GET: Global Envelopes

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) <doi:10.48550/arXiv.1911.06583>, 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>.

Version: 1.0
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
Published: 2024-01-19
Author: 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]
Maintainer: Mari Myllymäki <mari.myllymaki at luke.fi>
BugReports: https://github.com/myllym/GET/issues
License: GPL-3
URL: https://github.com/myllym/GET
NeedsCompilation: no
Citation: GET citation info
Materials: README NEWS
CRAN checks: GET results

Documentation:

Reference manual: GET.pdf
Vignettes: GET: FDR envelopes
GET: Global envelopes in R
GET: Hotspot detection on a linear network
GET: Point patterns

Downloads:

Package source: GET_1.0.tar.gz
Windows binaries: r-devel: GET_1.0.zip, r-release: GET_1.0.zip, r-oldrel: GET_1.0.zip
macOS binaries: r-release (arm64): GET_1.0.tgz, r-oldrel (arm64): GET_1.0.tgz, r-release (x86_64): GET_1.0.tgz
Old sources: GET archive

Reverse dependencies:

Reverse imports: dispRity, ecostats, NTSS

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