fuzzyforest
1.0.8Fuzzy Forests
Overview
Fuzzy forests, a new algorithm based on random forests, is designed to reduce the bias seen in random forest feature selection caused by the presence of correlated features. Fuzzy forests uses recursive feature elimination random forests to select features from separate blocks of correlated features where the correlation within each block of features is high and the correlation between blocks of features is low. One final random forest is fit using the surviving features. This package fits random forests using the 'randomForest' package and allows for easy use of 'WGCNA' to split features into distinct blocks. See D. Conn, Ngun, T., C. Ramirez, and G. Li (2019) doi:10.18637/jss.v091.i09 for further details.
Install
Health
- OK2026-08-0513 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
- NOTE2026-08-0112 OK · 1 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
- OK2026-03-1014 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
Documentation
- Examples that run
- 100%
- Documented parameters
- 87%
- Return-value docs
- 89%
- References docs
- 33%
Downloads
Dependencies
Nothing depends on this yet.
Code & Tests
Datasets
People & History
9 releases. Pick two to compare their code metrics. R releases are shown for context.
- RR 4.6.0 released · 2026-04-24
- RR 4.5.0 released · 2025-04-11
- RR 4.4.0 released · 2024-04-24
- RR 4.3.0 released · 2023-04-21
- RR 4.2.0 released · 2022-04-22
- RR 4.1.0 released · 2021-05-18
- RR 4.0.0 released · 2020-04-24
- 1.0.8Latest
- 1.0.72020-02-05 · diff ↗
- 1.0.62019-10-27 · diff ↗
- RR 3.6.0 released · 2019-04-26
- RR 3.5.0 released · 2018-04-23
- 1.0.52018-02-03 · diff ↗
- 1.0.42017-11-12 · diff ↗
- 1.0.32017-06-11 · diff ↗
- RR 3.4.0 released · 2017-04-21
Package metadata
- First published
- 2016-02-18
- Total releases
- 9 / 10 yrs
- License
- GPL-3 OSI
- Minimum R
- ≥ 3.2.1
- Bundled data
- 602 KB / 3 files
- Download size
- 651 KB
- Installed size
- not tracked yet
- With dependencies
- not tracked yet
Cite
Cite this package
Run in R for the authors' preferred citation:
citation("fuzzyforest")This is what citation() produces when a package has no citation file of its own. If it prints something else, use that.
Cite the R Observatory
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