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 26 Oct. 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), (2026-07-09 08:11)
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

LSDsensitivity  
Sensitivity Analysis Tools for 'LSD' Simulations
Tools for sensitivity analysis of LSD simulation models. Reads object-oriented data produced by LSD ...
Download / Learn more Package Citations See dependency  
rts2  
Log-Gaussian Cox Process Models with Approximations
Supports modelling real-time case data to facilitate the real-time surveillance of infectious disea ...
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  
MARSS  
Multivariate Autoregressive State-Space Modeling
The MARSS package provides maximum-likelihood parameter estimation for constrained and unconstraine ...
Download / Learn more Package Citations See dependency  
SADEG  
Stability Analysis in Differentially Expressed Genes
We analyzed the nucleotide composition of genes with a special emphasis on stability of DNA sequence ...
Download / Learn more Package Citations See dependency  

29,218

R Packages

247,686

Dependencies

77,281

Author Associations

29,219

Publication Badges

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