MFSIS: Model-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>),
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:
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