Other packages > Find by keyword >

MixSim  

Simulating Data to Study Performance of Clustering Algorithms
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("MixSim", "1.1-8")



Attach the package and use:
library("MixSim")
Maintained by
Wei-Chen Chen
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2009-04-22
Latest Update: 2024-07-17
Description:
The utility of this package is in simulating mixtures of Gaussian distributions with different levels of overlap between mixture components. Pairwise overlap, defined as a sum of two misclassification probabilities, measures the degree of interaction between components and can be readily employed to control the clustering complexity of datasets simulated from mixtures. These datasets can then be used for systematic performance investigation of clustering and finite mixture modeling algorithms. Among other capabilities of 'MixSim', there are computing the exact overlap for Gaussian mixtures, simulating Gaussian and non-Gaussian data, simulating outliers and noise variables, calculating various measures of agreement between two partitionings, and constructing parallel distribution plots for the graphical display of finite mixture models.
How to cite:
Wei-Chen Chen (2009). MixSim: Simulating Data to Study Performance of Clustering Algorithms. R package version 1.1-8, https://cran.r-project.org/web/packages/MixSim. Accessed 07 Mar. 2026.
Previous versions and publish date:
0.1-01 (2009-04-22 19:04), 0.1-02 (2009-04-23 20:41), 0.1-03 (2009-04-26 17:27), 0.1-04 (2009-06-14 20:50), 1.0-1 (2010-12-05 10:34), 1.0-2 (2010-12-08 10:28), 1.0-3 (2012-02-21 20:58), 1.0-4 (2012-03-28 13:10), 1.0-5 (2012-08-16 12:21), 1.0-7 (2012-08-23 16:42), 1.0-8 (2012-11-07 19:04), 1.0-9 (2013-12-10 18:27), 1.1-1 (2015-05-24 07:57), 1.1-2 (2015-10-22 15:23), 1.1-3 (2017-04-29 19:05), 1.1-4 (2021-03-16 14:20), 1.1-5 (2021-11-06 18:00), 1.1-6 (2022-10-24 09:08), 1.1-7 (2023-09-05 11:30)
Other packages that cited MixSim R package
View MixSim citation profile
Other R packages that MixSim depends, imports, suggests or enhances
Complete documentation for MixSim
Functions, R codes and Examples using the MixSim R package
Some associated functions: 00_MixSim-package . ClassProp . MixGOM . MixSim . RandIndex . VarInf . overlap . overlapGOM . pdplot . perms . print.summary . simdataset . 
Some associated R codes: libGen.R . libGraphics.R . main.R . zzz.R .  Full MixSim package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

ReviewR  
A Light-Weight, Portable Tool for Reviewing Individual Patient Records
A portable Shiny tool to explore patient-level electronic health record data and perform chart revi ...
Download / Learn more Package Citations See dependency  
SAMtool  
Stock Assessment Methods Toolkit
Simulation tools for closed-loop simulation are provided for the 'MSEtool' operating model to inform ...
Download / Learn more Package Citations See dependency  
portalr  
Create Useful Summaries of the Portal Data
Download and generate summaries for the rodent, plant, ant, and weather data from the Portal Projec ...
Download / Learn more Package Citations See dependency  
lmSubsets  
Exact Variable-Subset Selection in Linear Regression
Exact and approximation algorithms for variable-subset selection in ordinary linear regression mode ...
Download / Learn more Package Citations See dependency  
nextGenShinyApps  
Craft Exceptional 'R Shiny' Applications and Dashboards with Novel Responsive Tools
Nove responsive tools for designing and developing 'Shiny' dashboards and applications. The scripts ...
Download / Learn more Package Citations See dependency  
testDriveR  
Teaching Data for Statistics and Data Science
Provides data sets for teaching statistics and data science courses. It includes a sample of data f ...
Download / Learn more Package Citations See dependency  

26,264

R Packages

223,360

Dependencies

70,376

Author Associations

26,265

Publication Badges

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