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GET

Global Envelopes

Installation

About

Implementation of global envelopes for a set of general d-dimensional vectors T in various applications. A 100(1-alpha)% global envelope is a band bounded by two vectors such that the probability that T falls outside this envelope in any of the d points is equal to alpha. Global means that the probability is controlled simultaneously for all the d elements of the vectors. The global envelopes can be used for graphical Monte Carlo and permutation tests where the test statistic is a multivariate vector or function (e.g. goodness-of-fit testing for point patterns and random sets, functional analysis of variance, functional general linear model, n-sample test of correspondence of distribution functions), for central regions of functional or multivariate data (e.g. outlier detection, functional boxplot) and for global confidence and prediction bands (e.g. confidence band in polynomial regression, Bayesian posterior prediction). See Myllymäki and Mrkvička (2023) , Myllymäki et al. (2017) doi:10.1111/rssb.12172, Mrkvička and Myllymäki (2023) doi:10.1007/s11222-023-10275-7, Mrkvička et al. (2017) doi:10.1007/s11222-016-9683-9, Mrkvička et al. (2020) doi:10.14736/kyb-2020-3-0432, Mrkvička et al. (2021) doi:10.1007/s11009-019-09756-y, Mrkvička et al. (2022) doi:10.1002/sim.9236, Mrkvička et al. (2016) doi:10.1016/j.spasta.2016.04.005, Myllymäki et al. (2021) doi:10.1016/j.spasta.2020.100436, Dai et al. (2022) doi:10.5772/intechopen.100124, and Dvořák and Mrkvička (2022) doi:10.1007/s00180-021-01134-y.

Citation GET citation info
github.com/myllym/GET
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Version 1.0
R ≥ 2.10
Published 2024-01-19 69 days ago
Needs compilation? no
License GPL-3
CRAN checks GET results

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Maintainer

Maintainer

Mari Myllymäki

mari.myllymaki@luke.fi

Authors

Mari Myllymäki

aut / cre

Tomáš Mrkvička

aut

Mikko Kuronen

ctb

Jiří Dvořák

ctb

Pavel Grabarnik

ctb

Ute Hahn

ctb

Michael Rost

ctb

Henri Seijo

ctb

Material

README
NEWS
Reference manual
Package source

Vignettes

GET: FDR envelopes
GET: Global envelopes in R
GET: Hotspot detection on a linear network
GET: Point patterns

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

Windows

r-devel

x86_64

r-release

x86_64

r-oldrel

x86_64

Old Sources

GET archive

Depends

R ≥ 2.10

Imports

cluster
ggplot2
grDevices
grid
gridExtra
parallel
stats
utils
viridisLite

Suggests

crayon
geoR
gstat
sp
fda
fda.usc
locfit
mvtnorm
patchwork
spatstat.geom
spatstat.explore
spatstat.model
spatstat.linnet
testthat
R.rsp

Reverse Imports

dispRity
ecostats
NTSS