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HDTSA: High Dimensional Time Series Analysis Tools

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

Documentation:

Reference manual: HDTSA.pdf

Downloads:

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

Linking:

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.