TMixClust

DOI: 10.18129/B9.bioc.TMixClust    

Time Series Clustering of Gene Expression with Gaussian Mixed-Effects Models and Smoothing Splines

Bioconductor version: Release (3.15)

Implementation of a clustering method for time series gene expression data based on mixed-effects models with Gaussian variables and non-parametric cubic splines estimation. The method can robustly account for the high levels of noise present in typical gene expression time series datasets.

Author: Monica Golumbeanu <golumbeanu.monica at gmail.com>

Maintainer: Monica Golumbeanu <golumbeanu.monica at gmail.com>

Citation (from within R, enter citation("TMixClust")):

Installation

To install this package, start R (version "4.2") and enter:

if (!require("BiocManager", quietly = TRUE))
    install.packages("BiocManager")

BiocManager::install("TMixClust")

For older versions of R, please refer to the appropriate Bioconductor release.

Documentation

To view documentation for the version of this package installed in your system, start R and enter:

browseVignettes("TMixClust")

 

PDF R Script Clustering time series gene expression data with TMixClust
PDF   Reference Manual
Text   NEWS

Details

biocViews Clustering, GeneExpression, Software, StatisticalMethod, TimeCourse
Version 1.18.0
In Bioconductor since BioC 3.6 (R-3.4) (5 years)
License GPL (>=2)
Depends R (>= 3.4)
Imports gss, mvtnorm, stats, zoo, cluster, utils, BiocParallel, flexclust, grDevices, graphics, Biobase, SPEM
LinkingTo
Suggests rmarkdown, knitr, BiocStyle, testthat
SystemRequirements
Enhances
URL
Depends On Me
Imports Me
Suggests Me
Links To Me
Build Report  

Package Archives

Follow Installation instructions to use this package in your R session.

Source Package TMixClust_1.18.0.tar.gz
Windows Binary TMixClust_1.18.0.zip
macOS Binary (x86_64) TMixClust_1.18.0.tgz
Source Repository git clone https://git.bioconductor.org/packages/TMixClust
Source Repository (Developer Access) git clone git@git.bioconductor.org:packages/TMixClust
Package Short Url https://bioconductor.org/packages/TMixClust/
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