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TMixClust

This is the development version of TMixClust; for the stable release version, see TMixClust.

All versions 3.24 (devel), 3.23 (release), 3.22, 3.21, 3.20, 3.19, 3.18, 3.17, 3.16, 3.15, 3.14, 3.13, 3.12, 3.11, 3.10, 3.9, 3.8, 3.7, 3.6

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


Bioconductor version: Development (3.24)

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")):

Monica Golumbeanu. TMixClust: Time Series Clustering of Gene Expression with Gaussian Mixed-Effects Models and Smoothing Splines. doi:10.18129/B9.bioc.TMixClust, R package version 1.35.0, https://bioconductor.org/packages/TMixClust.

Generated from the package metadata; it may differ from the package's own citation.

Installation

To install this package, start R (version "4.6") and enter:

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

## The following initializes the development version of Bioconductor
BiocManager::install(version = "devel")

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")
Clustering time series gene expression data with TMixClust PDF R Script
Reference ManualPDF
NEWSText

Details

biocViews Clustering, GeneExpression, Software, StatisticalMethod, TimeCourse
Version1.35.0
In Bioconductor sinceBioC 3.6 (R-3.4) (9 years)
License GPL (>=2)
Depends R (>= 3.4)
Imports gss, mvtnorm, stats, zoo, cluster, utils, BiocParallel, flexclust, grDevices, graphics, Biobase, SPEM
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Suggests rmarkdown, knitr, BiocStyle, testthat
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Package Archives

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

Source Package TMixClust_1.35.0.tar.gz
Windows Binary (x86_64) TMixClust_1.35.0.zip
macOS Binary (big-sur-x86_64) TMixClust_1.35.0.tgz
macOS Binary (sonoma-arm64) TMixClust_1.35.0.tgz
Source Repositorygit 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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