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]
First Published: 2017-05-18
Latest Update: 2023-05-30
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 05 May. 2025.
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)
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
04/0504/0604/0704/0804/0904/1004/1104/1204/1304/1404/1504/1604/1704/1804/1904/2004/2104/2204/2304/2404/2504/2604/2704/2804/2904/3005/0105/0205/0305/04Downloads for GeneralizedUmatrix5101520253035404550556065TrendBars

Today's Hot Picks in Authors and Packages

affinitymatrix  
Estimation of Affinity Matrix
Tools to study sorting patterns in matching markets and to estimate the affinity matrix of both the ...
Download / Learn more Package Citations See dependency  
quickcode  
Quick and Essential 'R' Tricks for Better Scripts
The NOT functions, 'R' tricks and a compilation of some simple quick plus often used 'R' codes to im ...
Download / Learn more Package Citations See dependency  
aspline  
Spline Regression with Adaptive Knot Selection
Perform one-dimensional spline regression with automatic knot selection. This package uses a penali ...
Download / Learn more Package Citations See dependency  
frailtypack  
Shared, Joint (Generalized) Frailty Models; Surrogate Endpoints
The following several classes of frailty models using a penalized likelihood estimation on the hazar ...
Download / Learn more Package Citations See dependency  
ClickHouseHTTP  
A Simple HTTP Database Interface to 'ClickHouse'
'ClickHouse' () is an open-source, high performance columnar OLAP (online ...
Download / Learn more Package Citations See dependency  
helloJavaWorld  
Hello Java World
A dummy package to demonstrate how to interface to a jar file that resides inside an R package. ...
Download / Learn more Package Citations See dependency  

24,205

R Packages

207,311

Dependencies

65,312

Author Associations

24,206

Publication Badges

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