Package: GUD 1.0.2

GUD: Bayesian Modal Regression Based on the GUD Family

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>.

Authors:Qingyang Liu [aut, cre], Xianzheng Huang [aut], Ray Bai [aut]

GUD_1.0.2.tar.gz
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GUD.pdf |GUD.html
GUD/json (API)
NEWS

# Install 'GUD' in R:
install.packages('GUD', repos = c('https://rh8liuqy.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/rh8liuqy/bayesian_modal_regression/issues

Uses libs:
  • c++– GNU Standard C++ Library v3
Datasets:
  • crime - U.S. Statewide Crime data from the year 2003

On CRAN:

7 exports 5 stars 4.88 score 55 dependencies 2 scripts 208 downloads

Last updated 3 months agofrom:944ffe2660. Checks:OK: 1 WARNING: 8. Indexed: yes.

TargetResultDate
Doc / VignettesOKSep 28 2024
R-4.5-win-x86_64WARNINGSep 28 2024
R-4.5-linux-x86_64WARNINGSep 28 2024
R-4.4-win-x86_64WARNINGSep 28 2024
R-4.4-mac-x86_64WARNINGSep 28 2024
R-4.4-mac-aarch64WARNINGSep 28 2024
R-4.3-win-x86_64WARNINGSep 28 2024
R-4.3-mac-x86_64WARNINGSep 28 2024
R-4.3-mac-aarch64WARNINGSep 28 2024

Exports:dDTPdFGdTPSCmodal_regressionrDTPrFGrTPSC

Dependencies:abindbackportsBHcallrcheckmateclicolorspacedescdistributionalfansifarvergenericsggplot2gluegridExtragtableinlineisobandlabelinglatticelifecycleloomagrittrMASSMatrixmatrixStatsmgcvmunsellnlmenumDerivpillarpkgbuildpkgconfigposteriorprocessxpsQuickJSRR6rbibutilsRColorBrewerRcppRcppEigenRcppParallelRdpackrlangrstanrstantoolsscalesStanHeaderstensorAtibbleutf8vctrsviridisLitewithr

Bayesian Modal Regression Analysis of 2003 United States Crime Data

Rendered fromBayesian-Modal-Regression-Analysis-of-2003-United-States-Crime-Data.Rmdusingknitr::rmarkdownon Sep 28 2024.

Last update: 2024-06-29
Started: 2024-06-29