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Univariate feature selection and compound covariate methods under the Cox model with high-dimensional features (e.g., gene expressions). Available are survival data for non-small-cell lung cancer patients with gene expressions (Chen et al 2007 New Engl J Med) <doi:10.1056/NEJMoa060096>, statistical methods in Emura et al (2012 PLoS ONE) <doi:10.1371/journal.pone.0047627>, Emura & Chen (2016 Stat Methods Med Res) <doi:10.1177/0962280214533378>, and Emura et al (2019)<doi:10.1016/j.cmpb.2018.10.020>. Algorithms for generating correlated gene expressions are also available. Estimation of survival functions via copula-graphic (CG) estimators is also implemented, which is useful for sensitivity analyses under dependent censoring (Yeh et al 2023 Biomedicines) <doi:10.3390/biomedicines11030797> and factorial survival analyses (Emura et al 2024 Stat Methods Med Res) <doi:10.1177/09622802231215805>.
Version: | 3.31 |
Depends: | numDeriv, survival, MASS |
Published: | 2024-10-05 |
DOI: | 10.32614/CRAN.package.compound.Cox |
Author: | Takeshi Emura [aut, cre], Hsuan-Yu Chen [aut], Shigeyuki Matsui [aut], Yi-Hau Chen [aut] |
Maintainer: | Takeshi Emura <takeshiemura at gmail.com> |
License: | GPL-2 |
NeedsCompilation: | no |
In views: | Survival |
CRAN checks: | compound.Cox results |
Reference manual: | compound.Cox.pdf |
Package source: | compound.Cox_3.31.tar.gz |
Windows binaries: | r-devel: compound.Cox_3.31.zip, r-release: compound.Cox_3.31.zip, r-oldrel: compound.Cox_3.31.zip |
macOS binaries: | r-release (arm64): compound.Cox_3.31.tgz, r-oldrel (arm64): compound.Cox_3.31.tgz, r-release (x86_64): compound.Cox_3.31.tgz, r-oldrel (x86_64): compound.Cox_3.31.tgz |
Old sources: | compound.Cox archive |
Reverse depends: | Bivariate.Pareto, GFGM.copula, uni.survival.tree |
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These binaries (installable software) and packages are in development.
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