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MixSim
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", "1.1-7")
Attach the package and use:
library("MixSim")
Maintained by
Wei-Chen Chen
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2009-04-22
Latest Update: 2023-09-05
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 1.1-7, https://cran.r-project.org/web/packages/MixSim
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)
Other packages that cited MixSim R package
View MixSim citation profile
Other R packages that MixSim depends,
imports, suggests or enhances
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
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