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 05 Jun. 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

msm  
Multi-State Markov and Hidden Markov Models in Continuous Time
Functions for fitting continuous-time Markov and hidden Markov multi-state models to longitudinal d ...
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  
envirem  
Generation of ENVIREM Variables
Generation of bioclimatic rasters that are complementary to the typical 19 bioclim variables. ...
Download / Learn more Package Citations See dependency  
ibb  
R Wrapper for Istanbul Municipality Open Data Portal
Call wrappers for Istanbul Metropolitan Municipality's Open Data Portal (Turkish: Istanbul B ...
Download / Learn more Package Citations See dependency  
crossurr  
Cross-Fitting for Doubly Robust Evaluation of High-Dimensional Surrogate Markers
Doubly robust methods for evaluating surrogate markers as outlined in: Agniel D, Hejblum BP, Thiebau ...
Download / Learn more Package Citations See dependency  

27,268

R Packages

233,548

Dependencies

72,820

Author Associations

27,205

Publication Badges

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