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kko
View on CRAN: Click
here
Download and install kko package within the R console
Install from CRAN:
install.packages("kko")
Install from Github:
library("remotes")
install_github("cran/kko")
Install by package version:
library("remotes")
install_version("kko", "1.0.1")
Attach the package and use:
library("kko")
Maintained by
Xiang Lyu
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2022-02-01
Latest Update: 2022-02-01
Description:
A variable selection procedure, dubbed KKO, for nonparametric additive model with finite-sample false discovery rate control guarantee. The method integrates three key components: knockoffs, subsampling for stability, and random feature mapping for nonparametric function approximation. For more information, see the accompanying paper: Dai, X., Lyu, X., & Li, L. (2021).
How to cite:
Xiang Lyu (2022). kko: Kernel Knockoffs Selection for Nonparametric Additive Models. R package version 1.0.1, https://cran.r-project.org/web/packages/kko. Accessed 22 Dec. 2024.
Previous versions and publish date:
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Complete documentation for kko
Functions, R codes and Examples using
the kko R package
Some associated functions: KO_evaluation . generate_data . kko . rk_fit . rk_subsample . rk_tune .
Some associated R codes: KO_evaluation.R . generate_data.R . kko.R . rk_fit.R . rk_subsample.R . rk_tune.R . Full kko package functions and examples
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