CRAN/E | UBayFS

UBayFS

A User-Guided Bayesian Framework for Ensemble Feature Selection

Installation

About

The framework proposed in Jenul et al., (2022) doi:10.1007/s10994-022-06221-9, together with an interactive Shiny dashboard. 'UBayFS' is an ensemble feature selection technique embedded in a Bayesian statistical framework. The method combines data and user knowledge, where the first is extracted via data-driven ensemble feature selection. The user can control the feature selection by assigning prior weights to features and penalizing specific feature combinations. 'UBayFS' can be used for common feature selection as well as block feature selection.

annajenul.github.io/UBayFS/
joss.theoj.org/papers/10.21105/joss.04848
Bug report File report

Key Metrics

Version 1.0
R ≥ 3.5.0
Published 2023-03-07 15 days ago
Needs compilation? no
License GPL-3
CRAN checks UBayFS results

Downloads

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Last 7 days 101 +42%
Last 30 days 155
Last 90 days 155
Last 365 days 155

Maintainer

Maintainer

Anna Jenul

anna.jenul@nmbu.no

Authors

Anna Jenul

aut / cre

Stefan Schrunner

aut

Kristian Hovde Liland

rev

Oliver Tomic

ctb

Jürgen Pilz

ctb

Material

Reference manual
Package source

Vignettes

UBayFS block feature selection
UBayFS

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

r-oldrel

x86_64

Windows

r-develnot available

x86_64

r-releasenot available

x86_64

r-oldrelnot available

x86_64

Depends

R ≥ 3.5.0

Imports

DirichletReg
GA
ggplot2
gridExtra
hyper2
matrixStats
methods
mRMRe
Rdimtools
shiny
utils

Suggests

caret
dplyr
DT
glmnet
GSelection
knitr
plyr
RColorBrewer
rmarkdown
rpart
shinyalert
shinyBS
shinyjs
shinyWidgets
testthat ≥ 3.0.0