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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  4 months and 20 days ago 55 main
conda 273.8 kB | win-64/r-softimpute-1.4_1-r43hb0f4521_3.conda  4 months and 20 days ago 144 main
conda 277.5 kB | win-64/r-softimpute-1.4_1-r44hb0f4521_3.conda  4 months and 20 days ago 146 main
conda 269.7 kB | linux-64/r-softimpute-1.4_1-r43hc4980d5_3.conda  4 months and 20 days ago 769 main
conda 275.3 kB | linux-ppc64le/r-softimpute-1.4_1-r44hcbafff3_3.conda  4 months and 20 days ago 56 main
conda 270.9 kB | osx-64/r-softimpute-1.4_1-r43h9612530_3.conda  4 months and 20 days ago 145 main
conda 274.6 kB | osx-64/r-softimpute-1.4_1-r44h9612530_3.conda  4 months and 20 days ago 141 main
conda 274.4 kB | linux-64/r-softimpute-1.4_1-r44hc4980d5_3.conda  4 months and 20 days ago 588 main
conda 274.1 kB | linux-aarch64/r-softimpute-1.4_1-r44hcaa22a9_3.conda  4 months and 20 days ago 75 main
conda 270.3 kB | linux-aarch64/r-softimpute-1.4_1-r43hcaa22a9_3.conda  4 months and 20 days ago 65 main
conda 270.4 kB | linux-ppc64le/r-softimpute-1.4_1-r42ha774786_2.conda  1 year and 3 months ago 56 main
conda 270.3 kB | linux-ppc64le/r-softimpute-1.4_1-r43ha774786_2.conda  1 year and 3 months ago 59 main
conda 269.5 kB | linux-aarch64/r-softimpute-1.4_1-r43ha7f1a89_2.conda  1 year and 3 months ago 79 main
conda 270.0 kB | linux-aarch64/r-softimpute-1.4_1-r42ha7f1a89_2.conda  1 year and 3 months ago 77 main
conda 277.0 kB | win-64/r-softimpute-1.4_1-r41he816bda_2.conda  1 year and 5 months ago 364 main
conda 273.2 kB | osx-64/r-softimpute-1.4_1-r43hfe07776_2.conda  1 year and 5 months ago 157 main
conda 274.0 kB | osx-64/r-softimpute-1.4_1-r42hfe07776_2.conda  1 year and 5 months ago 190 main
conda 273.1 kB | linux-64/r-softimpute-1.4_1-r43h61816a4_2.conda  1 year and 5 months ago 1423 main
conda 272.9 kB | linux-64/r-softimpute-1.4_1-r42h61816a4_2.conda  1 year and 5 months ago 1526 main
conda 326.7 kB | win-64/r-softimpute-1.4_1-r41he816bda_1.tar.bz2  2 years and 1 month ago 525 main
conda 322.2 kB | osx-64/r-softimpute-1.4_1-r42h1e4e481_1.tar.bz2  2 years and 1 month ago 76 main
conda 322.6 kB | osx-64/r-softimpute-1.4_1-r41h1e4e481_1.tar.bz2  2 years and 1 month ago 80 main
conda 321.4 kB | linux-64/r-softimpute-1.4_1-r41h8da6f51_1.tar.bz2  2 years and 1 month ago 2241 main
conda 321.2 kB | linux-64/r-softimpute-1.4_1-r42h8da6f51_1.tar.bz2  2 years and 1 month ago 1758 main
conda 329.9 kB | win-64/r-softimpute-1.4_1-r41he816bda_0.tar.bz2  3 years and 6 months ago 779 main
conda 323.1 kB | osx-64/r-softimpute-1.4_1-r41h749f5a1_0.tar.bz2  3 years and 6 months ago 166 main
conda 324.7 kB | linux-64/r-softimpute-1.4_1-r41h859d828_0.tar.bz2  3 years and 6 months ago 2584 main
conda 342.9 kB | win-64/r-softimpute-1.4_1-r36he816bda_0.tar.bz2  3 years and 6 months ago 800 main
conda 337.0 kB | win-64/r-softimpute-1.4_1-r40he816bda_0.tar.bz2  3 years and 6 months ago 806 main
conda 328.4 kB | osx-64/r-softimpute-1.4_1-r36h749f5a1_0.tar.bz2  3 years and 6 months ago 152 main
conda 322.8 kB | osx-64/r-softimpute-1.4_1-r40h749f5a1_0.tar.bz2  3 years and 6 months ago 137 main
conda 330.0 kB | linux-64/r-softimpute-1.4_1-r36h859d828_0.tar.bz2  3 years and 6 months ago 2126 main
conda 324.1 kB | linux-64/r-softimpute-1.4_1-r40h859d828_0.tar.bz2  3 years and 6 months ago 2358 main
conda 335.7 kB | win-64/r-softimpute-1.4-r40h87ffe87_1005.tar.bz2  4 years and 1 month ago 949 main
conda 341.4 kB | win-64/r-softimpute-1.4-r36h87ffe87_1005.tar.bz2  4 years and 1 month ago 954 main
conda 326.6 kB | osx-64/r-softimpute-1.4-r36ha752707_1005.tar.bz2  4 years and 1 month ago 277 main
conda 326.6 kB | osx-64/r-softimpute-1.4-r36h43cf36c_1005.tar.bz2  4 years and 1 month ago 261 main
conda 320.9 kB | osx-64/r-softimpute-1.4-r40ha752707_1005.tar.bz2  4 years and 1 month ago 284 main
conda 320.9 kB | osx-64/r-softimpute-1.4-r40h43cf36c_1005.tar.bz2  4 years and 1 month ago 275 main
conda 322.6 kB | linux-64/r-softimpute-1.4-r40h31ca83e_1005.tar.bz2  4 years and 1 month ago 2467 main
conda 322.5 kB | linux-64/r-softimpute-1.4-r40h580db52_1005.tar.bz2  4 years and 1 month ago 2498 main
conda 328.0 kB | linux-64/r-softimpute-1.4-r36h580db52_1005.tar.bz2  4 years and 1 month ago 2424 main
conda 328.2 kB | linux-64/r-softimpute-1.4-r36h31ca83e_1005.tar.bz2  4 years and 1 month ago 2527 main
conda 340.7 kB | win-64/r-softimpute-1.4-r36h17ddedb_1004.tar.bz2  4 years and 6 months ago 997 main
conda 335.1 kB | win-64/r-softimpute-1.4-r40h17ddedb_1004.tar.bz2  4 years and 6 months ago 1010 main
conda 320.7 kB | osx-64/r-softimpute-1.4-r40h384270c_1004.tar.bz2  4 years and 6 months ago 314 main
conda 326.1 kB | osx-64/r-softimpute-1.4-r36h384270c_1004.tar.bz2  4 years and 6 months ago 325 main
conda 322.6 kB | linux-64/r-softimpute-1.4-r40h9bbef5b_1004.tar.bz2  4 years and 6 months ago 2839 main
conda 327.9 kB | linux-64/r-softimpute-1.4-r36h9bbef5b_1004.tar.bz2  4 years and 6 months ago 2834 main
conda 340.2 kB | win-64/r-softimpute-1.4-r36h17ddedb_1003.tar.bz2  5 years and 3 months ago 1362 main cf202003

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