MFSIS: Moder-Free Sure Independent Screening Procedures

An implementation of popular screening methods that are commonly employed in ultra-high and high dimensional data. Through this publicly available package, we provide a unified framework to carry out model-free screening procedures including SIS (Fan and Lv (2008) <doi:10.1111/j.1467-9868.2008.00674.x>), SIRS(Zhu et al. (2011)<doi:10.1198/jasa.2011.tm10563>), DC-SIS (Li et al. (2012) <doi:10.1080/01621459.2012.695654>), MDC-SIS(Shao and Zhang (2014) <doi:10.1080/01621459.2014.887012>), Bcor-SIS (Pan et al. (2019) <doi:10.1080/01621459.2018.1462709>), PC-Screen (Liu et al. (2020) <doi:10.1080/01621459.2020.1783274>), WLS (Zhong et al.(2021) <doi:10.1080/01621459.2021.1918554>), Kfilter (Mai and Zou (2015) <doi:10.1214/14-AOS1303>), MVSIS (Cui et al. (2015) <doi:10.1080/01621459.2014.920256>) and CSIS.

Version: 0.1.2
Imports: survival, MASS, Ball, reticulate, stats, crayon, cli, dr, foreach, parallel, doParallel, fs
Suggests: knitr, randomForestSRC, SIS, glmnet, ncvreg, utils, pkgdown
Published: 2022-01-06
Author: Xuewei Cheng [aut, cre], Hong Wang [aut], Liping Zhu [aut], Wei Zhong [aut], Hanpu Zhou [aut]
Maintainer: Xuewei Cheng <xwcheng at csu.edu.cn>
License: GPL-2 | GPL-3 [expanded from: GPL (≥ 2)]
NeedsCompilation: no
SystemRequirements: Python (>= 3.8.0)
Materials: README NEWS
CRAN checks: MFSIS results

Documentation:

Reference manual: MFSIS.pdf

Downloads:

Package source: MFSIS_0.1.2.tar.gz
Windows binaries: r-devel: MFSIS_0.1.2.zip, r-release: MFSIS_0.1.2.zip, r-oldrel: MFSIS_0.1.2.zip
macOS binaries: r-release (arm64): MFSIS_0.1.2.tgz, r-release (x86_64): MFSIS_0.1.2.tgz, r-oldrel: MFSIS_0.1.2.tgz
Old sources: MFSIS archive

Linking:

Please use the canonical form https://CRAN.R-project.org/package=MFSIS to link to this page.