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Provides probability density functions and sampling algorithms for three key distributions from the General Unimodal Distribution (GUD) family: the Flexible Gumbel (FG) distribution, the Double Two-Piece (DTP) Student-t distribution, and the Two-Piece Scale (TPSC) Student-t distribution. Additionally, this package includes a function for Bayesian linear modal regression, leveraging these three distributions for model fitting. The details of the Bayesian modal regression model based on the GUD family can be found at Liu, Huang, and Bai (2024) <doi:10.1016/j.csda.2024.108012>.
Version: | 1.0.2 |
Depends: | R (≥ 3.4.0) |
Imports: | methods, Rcpp (≥ 1.0.12), RcppParallel (≥ 5.0.1), rstan (≥ 2.32.6), rstantools (≥ 2.4.0), posterior (≥ 1.5.0), Rdpack (≥ 2.6) |
LinkingTo: | BH (≥ 1.66.0), Rcpp (≥ 1.0.12), RcppEigen (≥ 0.3.3.3.0), RcppParallel (≥ 5.0.1), rstan (≥ 2.32.6), StanHeaders (≥ 2.32.0) |
Suggests: | MASS, lattice, bayesplot (≥ 1.11.1), loo (≥ 2.7.0), knitr, rmarkdown |
Published: | 2024-07-01 |
DOI: | 10.32614/CRAN.package.GUD |
Author: | Qingyang Liu [aut, cre], Xianzheng Huang [aut], Ray Bai [aut] |
Maintainer: | Qingyang Liu <qingyang at email.sc.edu> |
License: | GPL (≥ 3) |
URL: | https://github.com/rh8liuqy/Bayesian_modal_regression |
NeedsCompilation: | yes |
SystemRequirements: | GNU make |
Citation: | GUD citation info |
Materials: | README NEWS |
CRAN checks: | GUD results |
Reference manual: | GUD.pdf |
Vignettes: |
Bayesian Modal Regression Analysis of 2003 United States Crime Data |
Package source: | GUD_1.0.2.tar.gz |
Windows binaries: | r-devel: GUD_1.0.2.zip, r-release: GUD_1.0.2.zip, r-oldrel: GUD_1.0.2.zip |
macOS binaries: | r-release (arm64): GUD_1.0.2.tgz, r-oldrel (arm64): GUD_1.0.2.tgz, r-release (x86_64): GUD_1.0.2.tgz, r-oldrel (x86_64): GUD_1.0.2.tgz |
Old sources: | GUD archive |
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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.