RSpectra: Solvers for Large-Scale Eigenvalue and SVD Problems

R interface to the 'Spectra' library <https://spectralib.org/> for large-scale eigenvalue and SVD problems. It is typically used to compute a few eigenvalues/vectors of an n by n matrix, e.g., the k largest eigenvalues, which is usually more efficient than eigen() if k << n. This package provides the 'eigs()' function that does the similar job as in 'Matlab', 'Octave', 'Python SciPy' and 'Julia'. It also provides the 'svds()' function to calculate the largest k singular values and corresponding singular vectors of a real matrix. The matrix to be computed on can be dense, sparse, or in the form of an operator defined by the user.

Version:	0.16-2
Depends:	R (≥ 3.0.2)
Imports:	Matrix (≥ 1.1-0), Rcpp (≥ 0.11.5)
LinkingTo:	Rcpp, RcppEigen (≥ 0.3.3.3.0)
Suggests:	knitr, rmarkdown, prettydoc
Published:	2024-07-18
DOI:	10.32614/CRAN.package.RSpectra
Author:	Yixuan Qiu [aut, cre], Jiali Mei [aut] (Function interface of matrix operation), Gael Guennebaud [ctb] (Eigenvalue solvers from the 'Eigen' library), Jitse Niesen [ctb] (Eigenvalue solvers from the 'Eigen' library)
Maintainer:	Yixuan Qiu <yixuan.qiu at cos.name>
BugReports:	https://github.com/yixuan/RSpectra/issues
License:	MPL (≥ 2)
URL:	https://github.com/yixuan/RSpectra
NeedsCompilation:	yes
Materials:	README, NEWS
In views:	NumericalMathematics
CRAN checks:	RSpectra results

Documentation:

Reference manual:	RSpectra.html , RSpectra.pdf
Vignettes:	Large-Scale Eigenvalue Decomposition and SVD with RSpectra (source, R code)

Downloads:

Package source:	RSpectra_0.16-2.tar.gz
Windows binaries:	r-devel: RSpectra_0.16-2.zip, r-release: RSpectra_0.16-2.zip, r-oldrel: RSpectra_0.16-2.zip
macOS binaries:	r-release (arm64): RSpectra_0.16-2.tgz, r-oldrel (arm64): RSpectra_0.16-2.tgz, r-release (x86_64): RSpectra_0.16-2.tgz, r-oldrel (x86_64): RSpectra_0.16-2.tgz
Old sources:	RSpectra archive

Reverse dependencies:

Reverse depends:	BioNAR, fad, onlinePCA, pPCA, randPedPCA, SKAT, SmartSVA
Reverse imports:	APL, bamm, bigstatsr, bigutilsr, blapsr, bspcov, castor, ccar3, ClimMobTools, cvCovEst, ddpca, destiny, dtwclust, e2tree, fase, fastadi, fastRG, filling, funcharts, fungible, fuser, gasper, GhostKnockoff, Gmedian, GRANDpriv, greed, gsbm, HCD, HDANOVA, HDMFA, HiContacts, HyperG, IALS, ideanet, ILoReg, kbal, knockoff, KOFM, lfa, lfmm, locStra, LSX, maotai, markerpen, MatrixCorrelation, mina, miRNAss, missSBM, motifcluster, multiblock, multiness, multivarious, NetworkDistance, NetworkReg, nipalsMCIA, OLCPM, OPTtesting, pcadapt, phylter, PlackettLuce, quanteda.textmodels, rags2ridges, rainette, randnet, rARPACK, Rdimtools, Rfssa, RGMM, rhype, RMLPCA, RobRegression, rrda, scPCA, scTenifoldKnk, scTenifoldNet, SDPDmod, semTests, Seurat, SGCP, sgdGMF, SIMLR, SISIR, smartsnp, sparsegl, sparseLRMatrix, SpectralClMixed, SplitKnockoff, tall, textmineR, TopicScore, ubms, umap, uSORT, uwot, veloviz, Vicus, Voyager, vsp, wordvector
Reverse linking to:	autoFRK, fad, Gmedian, markerpen, oem, WpProj
Reverse suggests:	bigsnpr, butcher, celltrackR, countland, dimRed, epca, FactorHet, ggmix, HDF5Array, hydra, InspectChangepoint, lme4breeding, nett, recipes, redist, rSPDE, Rssa, sommer, spaMM, spatialreg, spdep, SVP, treestats, yacca

Linking:

Please use the canonical form https://CRAN.R-project.org/package=RSpectra to link to this page.