scReClassify
This is the released version of scReClassify; for the devel version, see scReClassify.
scReClassify: post hoc cell type classification of single-cell RNA-seq data
Bioconductor version: Release (3.20)
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("scReClassify")
):
Installation
To install this package, start R (version "4.4") 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")
An introduction to scReClassify package | HTML | R Script |
Reference Manual | ||
NEWS | Text | |
LICENSE | Text |
Details
biocViews | Classification, SingleCell, Software, SupportVectorMachine, Transcriptomics |
Version | 1.12.0 |
In Bioconductor since | BioC 3.14 (R-4.1) (3 years) |
License | GPL-3 + file LICENSE |
Depends | R (>= 4.1) |
Imports | randomForest, e1071, stats, SummarizedExperiment, SingleCellExperiment, methods |
System Requirements | |
URL | https://github.com/SydneyBioX/scReClassify http://www.bioconductor.org/packages/release/bioc/html/scReClassify.html |
Bug Reports | https://github.com/SydneyBioX/scReClassify/issues |
See More
Suggests | testthat, knitr, BiocStyle, rmarkdown, DT, mclust, dplyr |
Linking To | |
Enhances | |
Depends On Me | |
Imports Me | |
Suggests Me | |
Links To Me | |
Build Report | Build Report |
Package Archives
Follow Installation instructions to use this package in your R session.
Source Package | scReClassify_1.12.0.tar.gz |
Windows Binary (x86_64) | scReClassify_1.12.0.zip |
macOS Binary (x86_64) | scReClassify_1.12.0.tgz |
macOS Binary (arm64) | scReClassify_1.12.0.tgz |
Source Repository | git clone https://git.bioconductor.org/packages/scReClassify |
Source Repository (Developer Access) | git clone git@git.bioconductor.org:packages/scReClassify |
Bioc Package Browser | https://code.bioconductor.org/browse/scReClassify/ |
Package Short Url | https://bioconductor.org/packages/scReClassify/ |
Package Downloads Report | Download Stats |