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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>), PSIS (Pan et al. (2016) <doi:10.1080/01621459.2014.998760>), CAS (Xie et al. (2020) <doi:10.1080/01621459.2019.1573734>), CI-SIS (Cheng and Wang. (2023) <doi:10.1016/j.cmpb.2022.107269>) and CSIS (Cheng et al. (2023) <doi:10.1007/s00180-023-01399-5>).
Version: | 0.2.1 |
Imports: | survival, MASS, Ball, reticulate, stats, crayon, cli, dr, foreach, parallel, doParallel |
Suggests: | knitr, utils, pkgdown |
Published: | 2024-05-30 |
DOI: | 10.32614/CRAN.package.MFSIS |
Author: | Xuewei Cheng [aut, cre], Hong Wang [aut], Liping Zhu [aut], Wei Zhong [aut], Hanpu Zhou [aut] |
Maintainer: | Xuewei Cheng <xwcheng at hunnu.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 |
Reference manual: | MFSIS.pdf |
Package source: | MFSIS_0.2.1.tar.gz |
Windows binaries: | r-devel: MFSIS_0.2.1.zip, r-release: MFSIS_0.2.1.zip, r-oldrel: MFSIS_0.2.1.zip |
macOS binaries: | r-release (arm64): MFSIS_0.2.1.tgz, r-oldrel (arm64): MFSIS_0.2.1.tgz, r-release (x86_64): MFSIS_0.2.1.tgz, r-oldrel (x86_64): MFSIS_0.2.1.tgz |
Old sources: | MFSIS archive |
Please use the canonical form https://CRAN.R-project.org/package=MFSIS to link to this page.
These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.