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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. The methods are discussed in detail by Erichson et al. (2016) <arXiv:1608.02148>.

copied from cf-staging / r-rsvd
Type Size Name Uploaded Downloads Labels
conda 5.9 MB | noarch/r-rsvd-1.0.3-r35h6115d3f_0.tar.bz2  5 years and 6 months ago 4325 main cf202003
conda 5.9 MB | noarch/r-rsvd-1.0.3-r36h6115d3f_0.tar.bz2  5 years and 6 months ago 4544 main cf202003
conda 5.9 MB | noarch/r-rsvd-1.0.2-r36h6115d3f_0.tar.bz2  6 years and 26 days ago 5950 main cf202003
conda 5.9 MB | noarch/r-rsvd-1.0.2-r35h6115d3f_0.tar.bz2  6 years and 26 days ago 4752 main cf202003
conda 5.9 MB | noarch/r-rsvd-1.0.1-r35h6115d3f_1.tar.bz2  6 years and 1 month ago 4376 main cf202003
conda 5.9 MB | noarch/r-rsvd-1.0.1-r36h6115d3f_1.tar.bz2  6 years and 1 month ago 4182 main cf202003
conda 5.9 MB | noarch/r-rsvd-1.0.1-r35h6115d3f_0.tar.bz2  6 years and 2 months ago 4878 main cf202003
conda 5.9 MB | noarch/r-rsvd-1.0.0-r351h6115d3f_0.tar.bz2  6 years and 5 months ago 4969 main cf202003
conda 5.9 MB | noarch/r-rsvd-0.9-r351_1000.tar.bz2  6 years and 9 months ago 5076 main cf202003 gcc7 cf201901
conda 5.9 MB | win-64/r-rsvd-0.9-r3.4.1_0.tar.bz2  7 years and 8 months ago 2543 main cf202003 cf201901
conda 5.9 MB | win-64/r-rsvd-0.9-r3.3.2_0.tar.bz2  7 years and 8 months ago 2527 main cf202003 cf201901
conda 5.9 MB | osx-64/r-rsvd-0.9-r3.4.1_0.tar.bz2  7 years and 8 months ago 1059 main cf202003 cf201901
conda 5.9 MB | osx-64/r-rsvd-0.9-r3.3.2_0.tar.bz2  7 years and 8 months ago 1001 main cf202003 cf201901
conda 5.9 MB | linux-64/r-rsvd-0.9-r3.4.1_0.tar.bz2  7 years and 8 months ago 6160 main cf202003 cf201901
conda 5.9 MB | linux-64/r-rsvd-0.9-r3.3.2_0.tar.bz2  7 years and 8 months ago 8471 main cf202003 cf201901

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