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)
Published:
2024年07月18日
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>
NeedsCompilation:
yes
Documentation:
Downloads:
Reverse dependencies:
Reverse imports:
APL,
bamm,
bigstatsr,
bigutilsr,
blapsr,
bspcov,
castor,
ccar3,
CFM,
ClimMobTools,
Coralysis,
COTAN,
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,
sgdGMF,
SIMLR,
SISIR,
smartsnp,
sparsegl,
sparseLRMatrix,
SpectralClMixed,
SplitKnockoff,
tall,
textmineR,
TopicScore,
ubms,
umap,
uSORT,
uwot,
veloviz,
Vicus,
Voyager,
vsp,
wordvector
Reverse suggests:
bigsnpr,
butcher,
celltrackR,
countland,
dimRed,
enhancer,
epca,
FactorHet,
ggmix,
HDF5Array,
hydra,
InspectChangepoint,
lme4breeding,
mlr3pipelines,
nett,
recipes,
redist,
rSPDE,
Rssa,
sommer,
spaMM,
spatialreg,
spdep,
SVP,
treestats,
yacca
Linking:
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