CRAN/E | pGPx

pGPx

Pseudo-Realizations for Gaussian Process Excursions

Installation

About

Computes pseudo-realizations from the posterior distribution of a Gaussian Process (GP) with the method described in Azzimonti et al. (2016) doi:10.1137/141000749. The realizations are obtained from simulations of the field at few well chosen points that minimize the expected distance in measure between the true excursion set of the field and the approximate one. Also implements a R interface for (the main function of) Distance Transform of sampled Functions ().

doi.org/10.1137/141000749

Key Metrics

Version 0.1.4
Published 2023-08-23 250 days ago
Needs compilation? yes
License GPL-3
CRAN checks pGPx results

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Maintainer

Maintainer

Dario Azzimonti

dario.azzimonti@gmail.com

Authors

Dario Azzimonti

aut / cre / cph

Julien Bect

ctb

Pedro Felzenszwalb

ctb / cph

(Original dt code, https://cs.brown.edu/people/pfelzens/dt/index.html)

Material

README
NEWS
Reference manual
Package source

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

r-oldrel

x86_64

Windows

r-devel

x86_64

r-release

x86_64

r-oldrel

x86_64

Old Sources

pGPx archive

Imports

Rcpp ≥ 0.12.13
DiceKriging
pbivnorm
KrigInv
rgenoud
randtoolbox
pracma
grDevices

Suggests

anMC
DiceDesign

LinkingTo

Rcpp
RcppArmadillo

Reverse Depends

profExtrema