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

v2.3.7 · Jan 29, 2026 · GPL-3
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Description

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

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CRAN Check Status

14 OK
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Flavor Status
r-devel-linux-x86_64-debian-clang OK
r-devel-linux-x86_64-debian-gcc OK
r-devel-linux-x86_64-fedora-clang OK
r-devel-linux-x86_64-fedora-gcc OK
r-devel-macos-arm64 OK
r-devel-windows-x86_64 OK
r-oldrel-macos-arm64 OK
r-oldrel-macos-x86_64 OK
r-oldrel-windows-x86_64 OK
r-patched-linux-x86_64 OK
r-release-linux-x86_64 OK
r-release-macos-arm64 OK
r-release-macos-x86_64 OK
r-release-windows-x86_64 OK

Check History

OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026

Reverse Dependencies (83)

depends

CMGFM COAP DDRTree MMGFM MultiCOAP RMFM SpaCOAP

imports

CAESAR.Suite Canek CoxMK DR.SC ERP GFM GeneNMF GoodFitSBM HCD HMC INCVCommunityDetection MFPCA MultiRFM OmicKriging PINSPlus PRECAST ProFAST RaceID SCORPION Seurat SparseICA SuperCell absorber bdsvd coFAST conos decorrelate dyndimred epca factree fastTopics flashier fuser gdim guidedPLS hierBipartite iGraphMatch iSFun jackstraw jrSiCKLSNMF lmds lolR mixedCCA mixsqp multivarious pECV pagoda2 penAFT randnet recommenderlab scISR sccore seqgendiff spant sparseGFM symphony tcv uwot wordvector

suggests

ChemoSpec ChemoSpec2D ChemoSpecUtils DrImpute LBDiscover LSX Rssa Rtsne bigPCAcpp broom embed fastRG inferCSN metR sctransform steadyICA widyr

Dependency Network

Dependencies Reverse dependencies Matrix CMGFM COAP DDRTree MMGFM MultiCOAP RMFM SpaCOAP CAESAR.Suite Canek CoxMK DR.SC ERP GFM GeneNMF GoodFitSBM +68 more reverse deps irlba

Version History

new 2.3.7 Mar 10, 2026
updated 2.3.7 ← 2.3.5.1 diff Jan 29, 2026
updated 2.3.5.1 ← 2.3.5 diff Oct 2, 2022
updated 2.3.5 ← 2.3.4 diff Dec 5, 2021
updated 2.3.4 ← 2.3.3 diff Dec 2, 2021
updated 2.3.3 ← 2.3.2 diff Feb 4, 2019
updated 2.3.2 ← 2.3.1 diff Jan 10, 2018
updated 2.3.1 ← 2.2.1 diff Oct 17, 2017
updated 2.2.1 ← 2.1.2 diff May 16, 2017
updated 2.1.2 ← 2.1.1 diff Sep 20, 2016
updated 2.1.1 ← 2.0.0 diff Aug 26, 2016
updated 2.0.0 ← 1.0.3 diff Oct 10, 2015
updated 1.0.3 ← 1.0.2 diff Jan 24, 2014
updated 1.0.2 ← 1.0.1 diff Nov 4, 2012
updated 1.0.1 ← 1.0.0 diff Nov 11, 2011
new 1.0.0 May 26, 2011