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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 269.6 kB | linux-aarch64/r-softimpute-1.4_1-r43ha805bf2_4.conda  2 months and 6 days ago 92 main
conda 274.6 kB | linux-aarch64/r-softimpute-1.4_1-r44ha805bf2_4.conda  2 months and 6 days ago 83 main
conda 275.0 kB | linux-ppc64le/r-softimpute-1.4_1-r44h3c41951_4.conda  2 months and 6 days ago 82 main
conda 270.9 kB | linux-ppc64le/r-softimpute-1.4_1-r43h3c41951_4.conda  2 months and 6 days ago 87 main
conda 273.6 kB | win-64/r-softimpute-1.4_1-r43hb0f4521_4.conda  2 months and 6 days ago 190 main
conda 278.1 kB | win-64/r-softimpute-1.4_1-r44hb0f4521_4.conda  2 months and 6 days ago 187 main
conda 275.2 kB | osx-arm64/r-softimpute-1.4_1-r44he0ea626_4.conda  2 months and 6 days ago 248 main
conda 271.4 kB | osx-arm64/r-softimpute-1.4_1-r43he0ea626_4.conda  2 months and 6 days ago 232 main
conda 270.9 kB | osx-64/r-softimpute-1.4_1-r43hb3c2f18_4.conda  2 months and 6 days ago 194 main
conda 275.7 kB | osx-64/r-softimpute-1.4_1-r44hb3c2f18_4.conda  2 months and 6 days ago 229 main
conda 270.3 kB | linux-64/r-softimpute-1.4_1-r43hb67ce94_4.conda  2 months and 6 days ago 449 main
conda 274.0 kB | linux-64/r-softimpute-1.4_1-r44hb67ce94_4.conda  2 months and 6 days ago 486 main
conda 270.8 kB | linux-ppc64le/r-softimpute-1.4_1-r43hcbafff3_3.conda  8 months and 3 days ago 136 main
conda 273.8 kB | win-64/r-softimpute-1.4_1-r43hb0f4521_3.conda  8 months and 4 days ago 305 main
conda 277.5 kB | win-64/r-softimpute-1.4_1-r44hb0f4521_3.conda  8 months and 4 days ago 299 main
conda 269.7 kB | linux-64/r-softimpute-1.4_1-r43hc4980d5_3.conda  8 months and 4 days ago 1176 main
conda 275.3 kB | linux-ppc64le/r-softimpute-1.4_1-r44hcbafff3_3.conda  8 months and 4 days ago 134 main
conda 270.9 kB | osx-64/r-softimpute-1.4_1-r43h9612530_3.conda  8 months and 4 days ago 255 main
conda 274.6 kB | osx-64/r-softimpute-1.4_1-r44h9612530_3.conda  8 months and 4 days ago 278 main
conda 274.4 kB | linux-64/r-softimpute-1.4_1-r44hc4980d5_3.conda  8 months and 4 days ago 946 main
conda 274.1 kB | linux-aarch64/r-softimpute-1.4_1-r44hcaa22a9_3.conda  8 months and 4 days ago 131 main
conda 270.3 kB | linux-aarch64/r-softimpute-1.4_1-r43hcaa22a9_3.conda  8 months and 4 days ago 120 main
conda 270.4 kB | linux-ppc64le/r-softimpute-1.4_1-r42ha774786_2.conda  1 year and 6 months ago 130 main
conda 270.3 kB | linux-ppc64le/r-softimpute-1.4_1-r43ha774786_2.conda  1 year and 6 months ago 129 main
conda 269.5 kB | linux-aarch64/r-softimpute-1.4_1-r43ha7f1a89_2.conda  1 year and 6 months ago 140 main
conda 270.0 kB | linux-aarch64/r-softimpute-1.4_1-r42ha7f1a89_2.conda  1 year and 6 months ago 156 main
conda 277.0 kB | win-64/r-softimpute-1.4_1-r41he816bda_2.conda  1 year and 8 months ago 508 main
conda 273.2 kB | osx-64/r-softimpute-1.4_1-r43hfe07776_2.conda  1 year and 8 months ago 281 main
conda 274.0 kB | osx-64/r-softimpute-1.4_1-r42hfe07776_2.conda  1 year and 8 months ago 315 main
conda 273.1 kB | linux-64/r-softimpute-1.4_1-r43h61816a4_2.conda  1 year and 8 months ago 1780 main
conda 272.9 kB | linux-64/r-softimpute-1.4_1-r42h61816a4_2.conda  1 year and 8 months ago 1909 main
conda 326.7 kB | win-64/r-softimpute-1.4_1-r41he816bda_1.tar.bz2  2 years and 5 months ago 529 main
conda 322.2 kB | osx-64/r-softimpute-1.4_1-r42h1e4e481_1.tar.bz2  2 years and 5 months ago 77 main
conda 322.6 kB | osx-64/r-softimpute-1.4_1-r41h1e4e481_1.tar.bz2  2 years and 5 months ago 80 main
conda 321.4 kB | linux-64/r-softimpute-1.4_1-r41h8da6f51_1.tar.bz2  2 years and 5 months ago 2536 main
conda 321.2 kB | linux-64/r-softimpute-1.4_1-r42h8da6f51_1.tar.bz2  2 years and 5 months ago 2019 main
conda 329.9 kB | win-64/r-softimpute-1.4_1-r41he816bda_0.tar.bz2  3 years and 9 months ago 785 main
conda 323.1 kB | osx-64/r-softimpute-1.4_1-r41h749f5a1_0.tar.bz2  3 years and 9 months ago 166 main
conda 324.7 kB | linux-64/r-softimpute-1.4_1-r41h859d828_0.tar.bz2  3 years and 9 months ago 2863 main
conda 342.9 kB | win-64/r-softimpute-1.4_1-r36he816bda_0.tar.bz2  3 years and 10 months ago 806 main
conda 337.0 kB | win-64/r-softimpute-1.4_1-r40he816bda_0.tar.bz2  3 years and 10 months ago 812 main
conda 328.4 kB | osx-64/r-softimpute-1.4_1-r36h749f5a1_0.tar.bz2  3 years and 10 months ago 152 main
conda 322.8 kB | osx-64/r-softimpute-1.4_1-r40h749f5a1_0.tar.bz2  3 years and 10 months ago 138 main
conda 330.0 kB | linux-64/r-softimpute-1.4_1-r36h859d828_0.tar.bz2  3 years and 10 months ago 2404 main
conda 324.1 kB | linux-64/r-softimpute-1.4_1-r40h859d828_0.tar.bz2  3 years and 10 months ago 2648 main
conda 335.7 kB | win-64/r-softimpute-1.4-r40h87ffe87_1005.tar.bz2  4 years and 4 months ago 953 main
conda 341.4 kB | win-64/r-softimpute-1.4-r36h87ffe87_1005.tar.bz2  4 years and 4 months ago 958 main
conda 326.6 kB | osx-64/r-softimpute-1.4-r36ha752707_1005.tar.bz2  4 years and 4 months ago 278 main
conda 326.6 kB | osx-64/r-softimpute-1.4-r36h43cf36c_1005.tar.bz2  4 years and 4 months ago 261 main
conda 320.9 kB | osx-64/r-softimpute-1.4-r40ha752707_1005.tar.bz2  4 years and 4 months ago 284 main

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