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VecDep: Measuring Copula-Based Dependence Between Random Vectors

Provides functions for estimation (parametric, semi-parametric and non-parametric) of copula-based dependence coefficients between a finite collection of random vectors, including phi-dependence measures and Bures-Wasserstein dependence measures. An algorithm for agglomerative hierarchical variable clustering is also implemented. Following the articles De Keyser & Gijbels (2024) <doi:10.1016/j.jmva.2024.105336>, De Keyser & Gijbels (2024) <doi:10.1016/j.ijar.2023.109090>, and De Keyser & Gijbels (2024) <doi:10.48550/arXiv.2404.07141>.

Version:0.1.3
Depends:R (≥ 4.4.0)
Imports:ElliptCopulas (≥ 0.1.4.1),HAC (≥ 1.1-1),hash (≥ 2.2.6.3),sets (≥ 1.0-25),covglasso (≥ 1.0.3),expm (≥ 1.0-0),magic (≥ 1.6-1),pbapply (≥ 1.7-2),Rmpfr (≥ 0.9-5),reticulate (≥ 1.39.0),gtools (≥ 3.9.5)
Suggests:mvtnorm,ggplot2,extraDistr,fossil,dendextend,copula,knitr,rmarkdown,testthat (≥ 3.0.0)
Published:2024-11-14
DOI:10.32614/CRAN.package.VecDep
Author:Steven De KeyserORCID iD [aut, cre], Irène GijbelsORCID iD [ctb]
Maintainer:Steven De Keyser <steven.dekeyser at kuleuven.be>
BugReports:https://github.com/StevenDeKeyser98/VecDep/issues
License:GPL-3
URL:https://github.com/StevenDeKeyser98/VecDep
NeedsCompilation:no
Language:en-US
Materials:README,NEWS
CRAN checks:VecDep results

Documentation:

Reference manual:VecDep.html ,VecDep.pdf
Vignettes:EstPhiNestedGumbel (source,R code)

Downloads:

Package source: VecDep_0.1.3.tar.gz
Windows binaries: r-devel:VecDep_0.1.3.zip, r-release:VecDep_0.1.3.zip, r-oldrel:VecDep_0.1.3.zip
macOS binaries: r-release (arm64):VecDep_0.1.3.tgz, r-oldrel (arm64):VecDep_0.1.3.tgz, r-release (x86_64):VecDep_0.1.3.tgz, r-oldrel (x86_64):VecDep_0.1.3.tgz

Linking:

Please use the canonical formhttps://CRAN.R-project.org/package=VecDepto link to this page.


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