BayesS5
Bayesian Variable Selection Using Simplified Shotgun Stochastic Search with Screening (S5)
Description
In p >> n settings, full posterior sampling using existing Markov chain Monte Carlo (MCMC) algorithms is highly inefficient and often not feasible from a practical perspective. To overcome this problem, we propose a scalable stochastic search algorithm that is called the Simplified Shotgun Stochastic Search (S5) and aimed at rapidly explore interesting regions of model space and finding the maximum a posteriori(MAP) model. Also, the S5 provides an approximation of posterior probability of each model (including the marginal inclusion probabilities). This algorithm is a part of an article titled "Scalable Bayesian Variable Selection Using Nonlocal Prior Densities in Ultrahigh-dimensional Settings" (2018) by Minsuk Shin, Anirban Bhattacharya, and Valen E. Johnson and "Nonlocal Functional Priors for Nonparametric Hypothesis Testing and High-dimensional Model Selection" (2020+) by Minsuk Shin and Anirban Bhattacharya.
Downloads
197
Last 30 days
16940th
400
Last 90 days
400
Last year
Trend: -3% (30d vs prior 30d)
CRAN Check Status
Show all 14 flavors
| Flavor | Status |
|---|---|
| r-devel-linux-x86_64-debian-clang | NOTE |
| r-devel-linux-x86_64-debian-gcc | NOTE |
| r-devel-linux-x86_64-fedora-clang | OK |
| r-devel-linux-x86_64-fedora-gcc | OK |
| r-devel-macos-arm64 | OK |
| r-devel-windows-x86_64 | OK |
| r-oldrel-macos-arm64 | OK |
| r-oldrel-macos-x86_64 | OK |
| r-oldrel-windows-x86_64 | OK |
| r-patched-linux-x86_64 | OK |
| r-release-linux-x86_64 | OK |
| r-release-macos-arm64 | OK |
| r-release-macos-x86_64 | OK |
| r-release-windows-x86_64 | OK |
Check details (14 non-OK)
CRAN incoming feasibility
Maintainer: ‘Minsuk Shin <minsuk000@gmail.com>’
No Authors@R field in DESCRIPTION.
Please add one, modifying
Authors@R: c(person(given = "Minsuk",
family = "Shin",
role = c("aut", "cre"),
email = "minsuk000@gmail.com"),
person(given = "Ruoxuan",
family = "Tian",
role = "aut"))
as necessary.
CRAN incoming feasibility
Maintainer: ‘Minsuk Shin <minsuk000@gmail.com>’
No Authors@R field in DESCRIPTION.
Please add one, modifying
Authors@R: c(person(given = "Minsuk",
family = "Shin",
role = c("aut", "cre"),
email = "minsuk000@gmail.com"),
person(given = "Ruoxuan",
family = "Tian",
role = "aut"))
as necessary.
*
*
*
*
*
*
*
*
*
*
*
*
Check History
NOTE 12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026
CRAN incoming feasibility
Maintainer: ‘Minsuk Shin <minsuk000@gmail.com>’
No Authors@R field in DESCRIPTION.
Please add one, modifying
Authors@R: c(person(given = "Minsuk",
family = "Shin",
role = c("aut", "cre"),
email = "minsuk000@gmail.com"),
person(given = "Ruoxuan",
family = "Tian",
role = "aut"))
as necessary.
CRAN incoming feasibility
Maintainer: ‘Minsuk Shin <minsuk000@gmail.com>’
No Authors@R field in DESCRIPTION.
Please add one, modifying
Authors@R: c(person(given = "Minsuk",
family = "Shin",
role = c("aut", "cre"),
email = "minsuk000@gmail.com"),
person(given = "Ruoxuan",
family = "Tian",
role = "aut"))
as necessary.