Calculating Probabilistic Excursion Sets and Related Quantities Using excursions
The R software package excursions contains methods for calculating probabilistic excursion sets, contour credible regions, and simultaneous confidence bands for latent Gaussian stochastic processes and fields. It also contains methods for uncertainty quantification of contour maps and computation of...
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doaj-4573dceddcc34607a6fe26e8939ea2dc2020-11-25T03:30:13ZengFoundation for Open Access StatisticsJournal of Statistical Software1548-76602018-09-0186112010.18637/jss.v086.i051237Calculating Probabilistic Excursion Sets and Related Quantities Using excursionsDavid BolinFinn LindgrenThe R software package excursions contains methods for calculating probabilistic excursion sets, contour credible regions, and simultaneous confidence bands for latent Gaussian stochastic processes and fields. It also contains methods for uncertainty quantification of contour maps and computation of Gaussian integrals. This article describes the theoretical and computational methods used in the package. The main functions of the package are introduced and two examples illustrate how the package can be used.https://www.jstatsoft.org/index.php/jss/article/view/2951excursion setscontour mapscontour curvessimultaneous credible bandsgaussian integralsr |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
David Bolin Finn Lindgren |
spellingShingle |
David Bolin Finn Lindgren Calculating Probabilistic Excursion Sets and Related Quantities Using excursions Journal of Statistical Software excursion sets contour maps contour curves simultaneous credible bands gaussian integrals r |
author_facet |
David Bolin Finn Lindgren |
author_sort |
David Bolin |
title |
Calculating Probabilistic Excursion Sets and Related Quantities Using excursions |
title_short |
Calculating Probabilistic Excursion Sets and Related Quantities Using excursions |
title_full |
Calculating Probabilistic Excursion Sets and Related Quantities Using excursions |
title_fullStr |
Calculating Probabilistic Excursion Sets and Related Quantities Using excursions |
title_full_unstemmed |
Calculating Probabilistic Excursion Sets and Related Quantities Using excursions |
title_sort |
calculating probabilistic excursion sets and related quantities using excursions |
publisher |
Foundation for Open Access Statistics |
series |
Journal of Statistical Software |
issn |
1548-7660 |
publishDate |
2018-09-01 |
description |
The R software package excursions contains methods for calculating probabilistic excursion sets, contour credible regions, and simultaneous confidence bands for latent Gaussian stochastic processes and fields. It also contains methods for uncertainty quantification of contour maps and computation of Gaussian integrals. This article describes the theoretical and computational methods used in the package. The main functions of the package are introduced and two examples illustrate how the package can be used. |
topic |
excursion sets contour maps contour curves simultaneous credible bands gaussian integrals r |
url |
https://www.jstatsoft.org/index.php/jss/article/view/2951 |
work_keys_str_mv |
AT davidbolin calculatingprobabilisticexcursionsetsandrelatedquantitiesusingexcursions AT finnlindgren calculatingprobabilisticexcursionsetsandrelatedquantitiesusingexcursions |
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1724576796015329280 |