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Iterative methods for matrix completion that use nuclear-norm regularization. There are two main approaches.The one approach uses iterative soft-thresholded svds to impute the missing values. The second approach uses alternating least squares. Both have an "EM" flavor, in that at each iteration the matrix is completed with the current estimate. For large matrices there is a special sparse-matrix class named "Incomplete" that efficiently handles all computations. The package includes procedures for centering and scaling rows, columns or both, and for computing low-rank SVDs on large sparse centered matrices (i.e. principal components)

copied from cf-staging / r-softimpute
Type Size Name Uploaded Downloads Labels
conda 270.8 kB | linux-ppc64le/r-softimpute-1.4_1-r43hcbafff3_3.conda  5 months and 22 days ago 55 main
conda 273.8 kB | win-64/r-softimpute-1.4_1-r43hb0f4521_3.conda  5 months and 23 days ago 147 main
conda 277.5 kB | win-64/r-softimpute-1.4_1-r44hb0f4521_3.conda  5 months and 23 days ago 150 main
conda 269.7 kB | linux-64/r-softimpute-1.4_1-r43hc4980d5_3.conda  5 months and 23 days ago 908 main
conda 275.3 kB | linux-ppc64le/r-softimpute-1.4_1-r44hcbafff3_3.conda  5 months and 23 days ago 57 main
conda 270.9 kB | osx-64/r-softimpute-1.4_1-r43h9612530_3.conda  5 months and 23 days ago 149 main
conda 274.6 kB | osx-64/r-softimpute-1.4_1-r44h9612530_3.conda  5 months and 23 days ago 147 main
conda 274.4 kB | linux-64/r-softimpute-1.4_1-r44hc4980d5_3.conda  5 months and 23 days ago 691 main
conda 274.1 kB | linux-aarch64/r-softimpute-1.4_1-r44hcaa22a9_3.conda  5 months and 23 days ago 77 main
conda 270.3 kB | linux-aarch64/r-softimpute-1.4_1-r43hcaa22a9_3.conda  5 months and 23 days ago 66 main
conda 270.4 kB | linux-ppc64le/r-softimpute-1.4_1-r42ha774786_2.conda  1 year and 4 months ago 56 main
conda 270.3 kB | linux-ppc64le/r-softimpute-1.4_1-r43ha774786_2.conda  1 year and 4 months ago 59 main
conda 269.5 kB | linux-aarch64/r-softimpute-1.4_1-r43ha7f1a89_2.conda  1 year and 4 months ago 79 main
conda 270.0 kB | linux-aarch64/r-softimpute-1.4_1-r42ha7f1a89_2.conda  1 year and 4 months ago 77 main
conda 277.0 kB | win-64/r-softimpute-1.4_1-r41he816bda_2.conda  1 year and 6 months ago 365 main
conda 273.2 kB | osx-64/r-softimpute-1.4_1-r43hfe07776_2.conda  1 year and 6 months ago 158 main
conda 274.0 kB | osx-64/r-softimpute-1.4_1-r42hfe07776_2.conda  1 year and 6 months ago 190 main
conda 273.1 kB | linux-64/r-softimpute-1.4_1-r43h61816a4_2.conda  1 year and 6 months ago 1525 main
conda 272.9 kB | linux-64/r-softimpute-1.4_1-r42h61816a4_2.conda  1 year and 6 months ago 1645 main
conda 326.7 kB | win-64/r-softimpute-1.4_1-r41he816bda_1.tar.bz2  2 years and 2 months ago 525 main
conda 322.2 kB | osx-64/r-softimpute-1.4_1-r42h1e4e481_1.tar.bz2  2 years and 2 months ago 76 main
conda 322.6 kB | osx-64/r-softimpute-1.4_1-r41h1e4e481_1.tar.bz2  2 years and 2 months ago 80 main
conda 321.4 kB | linux-64/r-softimpute-1.4_1-r41h8da6f51_1.tar.bz2  2 years and 2 months ago 2340 main
conda 321.2 kB | linux-64/r-softimpute-1.4_1-r42h8da6f51_1.tar.bz2  2 years and 2 months ago 1848 main
conda 329.9 kB | win-64/r-softimpute-1.4_1-r41he816bda_0.tar.bz2  3 years and 7 months ago 779 main
conda 323.1 kB | osx-64/r-softimpute-1.4_1-r41h749f5a1_0.tar.bz2  3 years and 7 months ago 166 main
conda 324.7 kB | linux-64/r-softimpute-1.4_1-r41h859d828_0.tar.bz2  3 years and 7 months ago 2687 main
conda 342.9 kB | win-64/r-softimpute-1.4_1-r36he816bda_0.tar.bz2  3 years and 7 months ago 800 main
conda 337.0 kB | win-64/r-softimpute-1.4_1-r40he816bda_0.tar.bz2  3 years and 7 months ago 806 main
conda 328.4 kB | osx-64/r-softimpute-1.4_1-r36h749f5a1_0.tar.bz2  3 years and 7 months ago 152 main
conda 322.8 kB | osx-64/r-softimpute-1.4_1-r40h749f5a1_0.tar.bz2  3 years and 7 months ago 137 main
conda 330.0 kB | linux-64/r-softimpute-1.4_1-r36h859d828_0.tar.bz2  3 years and 7 months ago 2221 main
conda 324.1 kB | linux-64/r-softimpute-1.4_1-r40h859d828_0.tar.bz2  3 years and 7 months ago 2455 main
conda 335.7 kB | win-64/r-softimpute-1.4-r40h87ffe87_1005.tar.bz2  4 years and 2 months ago 949 main
conda 341.4 kB | win-64/r-softimpute-1.4-r36h87ffe87_1005.tar.bz2  4 years and 2 months ago 954 main
conda 326.6 kB | osx-64/r-softimpute-1.4-r36ha752707_1005.tar.bz2  4 years and 2 months ago 277 main
conda 326.6 kB | osx-64/r-softimpute-1.4-r36h43cf36c_1005.tar.bz2  4 years and 2 months ago 261 main
conda 320.9 kB | osx-64/r-softimpute-1.4-r40ha752707_1005.tar.bz2  4 years and 2 months ago 284 main
conda 320.9 kB | osx-64/r-softimpute-1.4-r40h43cf36c_1005.tar.bz2  4 years and 2 months ago 275 main
conda 322.6 kB | linux-64/r-softimpute-1.4-r40h31ca83e_1005.tar.bz2  4 years and 2 months ago 2558 main
conda 322.5 kB | linux-64/r-softimpute-1.4-r40h580db52_1005.tar.bz2  4 years and 2 months ago 2593 main
conda 328.0 kB | linux-64/r-softimpute-1.4-r36h580db52_1005.tar.bz2  4 years and 2 months ago 2520 main
conda 328.2 kB | linux-64/r-softimpute-1.4-r36h31ca83e_1005.tar.bz2  4 years and 2 months ago 2613 main
conda 340.7 kB | win-64/r-softimpute-1.4-r36h17ddedb_1004.tar.bz2  4 years and 8 months ago 997 main
conda 335.1 kB | win-64/r-softimpute-1.4-r40h17ddedb_1004.tar.bz2  4 years and 8 months ago 1010 main
conda 320.7 kB | osx-64/r-softimpute-1.4-r40h384270c_1004.tar.bz2  4 years and 8 months ago 314 main
conda 326.1 kB | osx-64/r-softimpute-1.4-r36h384270c_1004.tar.bz2  4 years and 8 months ago 325 main
conda 322.6 kB | linux-64/r-softimpute-1.4-r40h9bbef5b_1004.tar.bz2  4 years and 8 months ago 2926 main
conda 327.9 kB | linux-64/r-softimpute-1.4-r36h9bbef5b_1004.tar.bz2  4 years and 8 months ago 2924 main
conda 340.2 kB | win-64/r-softimpute-1.4-r36h17ddedb_1003.tar.bz2  5 years and 4 months ago 1362 main cf202003

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