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 (2020) <arXiv:1911.06583>,
Myllymäki et al. (2017) <doi:10.1111/rssb.12172>,
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>, and
Dai et al. (2022) <doi:10.5772/intechopen.100124>.
| Version: |
0.2-5 |
| Depends: |
R (≥ 2.10) |
| Imports: |
cluster, ggplot2, gridExtra, parallel, stats, utils, viridisLite |
| Suggests: |
gstat, sp, fda, fda.usc, mvtnorm, patchwork, spatstat.geom, spatstat.core, spatstat.linnet, spatstat (≥ 2.0-0), testthat, R.rsp |
| Published: |
2022-01-14 |
| Author: |
Mari Myllymäki [aut, cre],
Tomáš Mrkvička [aut],
Pavel Grabarnik [ctb],
Ute Hahn [ctb],
Mikko Kuronen [ctb],
Michael Rost [ctb],
Henri Seijo [ctb] |
| Maintainer: |
Mari Myllymäki <mari.myllymaki at luke.fi> |
| License: |
GPL-3 |
| NeedsCompilation: |
no |
| Citation: |
GET citation info |
| Materials: |
README |
| CRAN checks: |
GET results |
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