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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 4334 main cf202003
conda 5.9 MB | noarch/r-rsvd-1.0.3-r36h6115d3f_0.tar.bz2  5 years and 6 months ago 4548 main cf202003
conda 5.9 MB | noarch/r-rsvd-1.0.2-r36h6115d3f_0.tar.bz2  6 years and 30 days ago 5956 main cf202003
conda 5.9 MB | noarch/r-rsvd-1.0.2-r35h6115d3f_0.tar.bz2  6 years and 30 days ago 4757 main cf202003
conda 5.9 MB | noarch/r-rsvd-1.0.1-r35h6115d3f_1.tar.bz2  6 years and 1 month ago 4379 main cf202003
conda 5.9 MB | noarch/r-rsvd-1.0.1-r36h6115d3f_1.tar.bz2  6 years and 1 month ago 4187 main cf202003
conda 5.9 MB | noarch/r-rsvd-1.0.1-r35h6115d3f_0.tar.bz2  6 years and 2 months ago 4881 main cf202003
conda 5.9 MB | noarch/r-rsvd-1.0.0-r351h6115d3f_0.tar.bz2  6 years and 5 months ago 4975 main cf202003
conda 5.9 MB | noarch/r-rsvd-0.9-r351_1000.tar.bz2  6 years and 9 months ago 5080 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 2582 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 2576 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 1099 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 1038 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 6210 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 8516 main cf202003 cf201901

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