irlba: Fast Truncated Singular Value Decomposition and Principal Components Analysis for Large Dense and Sparse Matrices

Fast and memory efficient methods for truncated singular value decomposition and principal components analysis of large sparse and dense matrices.

Depends: R (≥ 3.6.2), Matrix
Imports: stats, methods
LinkingTo: Matrix
Published: 2022-10-03
DOI: 10.32614/CRAN.package.irlba
Author: Jim Baglama [aut, cph], Lothar Reichel [aut, cph], B. W. Lewis [aut, cre, cph]
Maintainer: B. W. Lewis <blewis at>
License: GPL-3
NeedsCompilation: yes
Materials: README
In views: NumericalMathematics
CRAN checks: irlba results


Reference manual: irlba.pdf
Vignettes: irlba Manual


Package source: irlba_2.3.5.1.tar.gz
Windows binaries: r-devel:, r-release:, r-oldrel:
macOS binaries: r-release (arm64): irlba_2.3.5.1.tgz, r-oldrel (arm64): irlba_2.3.5.1.tgz, r-release (x86_64): irlba_2.3.5.1.tgz, r-oldrel (x86_64): irlba_2.3.5.1.tgz
Old sources: irlba archive

Reverse dependencies:

Reverse depends: CMGFM, COAP, DDRTree, MultiCOAP, s4vd, SpaCOAP
Reverse imports: absorber, Banksy, bdsvd, BiocSingular, Canek, Cardinal, ccfindR, CelliD, ChromSCape, ClustAssess, cola, conos, corral, DelayedTensor, denoiseR, densvis, destiny, DR.SC, dreamlet, dyndimred, ENmix, epca, ERP, fastTopics, FEAST, flashier, fuser, gdim, GeneNMF, GenomicSuperSignature, GFM, GoodFitSBM, guidedPLS, HCD, hierBipartite, HIPPO, HMC, iasva, iGraphMatch, iSFun, jackstraw, jrSiCKLSNMF, KnockoffScreen, lemur, lmds, lolR, LSX, M3Drop, matter, MFPCA, miloR, mixedCCA, mixsqp, monocle, multivarious, NewWave, OmicKriging, pagoda2, penAFT, PINSPlus, ProFAST, RaceID, randnet, recommenderlab, sccore, scDesign3, scISR, SCORPION, seqgendiff, Seurat, Signac, snifter, spant, sparrow, spathial, SPUTNIK, symphony, uwot
Reverse suggests: broom, ChemoSpec, ChemoSpec2D, ChemoSpecUtils, DrImpute, embed, metR, MOCHA, MOSS, Rtsne, sctransform, SpatialDDLS, steadyICA, wateRmelon, widyr


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