Package: kko 1.0.1

Xiang Lyu

kko: Kernel Knockoffs Selection for Nonparametric Additive Models

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). “Kernel Knockoffs Selection for Nonparametric Additive Models”. arXiv preprint <arxiv:2105.11659>.

Authors:Xiaowu Dai [aut], Xiang Lyu [aut, cre], Lexin Li [aut]

kko_1.0.1.tar.gz
kko_1.0.1.tar.gz(r-4.5-noble)kko_1.0.1.tar.gz(r-4.4-noble)
kko_1.0.1.tgz(r-4.4-emscripten)kko_1.0.1.tgz(r-4.3-emscripten)
kko.pdf |kko.html✨
kko/json (API)

# Install 'kko' in R:
install.packages('kko', repos = 'https://cloud.r-project.org')

On CRAN:

Conda:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

2.00 score 1 stars 142 downloads 6 exports 22 dependencies

Last updated 3 years agofrom:de22258945. Checks:3 OK. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKMar 31 2025
R-4.5-linuxOKMar 31 2025
R-4.4-linuxOKMar 31 2025

Exports:generate_datakkoKO_evaluationrk_fitrk_subsamplerk_tune

Dependencies:codetoolscorpcordoParallelExtDistforeachglmnetgrpreggtoolsiteratorsknockofflatticeMatrixnloptrnumDerivoptimxpracmaRcppRcppEigenRdsdpRSpectrashapesurvival

Vignette of R package kko

Rendered fromkko.Rmdusingknitr::rmarkdownon Mar 31 2025.

Last update: 2022-02-01
Started: 2022-02-01

Citation

To cite package ‘kko’ in publications use:

Dai X, Lyu X, Li L (2022). kko: Kernel Knockoffs Selection for Nonparametric Additive Models. R package version 1.0.1, https://CRAN.R-project.org/package=kko.

Corresponding BibTeX entry: 

  @Manual{,
    title = {kko: Kernel Knockoffs Selection for Nonparametric Additive
      Models},
    author = {Xiaowu Dai and Xiang Lyu and Lexin Li},
    year = {2022},
    note = {R package version 1.0.1},
    url = {https://CRAN.R-project.org/package=kko},
  }