scReClassify

DOI: 10.18129/B9.bioc.scReClassify    

scReClassify: post hoc cell type classification of single-cell RNA-seq data

Bioconductor version: Release (3.15)

A post hoc cell type classification tool to fine-tune cell type annotations generated by any cell type classification procedure with semi-supervised learning algorithm AdaSampling technique. The current version of scReClassify supports Support Vector Machine and Random Forest as a base classifier.

Author: Pengyi Yang [aut] , Taiyun Kim [aut, cre]

Maintainer: Taiyun Kim <taiyun.kim91 at gmail.com>

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

Installation

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

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

BiocManager::install("scReClassify")

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("scReClassify")

 

HTML R Script An introduction to scReClassify package
PDF   Reference Manual
Text   NEWS
Text   LICENSE

Details

biocViews Classification, SingleCell, Software, SupportVectorMachine, Transcriptomics
Version 1.2.0
In Bioconductor since BioC 3.14 (R-4.1) (1 year)
License GPL-3 + file LICENSE
Depends R (>= 4.1)
Imports randomForest, e1071, stats, SummarizedExperiment, SingleCellExperiment, methods
LinkingTo
Suggests testthat, knitr, BiocStyle, rmarkdown, DT, mclust, dplyr
SystemRequirements
Enhances
URL https://github.com/SydneyBioX/scReClassify http://www.bioconductor.org/packages/release/bioc/html/scReClassify.html
BugReports https://github.com/SydneyBioX/scReClassify/issues
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 scReClassify_1.2.0.tar.gz
Windows Binary scReClassify_1.2.0.zip (64-bit only)
macOS Binary (x86_64) scReClassify_1.2.0.tgz
Source Repository git clone https://git.bioconductor.org/packages/scReClassify
Source Repository (Developer Access) git clone git@git.bioconductor.org:packages/scReClassify
Package Short Url https://bioconductor.org/packages/scReClassify/
Package Downloads Report Download Stats

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