Other packages > Find by keyword >

GMMinit  

Optimal Initial Value for Gaussian Mixture Model
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("GMMinit", "1.0.0")



Attach the package and use:
library("GMMinit")
Maintained by
Jing Li
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2026-01-24
Latest Update: 2026-01-24
Description:
Generating, evaluating, and selecting initialization strategies for Gaussian Mixture Models (GMMs), along with functions to run the Expectation-Maximization (EM) algorithm. Initialization methods are compared using log-likelihood, and the best-fitting model can be selected using BIC. Methods build on initialization strategies for finite mixture models described in Michael and Melnykov (2016) <doi:10.1007/s11634-016-0264-8> and Biernacki et al. (2003) <doi:10.1016/S0167-9473(02)00163-9>, and on the EM algorithm of Dempster et al. (1977) <doi:10.1111/j.2517-6161.1977.tb01600.x>. Background on model-based clustering includes Fraley and Raftery (2002) <doi:10.1198/016214502760047131> and McLachlan and Peel (2000, ISBN:9780471006268).
How to cite:
Jing Li (2026). GMMinit: Optimal Initial Value for Gaussian Mixture Model. R package version 1.0.0, https://cran.r-project.org/web/packages/GMMinit. Accessed 09 Mar. 2026.
Previous versions and publish date:
No previous versions
Other packages that cited GMMinit R package
View GMMinit citation profile
Other R packages that GMMinit depends, imports, suggests or enhances
Complete documentation for GMMinit
Functions, R codes and Examples using the GMMinit R package
Full GMMinit package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

ggblanket  
Simplify 'ggplot2' Visualisation
Simplify 'ggplot2' visualisation with 'ggblanket' wrapper functions. ...
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  
Rgb  
The R Genome Browser
Classes and methods to efficiently handle (slice, annotate, draw ...) genomic features (such as gene ...
Download / Learn more Package Citations See dependency  
pooling  
Fit Poolwise Regression Models
Functions for calculating power and fitting regression models in studies where a biomarker is measur ...
Download / Learn more Package Citations See dependency  
rzentra  
Client for the 'ZENTRA Cloud' API
Provides functionality to read settings, statuses and readings of weather stations from the 'ZENTRA ...
Download / Learn more Package Citations See dependency  

26,293

R Packages

225,784

Dependencies

70,376

Author Associations

26,294

Publication Badges

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