Agglomerative Partitioning Framework for Dimension Reduction
Overview
A fast and flexible framework for agglomerative partitioning. 'partition' uses an approach called Direct-Measure-Reduce to create new variables that maintain the user-specified minimum level of information. Each reduced variable is also interpretable: the original variables map to one and only one variable in the reduced data set. 'partition' is flexible, as well: how variables are selected to reduce, how information loss is measured, and the way data is reduced can all be customized. 'partition' is based on the Partition framework discussed in Millstein et al. (2020) doi:10.1093/bioinformatics/btz661.
- Allowed
reduce_first_component()to behave independently ofmeasure_variance_explained()and better documented their relationship (#41)
From NEWS.md in the release
Install
Health
- OK13 OK2026-08-05
- NOTE12 OK, 1 NOTE2026-08-01
- OK13 OK2026-05-02
- NOTE12 OK, 2 NOTE2026-04-22
- ERROR11 OK, 2 NOTE, 1 ERROR2026-04-18
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- NOTE12 OK, 2 NOTE2026-03-10
Documentation
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Downloads
Repository
- PRs merged (all time)
- 100%
- Median days to close, 50 most recently updated closed issues
- 11
- Median days to close, 50 most recently updated closed PRs
- 0
12 development-tooling and community-health practices detected across 6 families in the upstream repository
Checks run against github.com/uscbiostats/partition on 2026-10-11.
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Dependencies
Installing partition adds 37 packages (18 with compiled code, 32 MB of source tarballs). Heaviest: stringi 11 MB, ggplot2 6.0 MB, Rcpp 1.8 MB.
Code & Tests
Datasets
People & History
- RR 4.6.0 released · 2026-04-24
- RR 4.5.0 released · 2025-04-11
- 0.2.2Latest
- 0.2.12024-05-22 · diff ↗
- RR 4.4.0 released · 2024-04-24
- 0.2.0
- RR 4.3.0 released · 2023-04-21
- RR 4.2.0 released · 2022-04-22
- 0.1.42021-10-05 · diff ↗
- RR 4.1.0 released · 2021-05-18
- 0.1.32021-01-07 · diff ↗
- 0.1.22020-05-24 · diff ↗
- RR 4.0.0 released · 2020-04-24
- 0.1.12019-12-12 · diff ↗
- 0.1.02019-05-17
- RR 3.6.0 released · 2019-04-26
Package metadata
- First published
- 2019-05-17
- Total releases
- 8 / 7 yrs
- License
- MIT + file LICENSE OSI
- Download size
- 1.2 MB
Cite
Cite this package
Run in R for the authors' preferred citation:
citation("partition")This is what citation() produces when a package has no citation file of its own. If it prints something else, use that.
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