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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 3.4 MB | noarch/r-rsvd-1.0.5-r44hc72bb7e_3.conda  1 year and 1 month ago 6150 main
conda 3.4 MB | noarch/r-rsvd-1.0.5-r43hc72bb7e_2.conda  2 years and 2 months ago 43811 main
conda 3.5 MB | noarch/r-rsvd-1.0.5-r42hc72bb7e_1.tar.bz2  2 years and 10 months ago 133557 main
conda 3.5 MB | noarch/r-rsvd-1.0.5-r41hc72bb7e_0.tar.bz2  4 years and 3 months ago 222513 main
conda 3.5 MB | noarch/r-rsvd-1.0.5-r40hc72bb7e_0.tar.bz2  4 years and 4 months ago 9574 main
conda 5.9 MB | noarch/r-rsvd-1.0.3-r36h6115d3f_1.tar.bz2  5 years and 3 months ago 14033 main
conda 5.9 MB | noarch/r-rsvd-1.0.3-r40h6115d3f_1.tar.bz2  5 years and 3 months ago 7033 main
conda 5.9 MB | noarch/r-rsvd-1.0.3-r35h6115d3f_0.tar.bz2  5 years and 6 months ago 4328 main cf202003
conda 5.9 MB | noarch/r-rsvd-1.0.3-r36h6115d3f_0.tar.bz2  5 years and 6 months ago 4546 main cf202003
conda 5.9 MB | noarch/r-rsvd-1.0.2-r36h6115d3f_0.tar.bz2  6 years and 27 days ago 5952 main cf202003
conda 5.9 MB | noarch/r-rsvd-1.0.2-r35h6115d3f_0.tar.bz2  6 years and 27 days ago 4754 main cf202003
conda 5.9 MB | noarch/r-rsvd-1.0.1-r35h6115d3f_1.tar.bz2  6 years and 1 month ago 4377 main cf202003
conda 5.9 MB | noarch/r-rsvd-1.0.1-r36h6115d3f_1.tar.bz2  6 years and 1 month ago 4183 main cf202003
conda 5.9 MB | noarch/r-rsvd-1.0.1-r35h6115d3f_0.tar.bz2  6 years and 2 months ago 4880 main cf202003
conda 5.9 MB | noarch/r-rsvd-1.0.0-r351h6115d3f_0.tar.bz2  6 years and 5 months ago 4971 main cf202003
conda 5.9 MB | noarch/r-rsvd-0.9-r351_1000.tar.bz2  6 years and 9 months ago 5077 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 2557 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 2548 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 1076 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 1018 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 6180 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 8487 main cf202003 cf201901

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