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: 0.3.0 Imports: survival, MASS, Ball, reticulate, stats, crayon, cli, dr, foreach, parallel, doParallel Suggests: knitr, utils, pkgdown Published: 2025-03-18 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 Documentation: Downloads: Linking:Please use the canonical form https://CRAN.R-project.org/package=MFSIS to link to this page.
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