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HDTD

This is thereleased version of HDTD; for the devel version, seeHDTD.

Statistical Inference about the Mean Matrix and the Covariance Matrices in High-Dimensional Transposable Data (HDTD)

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DOI: 10.18129/B9.bioc.HDTD


Bioconductor version: Release (3.22)

Characterization of intra-individual variability using physiologically relevant measurements provides important insights into fundamental biological questions ranging from cell type identity to tumor development. For each individual, the data measurements can be written as a matrix with the different subsamples of the individual recorded in the columns and the different phenotypic units recorded in the rows. Datasets of this type are called high-dimensional transposable data. The HDTD package provides functions for conducting statistical inference for the mean relationship between the row and column variables and for the covariance structure within and between the row and column variables.

Author: Anestis Touloumis [cre, aut]ORCID iD ORCID: 0000-0002-5965-1639, John C. Marioni [aut]ORCID iD ORCID: 0000-0001-9092-0852, Simon Tavar\'{e} [aut]ORCID iD ORCID: 0000-0002-3716-4952

Maintainer: Anestis Touloumis <A.Touloumis at brighton.ac.uk>

Citation (from within R, entercitation("HDTD")):

Installation

To install this package, start R (version "4.5") and enter:

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

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

Documentation

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

browseVignettes("HDTD")
HDTD to Analyze High-Dimensional Transposable DataHTMLR Script
Reference ManualPDF
NEWSText

Need some help? Ask on the Bioconductor Support site!

Details

biocViewsDifferentialExpression,GeneExpression,Genetics,Microarray,Sequencing,Software,StatisticalMethod
Version1.44.0
In Bioconductor sinceBioC 3.0 (R-3.1) (11 years)
LicenseGPL-3
DependsR (>= 4.1)
Importsstats,Rcpp (>= 1.0.1)
System Requirements
URLhttp://github.com/AnestisTouloumis/HDTD
Bug Reportshttp://github.com/AnestisTouloumis/HDTD/issues
See More
Suggestsknitr,rmarkdown
Linking ToRcpp,RcppArmadillo
Enhances
Depends On Me
Imports Me
Suggests Me
Links To Me
Build ReportBuild Report

Package Archives

FollowInstallation instructions to use this package in your R session.

Source PackageHDTD_1.44.0.tar.gz
Windows Binary (x86_64) HDTD_1.44.0.zip
macOS Binary (x86_64)HDTD_1.44.0.tgz
macOS Binary (arm64)HDTD_1.44.0.tgz
Source Repositorygit clone https://git.bioconductor.org/packages/HDTD
Source Repository (Developer Access)git clone git@git.bioconductor.org:packages/HDTD
Bioc Package Browserhttps://code.bioconductor.org/browse/HDTD/
Package Short Urlhttps://bioconductor.org/packages/HDTD/
Package Downloads ReportDownload Stats

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