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...

Full description

Bibliographic Details
Main Authors: David Bolin, Finn Lindgren
Format: Article
Language:English
Published: Foundation for Open Access Statistics 2018-09-01
Series:Journal of Statistical Software
Subjects:
r
Online Access:https://www.jstatsoft.org/index.php/jss/article/view/2951
id doaj-4573dceddcc34607a6fe26e8939ea2dc
record_format Article
spelling 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
_version_ 1724576796015329280