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>), PSIS (Pan et al. (2016) <doi:10.1080/01621459.2014.998760>), CAS (Xie et al. (2020) <doi:10.1080/01621459.2019.1573734>), CSIS and CI-SIS.
Version: |
0.1.3 |
Imports: |
survival, MASS, Ball, reticulate, stats, crayon, cli, dr, foreach, parallel, doParallel, fs |
Suggests: |
knitr, randomForestSRC, SIS, glmnet, ncvreg, utils, pkgdown |
Published: |
2022-04-20 |
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:
Downloads:
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