA Status
Green

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Free Access at

Free Access at
DOI

Official URL

Official URL

Official URL

Metrics

Downloads

56 since deposited on 2019-06-28
Acq. date: 2025-11-12

Views

118 since deposited on 2019-06-28
Acq. date: 2025-11-12

Citations

Citation copied

Bevilacqua, M., Faouzi, T., Furrer, R., & Porcu, E. (2019). Estimation and prediction using generalized Wendland covariance functions under fixed domain asymptotics. The Annals of Statistics, 47(2), 825–856. https://doi.org/10.1214/17-AOS1652

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