Other packages > Find by keyword >

GeneralizedUmatrix  

Credible Visualization for Two-Dimensional Projections of Data
View on CRAN: Click here


Download and install GeneralizedUmatrix package within the R console
Install from CRAN:
install.packages("GeneralizedUmatrix")

Install from Github:
library("remotes")
install_github("cran/GeneralizedUmatrix")

Install by package version:
library("remotes")
install_version("GeneralizedUmatrix", "1.3.1")



Attach the package and use:
library("GeneralizedUmatrix")
Maintained by
Michael Thrun
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2017-05-18
Latest Update: 2025-01-29
Description:
Projections are common dimensionality reduction methods, which represent high-dimensional data in a two-dimensional space. However, when restricting the output space to two dimensions, which results in a two dimensional scatter plot (projection) of the data, low dimensional similarities do not represent high dimensional distances coercively [Thrun, 2018] . This could lead to a misleading interpretation of the underlying structures [Thrun, 2018]. By means of the 3D topographic map the generalized Umatrix is able to depict errors of these two-dimensional scatter plots. The package is derived from the book of Thrun, M.C.: "Projection Based Clustering through Self-Organization and Swarm Intelligence" (2018) and the main algorithm called simplified self-organizing map for dimensionality reduction methods is published in .
How to cite:
Michael Thrun (2017). GeneralizedUmatrix: Credible Visualization for Two-Dimensional Projections of Data. R package version 1.3.1, https://cran.r-project.org/web/packages/GeneralizedUmatrix. Accessed 18 Sep. 2026.
Previous versions and publish date:
0.9.4 (2017-05-18 11:23), 0.9.5 (2017-08-20 16:21), 1.0.0 (2018-01-31 19:13), 1.1.2 (2018-07-03 17:00), 1.1.4 (2019-01-27 14:30), 1.1.5 (2019-02-03 13:54), 1.1.6 (2019-11-20 22:30), 1.1.8 (2020-02-17 16:40), 1.1.9 (2020-03-23 15:50), 1.2.0 (2020-08-24 15:00), 1.2.1 (2020-10-25 11:40), 1.2.2 (2021-01-12 20:30), 1.2.4 (2022-05-25 17:30), 1.2.5 (2022-11-28 13:40), 1.2.6 (2023-05-30 12:20), (2026-07-09 08:05)
Other packages that cited GeneralizedUmatrix R package
View GeneralizedUmatrix citation profile
Other R packages that GeneralizedUmatrix depends, imports, suggests or enhances
Complete documentation for GeneralizedUmatrix
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

injectoR  
R Dependency Injection
R dependency injection framework. Dependency injection allows a program design to follow the depend ...
Download / Learn more Package Citations See dependency  
r2resize  
In-Text Resize for Images, Tables and Fancy Resize Containers in 'shiny', 'rmarkdown' and 'quarto' Documents
Automatic resizing toolbar for containers, images and tables. Various resizable or expandable contai ...
Download / Learn more Package Citations See dependency  
eyelinker  
Import ASC Files from EyeLink Eye Trackers
Imports plain-text ASC data files from EyeLink eye trackers into (relatively) tidy data frames for ...
Download / Learn more Package Citations See dependency  
data360r  
Wrapper for 'TCdata360' and 'Govdata360' API
Makes it easy to engage with the Application Program Interface (API) of the 'TCdata360' and 'Govdat ...
Download / Learn more Package Citations See dependency  
hmeasure  
The H-Measure and Other Scalar Classification Performance Metrics
Classification performance metrics that are derived from the ROC curve of a classifier. The package ...
Download / Learn more Package Citations See dependency  
downlit  
Syntax Highlighting and Automatic Linking
Syntax highlighting of R code, specifically designed for the needs of 'RMarkdown' packages like 'pk ...
Download / Learn more Package Citations See dependency  

28,565

R Packages

239,283

Dependencies

75,677

Author Associations

28,566

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA