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freqdom: Frequency Domain Based Analysis: Dynamic PCA

Implementation of dynamic principal component analysis (DPCA), simulation of VAR and VMA processes and frequency domain tools. These frequency domain methods for dimensionality reduction of multivariate time series were introduced by David Brillinger in his book Time Series (1974). We follow implementation guidelines as described in Hormann, Kidzinski and Hallin (2016), Dynamic Functional Principal Component <doi:10.1111/rssb.12076>.

Version: 2.0.5
Depends: R (≥ 2.15.0), mvtnorm, stats, graphics, base, matrixcalc, utils
Suggests: fda, MASS, MARSS, testthat (≥ 3.0.0)
Published: 2024-04-06
DOI: 10.32614/CRAN.package.freqdom
Author: Hormann S., Kidzinski L.
Maintainer: Kidzinski L. <lukasz.kidzinski at stanford.edu>
License: GPL-3
NeedsCompilation: no
In views: FunctionalData, TimeSeries
CRAN checks: freqdom results

Documentation:

Reference manual: freqdom.pdf

Downloads:

Package source: freqdom_2.0.5.tar.gz
Windows binaries: r-devel: freqdom_2.0.5.zip, r-release: freqdom_2.0.5.zip, r-oldrel: freqdom_2.0.5.zip
macOS binaries: r-release (arm64): freqdom_2.0.5.tgz, r-oldrel (arm64): freqdom_2.0.5.tgz, r-release (x86_64): freqdom_2.0.5.tgz, r-oldrel (x86_64): freqdom_2.0.5.tgz
Old sources: freqdom archive

Reverse dependencies:

Reverse depends: freqdom.fda
Reverse imports: ASV, mlmts, pcdpca

Linking:

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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.