
CRAN . R-PROJECT . ORG {
}
Title:
CRAN: Package rsvd
Description:
Low-rank matrix decompositions are fundamental tools and widely used for data analysis, dimension reduction, and data compression. Classically, highly accurate deterministic matrix algorithms are used for this task. However, the emergence of large-scale data has severely challenged our computational ability to analyze big data. The concept of randomness has been demonstrated as an effective strategy to quickly produce approximate answers to familiar problems such as the singular value decomposition (SVD). The rsvd package provides several randomized matrix algorithms such as the randomized singular value decomposition (rsvd), randomized principal component analysis (rpca), randomized robust principal component analysis (rrpca), randomized interpolative decomposition (rid), and the randomized CUR decomposition (rcur). In addition several plot functions are provided.
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Keywords {🔍}
randomized, rsvd, decomposition, matrix, data, rsvdtgz, singular, analysis, erichson, rsvdzip, rrelease, roldrel, reverse, algorithms, package, principal, component, imports, suggests, benjamin, citation, binaries, arm, lowrank, decompositions, fundamental, tools, widely, dimension, reduction, compression, classically, highly, accurate, deterministic, task, emergence, largescale, severely, challenged, computational, ability, analyze, big, concept, randomness, demonstrated, effective, strategy, quickly,
Topics {✒️}
/erichson/rsvd/issues license randomized matrix algorithms benjamin erichson [aut gz windows binaries /erichson/rsvd needscompilation randomized interpolative decomposition randomized cur decomposition rsvd results documentation large-scale data analyze big data wordvector reverse suggests zip macos binaries canonical form https org/package=rsvd matrix suggests data analysis randomized singular rsvd package rsvd author data compression reverse imports fundamental tools dimension reduction severely challenged computational ability effective strategy familiar problems plot functions testthat published cre] maintainer reference manual pdf downloads package source r-devel r-release r-oldrel stm linking r-project citation rsvd decomposition 32614/cran //cran package singular https zip imports widely classically
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