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bspcov: Bayesian Sparse Estimation of a Covariance Matrix

Bayesian estimations of a covariance matrix for multivariate normal data. Assumes that the covariance matrix is sparse or band matrix and positive-definite. Methods implemented include the beta-mixture shrinkage prior (Lee et al. (2022) <doi:10.1016/j.jmva.2022.105067>), screened beta-mixture prior (Lee et al. (2024) <doi:10.1214/24-BA1495>), and post-processed posteriors for banded and sparse covariances (Lee et al. (2023) <doi:10.1214/22-BA1333>; Lee and Lee (2023) <doi:10.1016/j.jeconom.2023.105475>). This software has been developed using funding supported by Basic Science Research Program through the National Research Foundation of Korea ('NRF') funded by the Ministry of Education ('RS-2023-00211979', 'NRF-2022R1A5A7033499', 'NRF-2020R1A4A1018207' and 'NRF-2020R1C1C1A01013338').

Version:1.0.3
Depends:R (≥ 4.2)
Imports:GIGrvg,coda,progress,BayesFactor,MASS,mvnfast,matrixcalc,matrixStats,purrr,dplyr,RSpectra,Matrix,plyr,CholWishart,magrittr,future,furrr,ks,ggplot2,ggmcmc,caret,FinCovRegularization,mvtnorm, stats,patchwork,reshape2,future.apply
Suggests:hdbinseg,POET,tidyquant,tidyr,timetk,quantmod
Published:2025-08-18
DOI:10.32614/CRAN.package.bspcov
Author:Kwangmin Lee [aut], Kyeongwon Lee [aut, cre], Kyoungjae Lee [aut], Seongil Jo [aut], Jaeyong Lee [ctb]
Maintainer:Kyeongwon Lee <kwlee1718 at gmail.com>
License:GPL-2
URL:https://github.com/statjs/bspcov
NeedsCompilation:no
Materials:README
CRAN checks:bspcov results

Documentation:

Reference manual:bspcov.html ,bspcov.pdf

Downloads:

Package source: bspcov_1.0.3.tar.gz
Windows binaries: r-devel:bspcov_1.0.3.zip, r-release:bspcov_1.0.3.zip, r-oldrel:bspcov_1.0.3.zip
macOS binaries: r-release (arm64):bspcov_1.0.3.tgz, r-oldrel (arm64):bspcov_1.0.3.tgz, r-release (x86_64):bspcov_1.0.3.tgz, r-oldrel (x86_64):bspcov_1.0.3.tgz
Old sources: bspcov archive

Linking:

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