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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manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
GUD/json (API)

# Install 'GUD' in R:

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

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:

cpp

4.40 score 5 stars 2 scripts 131 downloads 7 exports 49 dependencies

Last updated from:944ffe2660. Checks:11 WARNING, 1 OK, 1 FAIL. Indexed: yes.

Target	Result	Time
linux-devel-arm64	WARNING	351
linux-devel-x86_64	WARNING	350
source / vignettes	OK	484
linux-release-arm64	WARNING	340
linux-release-x86_64	WARNING	331
macos-release-arm64	WARNING	250
macos-release-x86_64	WARNING	543
macos-oldrel-arm64	WARNING	281
macos-oldrel-x86_64	WARNING	772
windows-devel	WARNING	461
windows-release	WARNING	413
windows-oldrel	WARNING	459
wasm-release	FAIL	176

Exports:dDTP dFG dTPSC modal_regression rDTP rFG rTPSC

Dependencies:abind backports BH callr checkmate cli cpp11 desc distributional farver generics ggplot2 glue gridExtra gtable inline isoband labeling lifecycle loo magrittr matrixStats numDeriv pillar pkgbuild pkgconfig posterior processx ps QuickJSR R6 rbibutils RColorBrewer Rcpp RcppEigen RcppParallel Rdpack rlang rstan rstantools S7 scales StanHeaders tensorA tibble utf8 vctrs viridisLite withr

Bayesian Modal Regression Analysis of 2003 United States Crime Data

Introduction | Summary of Bayesian Analysis

Rendered fromBayesian-Modal-Regression-Analysis-of-2003-United-States-Crime-Data.Rmdusingknitr::rmarkdown

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

Help page	Topics
U.S. Statewide Crime data from the year 2003	crime
The DTP-Student-t Distribution	dDTP rDTP
The Flexible Gumbel Distribution	dFG rFG
The TPSC-Student-t Distribution	dTPSC rTPSC
The 'GUD' package.	GUD-package GUD
Bayesian Modal Regression	modal_regression

Package: GUD 1.0.2

GUD: Bayesian Modal Regression Based on the GUD Family

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Help Manual

Usage by other packages (reverse dependencies)