Visualization of Structures in High-Dimensional Data
Overview
By gaining the property of emergence through self-organization, the enhancement of SOMs(self organizing maps) is called Emergent SOM (ESOM). The result of the projection by ESOM is a grid of neurons which can be visualised as a three dimensional landscape in form of the Umatrix. Further details can be found in the referenced publications (see url). This package offers tools for calculating and visualising the ESOM as well as Umatrix, Pmatrix and UStarMatrix. All the functionality is also available through graphical user interfaces implemented in 'shiny'. Based on the recognized data structures, the method can be used to generate new data.
Install
Health
NOTERd contentsr-devel-linux-x86_64-debian-clang, r-devel-linux-x86_64-debian-gcc
Rd files without \usage: ‘esomTrain.Rd’ ‘iClassification.Rd’ ‘iEsomTrain.Rd’ ‘iUmapIsland.Rd’ ‘iUstarmatrix.Rd’ ‘plotMatrix.Rd’ ‘pmatrixForEsom.Rd’ ‘showMatrix3D.Rd’ ‘umatrixForEsom.Rd’ ‘ustarmatrixCalc.Rd’ \arguments should not be documented without \usage.
- NOTE11 OK, 2 NOTE2026-09-08
- ERROR10 OK, 2 NOTE, 1 ERROR2026-09-07
- NOTE12 OK, 1 NOTE2026-07-11
- OK13 OK2026-06-09
- ERROR12 OK, 1 ERROR2026-06-08
Show 5 earlier changesHide 5 earlier changes
- OK14 OK2026-04-22
- ERROR13 OK, 1 ERROR2026-04-18
- OK14 OK2026-04-10
- ERROR13 OK, 1 ERROR2026-04-09
- OK14 OK2026-03-10
Documentation
- Help pages
- 15includes a package overview page
- Examples that run
- 58%7 run in a plain check · 5 never run
- Exported functions with examples
- 83%
- Documented parameters
- 100%
- Return-value docs
- 92%
- Help pages citing references
- 100%
Downloads
Dependencies
Installing Umatrix adds 91 packages (54 with compiled code, 90 MB of source tarballs). Heaviest: stringi 11 MB, ggplot2 6.0 MB, data.table 5.7 MB.
Code & Tests
Datasets
People & History
Previously maintained by Florian Lerch (3.0 to 3.4).
Pick two releases to compare their code metrics.
- RR 4.6.0 released · 2026-04-24
- 4.0.2Latest
- RR 4.5.0 released · 2025-04-11
- 4.0.12024-08-17 · diff ↗
- 4.0
- RR 4.4.0 released · 2024-04-24
- 3.4.12023-11-25 · diff ↗
- 3.42023-06-14 · diff ↗
- 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
- 3.32020-02-12 · diff ↗
- RR 3.6.0 released · 2019-04-26
- RR 3.5.0 released · 2018-04-23
- 3.12017-12-18 · diff ↗
Show 2 earlier eventsHide 2 earlier events
- 3.02017-12-12
- RR 3.4.0 released · 2017-04-21
Package metadata
- First published
- 2017-12-12
- Total releases
- 8 / 9 yrs
- License
- GPL-3 OSI
- Minimum R
- ≥ 3.5.0
- Bundled data
- 6.9 KB / 2 files
- Download size
- 67 KB
Cite
Cite this package
Run in R for the authors' preferred citation:
citation("Umatrix")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.
From data release v2026-10-26, which the citation names so these numbers can be found later. More on citing and the projects behind them.