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Feature Ordering by Conditional Independence

3packages dependsuggested by 1
5.3Kdownloads / year
–test coverage
11/13flavors OK

Overview

About

Feature Ordering by Conditional Independence (FOCI) is a variable selection algorithm based on the measure of conditional dependence. For more information, see the paper: Azadkia and Chatterjee (2019),"A simple measure of conditional dependence" arXiv:1910.12327.

Install

Health

CRAN checks
2NOTE11OK
Check messages
NOTECRAN incoming feasibilityr-devel-linux-x86_64-debian-clang, r-devel-linux-x86_64-debian-gcc
Maintainer: ‘Mona Azadkia <monaazadkia@gmail.com>’

The Description field contains
  simple measure of conditional dependence" <arXiv:1910.12327>.
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.

CRAN check page ↗

Slowest check: 1.5 min · r-oldrel-windows-x86_64
Status changes
  • NOTE11 OK, 2 NOTENow
  • NOTE9 OK, 5 NOTE2026-03-10
Advisories

none known

Documentation

In release 0.1.3
READMENoVignettesYes · 2 · dynamicNEWSNoCitation fileNoWebsitenot declared in DESCRIPTION
Help pages
2
Examples that run
100%2 run in a plain check
Exported functions with examples
100%
Documented parameters
100%
Return-value docs
100%
Help pages citing references
100%
Vignettes (2)

Downloads

5.3K
CRAN downloads in the past year
Rank #7,177 · ~14/day · ~439/mo
Daily download trend is not available in this view yet.
40630 days
1.2K90 days
5.3K1 year
Compare downloads with other packages →
Also on100 r2u3 autocran686 conda_forge

Dependencies

Declared dependencies
7 external dependencies (excludes base and recommended)

Installing FOCI adds 4 packages (4 with compiled code, 6.0 MB of source tarballs). Heaviest: data.table 5.7 MB, gmp 163 KB, proxy 70 KB.

Depends (2)
R >= 3.6.0data.table
Imports (4)
RANNproxyparallelgmp
LinkingTo (0)
none
Enhances (0)
none
Reverse dependencies
3direct
1indirect
Imports 3
Suggested by 1
Depends, Imports or LinkingTo, most downloaded first
Suggests, most downloaded first

People & History

People (3)
Author, Maintainer since 0.1.0 (2019)
Author, Contributor
Author, Contributor · added in 0.1.2
Releases (4)

Pick two releases to compare their code metrics.

  • R
    R 4.6.0 released · 2026-04-24
  • R
    R 4.5.0 released · 2025-04-11
  • R
    R 4.4.0 released · 2024-04-24
  • R
    R 4.3.0 released · 2023-04-21
  • R
    R 4.2.0 released · 2022-04-22
  • R
    R 4.1.0 released · 2021-05-18
  • 0.1.3Latest
    record
    2021-03-19 · current release · diff ↗
  • 0.1.2
    record
    2020-05-16 · diff ↗
  • R
    R 4.0.0 released · 2020-04-24
  • 0.1.1
    record
    2020-01-07 · diff ↗
  • 0.1.0
    record
    2019-12-17
  • R
    R 3.6.0 released · 2019-04-26

Package metadata

First published
2019-12-17
Total releases
4 / 7 yrs
License
GPL-3 OSI
Minimum R
≥ 3.6.0
Download size
17 KB

Cite

Cite this package

Run in R for the authors' preferred citation:

citation("FOCI")
Azadkia, M., Chatterjee, S., & Matloff, N. (2021). FOCI: Feature Ordering by Conditional Independence (Version 0.1.3) [Computer software]. https://doi.org/10.32614/CRAN.package.FOCI

This package has no citation file, so citation() returns this entry built from DESCRIPTION.

Cite the R Observatory

For a number measured here: a download total, a coverage figure, an archival date.

APA

Balamuta, J. J. (2026). R Observatory: Metrics for FOCI version 0.1.3 [Data set]. HJJB, LLC. Data release v2026-10-23. https://doi.org/10.5281/zenodo.21843040

From data release v2026-10-23, which the citation names so these numbers can be found later. More on citing and the projects behind them.

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