BiocSingular
Singular Value Decomposition for Bioconductor Packages
Bioconductor version: 3.24 · Package version: 1.29.1
Implements exact and approximate methods for singular value decomposition and principal components analysis, in a framework that allows them to be easily switched within Bioconductor packages or workflows. Where possible, parallelization is achieved using the BiocParallel framework.
Installation
if (!require("BiocManager", quietly = TRUE))
install.packages("BiocManager")
BiocManager::install("BiocSingular") Details
| Maintainer | Aaron Lun <infinite.monkeys.with.keyboards@gmail.com> |
| Author | Aaron Lun [aut, cre, cph] |
| License | GPL-3 |
| URL | https://github.com/LTLA/BiocSingular |
| Bug Reports | https://github.com/LTLA/BiocSingular/issues |
| System Requirements | C++17 |
| Downloads rank | 17343 |
| Source branch | devel |
| biocViews | DimensionReduction, PrincipalComponent, Software |
Documentation
- Singular value decomposition for Bioconductor packages
- Matrix representations to support decomposition
Download
Follow the installation instructions to use this package in your R session.
| Source package | BiocSingular_1.29.1.tar.gz |
| Windows binary (x86_64) | BiocSingular_1.29.1.zip |
| macOS binary (arm64) | BiocSingular_1.29.1.tgz |
| macOS binary (x86_64) | BiocSingular_1.29.1.tgz |
Dependencies
Imports: BiocGenerics, S4Vectors, Matrix, methods, utils, DelayedArray, BiocParallel, ScaledMatrix, irlba, rsvd, Rcpp, beachmat (>= 2.25.1)
LinkingTo: Rcpp, beachmat, assorthead
Suggests: testthat, BiocStyle, knitr, rmarkdown, ResidualMatrix
Reverse dependencies
Imports Me (27): batchelor, BayesSpace, BiocDuckDB, clusterExperiment, clustSIGNAL, COTAN, DelayedTensor, Dino, miloR, MPAC, mumosa, NanoMethViz, NewWave, omicsGMF, PCAtools, ReactomeGSA, SCArray, SCArray.sat, scater, scDblFinder, scMerge, scran, scry, Seqtometry, SpaNorm, StabMap, velociraptor
Suggests Me (11): alabaster.matrix, chihaya, HCAData, ResidualMatrix, S4Cartographer, ScaledMatrix, scDiagnostics, spatialHeatmap, splatter, SuperCellCyto, Voyager