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changepoints: A Collection of Change-Point Detection Methods

Performs a series of offline and/or online change-point detection algorithms for 1) univariate mean: <doi:10.1214/20-EJS1710>, <doi:10.48550/arXiv.2006.03283>; 2) univariate polynomials: <doi:10.1214/21-EJS1963>; 3) univariate and multivariate nonparametric settings: <doi:10.1214/21-EJS1809>, <doi:10.1109/TIT.2021.3130330>; 4) high-dimensional covariances: <doi:10.3150/20-BEJ1249>; 5) high-dimensional networks with and without missing values: <doi:10.1214/20-AOS1953>, <doi:10.48550/arXiv.2101.05477>, <doi:10.48550/arXiv.2110.06450>; 6) high-dimensional linear regression models: <doi:10.48550/arXiv.2010.10410>, <doi:10.48550/arXiv.2207.12453>; 7) high-dimensional vector autoregressive models: <doi:10.48550/arXiv.1909.06359>; 8) high-dimensional self exciting point processes: <doi:10.48550/arXiv.2006.03572>; 9) dependent dynamic nonparametric random dot product graphs: <doi:10.48550/arXiv.1911.07494>; 10) univariate mean against adversarial attacks: <doi:10.48550/arXiv.2105.10417>.

Version:1.1.0
Depends:R (≥ 3.5.0)
Imports:stats,gglasso,glmnet,ks,MASS,data.tree,Rcpp
LinkingTo:Rcpp,RcppArmadillo
Suggests:knitr,abind,DiagrammeR,rmarkdown
Published:2022-09-04
DOI:10.32614/CRAN.package.changepoints
Author:Haotian Xu [aut, cre], Oscar Padilla [aut], Daren Wang [aut], Mengchu Li [aut], Qin Wen [ctb]
Maintainer:Haotian Xu <haotian.xu at uclouvain.be>
License:GPL (≥ 3)
URL:https://github.com/HaotianXu/changepoints
NeedsCompilation:yes
Materials:README,NEWS
CRAN checks:changepoints results

Documentation:

Reference manual:changepoints.html ,changepoints.pdf
Vignettes:example_VAR (source,R code)
example_univariate_mean (source,R code)

Downloads:

Package source: changepoints_1.1.0.tar.gz
Windows binaries: r-devel:changepoints_1.1.0.zip, r-release:changepoints_1.1.0.zip, r-oldrel:changepoints_1.1.0.zip
macOS binaries: r-release (arm64):changepoints_1.1.0.tgz, r-oldrel (arm64):changepoints_1.1.0.tgz, r-release (x86_64):changepoints_1.1.0.tgz, r-oldrel (x86_64):changepoints_1.1.0.tgz
Old sources: changepoints archive

Linking:

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


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