Data Exploration with Information Theory (Weight-of-Evidence and Information Value)
Overview
Performs exploratory data analysis and variable screening for binary classification models using weight-of-evidence (WOE) and information value (IV). In order to make the package as efficient as possible, aggregations are done in data.table and creation of WOE vectors can be distributed across multiple cores. The package also supports exploration for uplift models (NWOE and NIV).
- Removed the match-key from the WOE and NWOE tables when the parallel option is used.
From NEWS.md in the release
Install
Health
NOTECRAN incoming feasibilityr-devel-linux-x86_64-debian-clang, r-devel-linux-x86_64-debian-gcc
Maintainer: ‘Larsen Kim <kblarsen4@gmail.com>’
Found the following \keyword or \concept entries
which likely give several index terms:
File ‘Information.Rd’:
\keyword{IV,}
\keyword{NIV,}
\keyword{NWOE,}
\keyword{WOE,}
\keyword{classification,}
\keyword{weight-of-evidence,}- NOTE11 OK, 2 NOTENow
- NOTE12 OK, 2 NOTE2026-03-10
Documentation
- Help pages
- 13includes a package overview page
- Examples that run
- 100%3 run in a plain check
- Exported functions with examples
- 20%
- Documented parameters
- 100%
- Return-value docs
- 0%
- Help pages citing references
- 0%
Downloads
Dependencies
Installing Information adds 23 packages (10 with compiled code, 22 MB of source tarballs). Heaviest: ggplot2 6.0 MB, data.table 5.7 MB, Rcpp 1.8 MB.
Code & Tests
Datasets
People & History
Pick two releases to compare their code metrics.
- 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
- RR 3.6.0 released · 2019-04-26
- RR 3.5.0 released · 2018-04-23
- RR 3.4.0 released · 2017-04-21
- RR 3.3.0 released · 2016-05-03
- 0.0.9Latest
- 0.0.82016-03-26 · diff ↗
- 0.0.72015-11-19 · diff ↗
- 0.0.62015-11-13 · diff ↗
- 0.0.52015-10-14 · diff ↗
Package metadata
- First published
- 2015-09-16
- Total releases
- 7 / 11 yrs
- License
- GPL (>= 3) OSI
- Minimum R
- ≥ 3.1.2
- Bundled data
- 674 KB / 2 files
- Download size
- 769 KB
Cite
Cite this package
Run in R for the authors' preferred citation:
citation("Information")This package has no citation file, so citation() returns this entry built from DESCRIPTION.
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From data release v2026-10-18, which the citation names so these numbers can be found later. More on citing and the projects behind them.