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An implementation for high-dimensional time series analysis methods, including factor model for vector time series proposed by Lam and Yao (2012) <doi:10.1214/12-AOS970> and Chang, Guo and Yao (2015) <doi:10.1016/j.jeconom.2015.03.024>, martingale difference test proposed by Chang, Jiang and Shao (2023) <doi:10.1016/j.jeconom.2022.09.001>, principal component analysis for vector time series proposed by Chang, Guo and Yao (2018) <doi:10.1214/17-AOS1613>, cointegration analysis proposed by Zhang, Robinson and Yao (2019) <doi:10.1080/01621459.2018.1458620>, unit root test proposed by Chang, Cheng and Yao (2022) <doi:10.1093/biomet/asab034>, white noise test proposed by Chang, Yao and Zhou (2017) <doi:10.1093/biomet/asw066>, CP-decomposition for matrix time series proposed by Chang et al. (2023) <doi:10.1093/jrsssb/qkac011> and Chang et al. (2024) <doi:10.48550/arXiv.2410.05634>, and statistical inference for spectral density matrix proposed by Chang et al. (2022) <doi:10.48550/arXiv.2212.13686>.
Version: | 1.0.5 |
Depends: | R (≥ 3.5.0) |
Imports: | stats, Rcpp, clime, sandwich, methods, MASS, geigen, jointDiag, vars, forecast |
LinkingTo: | RcppEigen, Rcpp |
Suggests: | knitr |
Published: | 2024-12-02 |
DOI: | 10.32614/CRAN.package.HDTSA |
Author: | Jinyuan Chang [aut], Jing He [aut], Chen Lin [aut, cre], Qiwei Yao [aut] |
Maintainer: | Chen Lin <linchen at smail.swufe.edu.cn> |
BugReports: | https://github.com/Linc2021/HDTSA/issues |
License: | GPL-3 |
URL: | https://github.com/Linc2021/HDTSA |
NeedsCompilation: | yes |
In views: | TimeSeries |
CRAN checks: | HDTSA results |
Reference manual: | HDTSA.pdf |
Package source: | HDTSA_1.0.5.tar.gz |
Windows binaries: | r-devel: HDTSA_1.0.5.zip, r-release: HDTSA_1.0.5.zip, r-oldrel: HDTSA_1.0.5.zip |
macOS binaries: | r-release (arm64): HDTSA_1.0.5.tgz, r-oldrel (arm64): HDTSA_1.0.5.tgz, r-release (x86_64): HDTSA_1.0.5.tgz, r-oldrel (x86_64): HDTSA_1.0.5.tgz |
Old sources: | HDTSA archive |
Please use the canonical form https://CRAN.R-project.org/package=HDTSA to link to this page.
These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.