ClustImpute
0.2.4K-Means Clustering with Build-in Missing Data Imputation
Overview
This k-means algorithm is able to cluster data with missing values and as a by-product completes the data set. The implementation can deal with missing values in multiple variables and is computationally efficient since it iteratively uses the current cluster assignment to define a plausible distribution for missing value imputation. Weights are used to shrink early random draws for missing values (i.e., draws based on the cluster assignments after few iterations) towards the global mean of each feature. This shrinkage slowly fades out after a fixed number of iterations to reflect the increasing credibility of cluster assignments. See the vignette for details.
Install
Health
- NOTE r-devel-linux-x86_64-debian-clang
- NOTE r-devel-linux-x86_64-debian-gcc
- NOTE2026-06-0911 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
- ERROR2026-06-0811 OK · 1 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
- NOTE2026-03-1012 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
Documentation
- Examples that run
- 100%
- Documented parameters
- 100%
- Return-value docs
- 100%
- References docs
- 0%
Downloads
Dependencies
Code & Tests
People & History
Author records are not tracked yet for this package.
7 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
- 0.2.4Latest
- unarchivedReturned to CRAN2021-05-31
- RR 4.1.0 released · 2021-05-18
- archivedRemoved from CRAN2021-04-28check problems were not corrected in time Suggests: packages not used conditionally
- 0.2.02021-03-21 · diff ↗
- 0.1.72021-01-06 · diff ↗
- 0.1.62020-12-12 · diff ↗
- 0.1.52020-07-26 · diff ↗
- 0.1.42020-05-11 · diff ↗
- RR 4.0.0 released · 2020-04-24
- 0.1.32019-08-01
Show 1 earlier events
- RR 3.6.0 released · 2019-04-26
Package metadata
- First published
- 2019-08-01
- Total releases
- 7 / 7 yrs
- License
- GPL-3 OSI
- Download size
- 765 KB
- Installed size
- not tracked yet
- With dependencies
- not tracked yet
Cite
Cite this package
Run in R for the authors' preferred citation:
citation("ClustImpute")Cite the R Observatory
For a number measured here: a download total, a coverage figure, an archival date.
From data release v2026-08-18, which the citation names so these numbers can be found later. More on citing and the projects behind them.