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shrinkTVP: Efficient Bayesian Inference for Time-Varying Parameter Models with Shrinkage

Efficient Markov chain Monte Carlo (MCMC) algorithms for fully Bayesian estimation of time-varying parameter models with shrinkage priors, both dynamic and static. Details on the algorithms used are provided in Bitto and Frühwirth-Schnatter (2019) <doi:10.1016/j.jeconom.2018.11.006> and Cadonna et al. (2020) <doi:10.3390/econometrics8020020> and Knaus and Frühwirth-Schnatter (2023) <doi:10.48550/arXiv.2312.10487>. For details on the package, please see Knaus et al. (2021) <doi:10.18637/jss.v100.i13>.

Version: 3.0.1
Depends: R (≥ 3.3.0)
Imports: Rcpp, GIGrvg, stochvol (≥ 3.0.3), coda, methods, utils, zoo
LinkingTo: Rcpp, RcppArmadillo, GIGrvg, RcppProgress, stochvol, RcppGSL
Suggests: testthat, knitr, rmarkdown, R.rsp
Published: 2024-02-18
DOI: 10.32614/CRAN.package.shrinkTVP
Author: Peter Knaus ORCID iD [aut, cre], Angela Bitto-Nemling [aut], Annalisa Cadonna ORCID iD [aut], Sylvia Frühwirth-Schnatter ORCID iD [aut], Daniel Winkler [ctb], Kemal Dingic [ctb]
Maintainer: Peter Knaus <peter.knaus at wu.ac.at>
License: GPL-2 | GPL-3 [expanded from: GPL (≥ 2)]
NeedsCompilation: yes
Citation: shrinkTVP citation info
Materials: NEWS
In views: Bayesian
CRAN checks: shrinkTVP results

Documentation:

Reference manual: shrinkTVP.pdf
Vignettes: Shrinkage in the Time-Varying Parameter Model Framework Using the R Package shrinkTVP

Downloads:

Package source: shrinkTVP_3.0.1.tar.gz
Windows binaries: r-devel: shrinkTVP_3.0.1.zip, r-release: shrinkTVP_3.0.1.zip, r-oldrel: shrinkTVP_3.0.1.zip
macOS binaries: r-release (arm64): shrinkTVP_3.0.1.tgz, r-oldrel (arm64): shrinkTVP_3.0.1.tgz, r-release (x86_64): shrinkTVP_3.0.1.tgz, r-oldrel (x86_64): shrinkTVP_3.0.1.tgz
Old sources: shrinkTVP archive

Reverse dependencies:

Reverse imports: shrinkDSM, shrinkTVPVAR
Reverse linking to: shrinkDSM, shrinkTVPVAR
Reverse suggests: tidyfit

Linking:

Please use the canonical form https://CRAN.R-project.org/package=shrinkTVP 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.