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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 6031 main
conda 3.4 MB | noarch/r-rsvd-1.0.5-r43hc72bb7e_2.conda  2 years and 2 months ago 43427 main
conda 3.5 MB | noarch/r-rsvd-1.0.5-r42hc72bb7e_1.tar.bz2  2 years and 10 months ago 133486 main
conda 3.5 MB | noarch/r-rsvd-1.0.5-r41hc72bb7e_0.tar.bz2  4 years and 2 months ago 222501 main
conda 3.5 MB | noarch/r-rsvd-1.0.5-r40hc72bb7e_0.tar.bz2  4 years and 4 months ago 9527 main
conda 5.9 MB | noarch/r-rsvd-1.0.3-r36h6115d3f_1.tar.bz2  5 years and 3 months ago 14020 main
conda 5.9 MB | noarch/r-rsvd-1.0.3-r40h6115d3f_1.tar.bz2  5 years and 3 months ago 7027 main
conda 5.9 MB | noarch/r-rsvd-1.0.3-r35h6115d3f_0.tar.bz2  5 years and 6 months ago 4318 main cf202003
conda 5.9 MB | noarch/r-rsvd-1.0.3-r36h6115d3f_0.tar.bz2  5 years and 6 months ago 4539 main cf202003
conda 5.9 MB | noarch/r-rsvd-1.0.2-r36h6115d3f_0.tar.bz2  6 years and 22 days ago 5944 main cf202003
conda 5.9 MB | noarch/r-rsvd-1.0.2-r35h6115d3f_0.tar.bz2  6 years and 22 days ago 4745 main cf202003
conda 5.9 MB | noarch/r-rsvd-1.0.1-r35h6115d3f_1.tar.bz2  6 years and 1 month ago 4370 main cf202003
conda 5.9 MB | noarch/r-rsvd-1.0.1-r36h6115d3f_1.tar.bz2  6 years and 1 month ago 4175 main cf202003
conda 5.9 MB | noarch/r-rsvd-1.0.1-r35h6115d3f_0.tar.bz2  6 years and 2 months ago 4873 main cf202003
conda 5.9 MB | noarch/r-rsvd-1.0.0-r351h6115d3f_0.tar.bz2  6 years and 5 months ago 4964 main cf202003
conda 5.9 MB | noarch/r-rsvd-0.9-r351_1000.tar.bz2  6 years and 8 months ago 5070 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 2473 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 2443 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 989 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 935 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 6072 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 8388 main cf202003 cf201901

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