{ "_id": "6a49a7d3162b78b26a585af4", "Package": "filling", "Type": "Package", "Title": "Matrix Completion, Imputation, and Inpainting Methods", "Version": "0.2.4", "Authors@R": "person(given=\"Kisung\",family=\"You\",role=c(\"aut\",\"cre\"),email=\"kisung.you@outlook.com\",comment=c(ORCID=\"0000-0002-8584-459X\"))", "Description": "Filling in the missing entries of a partially observed\ndata is one of fundamental problems in various disciplines of\nmathematical science. For many cases, data at our interests\nhave canonical form of matrix in that the problem is posed upon\na matrix with missing values to fill in the entries under\npreset assumptions and models. We provide a collection of\nmethods from multiple disciplines under Matrix Completion,\nImputation, and Inpainting. See Davenport and Romberg (2016)\n for an overview of the topic.", "License": "MIT + file LICENSE", "Encoding": "UTF-8", "LazyData": "true", "RdMacros": "Rdpack", "RoxygenNote": "7.3.2", "Config/pak/sysreqs": "cmake libgmp3-dev make pkg-config libclang-dev", "Repository": "https://kisungyou.r-universe.dev", "Date/Publication": "2025-09-21 03:06:29 UTC", "RemoteUrl": "https://github.com/kisungyou/filling", "RemoteRef": "HEAD", "RemoteSha": "597f17c3d1022e2c1384cd6bcfb21398f39e05f7", "NeedsCompilation": "yes", "Packaged": { "Date": "2026-06-20 10:35:34 UTC", "User": "root" }, "Author": "Kisung You [aut, cre] (ORCID: )", "Maintainer": "Kisung You ", "_user": "kisungyou", "_type": "src", "_file": "filling_0.2.4.tar.gz", "_fileid": "https://r2.ropensci.org/d5d295602ad166085cc0fe4532434d4a9c2f94e035f1cbbdde22d119bf3a46cf", "_filesize": 741654, "_sha256": "d5d295602ad166085cc0fe4532434d4a9c2f94e035f1cbbdde22d119bf3a46cf", "_expires": "2026-10-13T00:39:45.000Z", "_created": "2026-06-20T10:35:34.000Z", "_published": "2026-07-05T00:39:47.326Z", "_jobs": [ { "job": 85179685591, "time": 174, "config": "linux-devel-arm64", "r": "4.7.0", "check": "OK", "artifact": "7764586482" }, { "job": 85179685467, "time": 183, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "7764587130" }, { "job": 85179685612, "time": 165, "config": "linux-release-arm64", "r": "4.6.0", "check": "OK", "artifact": "7764585533" }, { "job": 85179685616, "time": 180, "config": "linux-release-x86_64", "r": "4.6.0", "check": "OK", "artifact": "7764586583" }, { "job": 85179685611, "time": 119, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "7764580686" }, { "job": 85179685485, "time": 244, "config": "macos-oldrel-x86_64", "r": "4.5.3", "check": "OK", "artifact": "7764593485" }, { "job": 85179685632, "time": 125, "config": "macos-release-arm64", "r": "4.6.0", "check": "OK", "artifact": "7764581136" }, { "job": 85179685592, "time": 196, "config": "macos-release-x86_64", "r": "4.6.0", "check": "OK", "artifact": "7764588330" }, { "job": 85179685316, "time": 227, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "7764568685" }, { "job": 85179685514, "time": 147, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7764583327" }, { "job": 85179685560, "time": 184, "config": "windows-devel", "r": "4.7.0", "check": "OK", "artifact": "7764587207" }, { "job": 85179685597, "time": 198, "config": "windows-oldrel", "r": "4.5.3", "check": "OK", "artifact": "7764588607" }, { "job": 85179685451, "time": 184, "config": "windows-release", "r": "4.6.0", "check": "OK", "artifact": "7764587149" } ], "_host": "GitHub-Actions", "_buildurl": "https://github.com/r-universe/kisungyou/actions/runs/27868484743", "_status": "success", "_upstream": "https://github.com/kisungyou/filling", "_commit": { "id": "597f17c3d1022e2c1384cd6bcfb21398f39e05f7", "author": "Kisung You ", "committer": "Kisung You ", "message": "2025/09\n", "time": 1758423989 }, "_maintainer": { "name": "Kisung You", "email": "kisung.you@outlook.com", "login": "kisungyou", "twitter": "@kisung_you", "description": "", "uuid": 22312643, "orcid": "0000-0002-8584-459X" }, "_distro": "noble", "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 2.14.0", "role": "Depends" }, { "package": "Rcpp", "role": "LinkingTo" }, { "package": "RcppArmadillo", "role": "LinkingTo" }, { "package": "CVXR", "version": ">= 1.0", "role": "Imports" }, { "package": "Rcpp", "role": "Imports" }, { "package": "Rdpack", "role": "Imports" }, { "package": "ROptSpace", "role": "Imports" }, { "package": "RSpectra", "role": "Imports" }, { "package": "nabor", "role": "Imports" }, { "package": "stats", "role": "Imports" }, { "package": "utils", "role": "Imports" } ], "_owner": "kisungyou", "_selfowned": true, "_usedby": 0, "_updates": [ { "week": "2025-38", "n": 1 } ], "_tags": [], "_stars": 4, "_contributors": [ { "user": "kisungyou", "count": 17, "uuid": 22312643 } ], "_userbio": { "uuid": 22312643, "type": "user", "name": "Kisung You", "followers": 34 }, "_downloads": { "count": 321, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/filling" }, "_devurl": "https://github.com/kisungyou/filling", "_searchresults": 26, "_topics": [ "openblas", "cpp", "openmp" ], "_rbuild": "4.6.0", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/filling.html", "extra/NEWS.html", "extra/NEWS.txt", "LICENSE", "manual.pdf" ], "_homeurl": "https://github.com/kisungyou/filling", "_realowner": "kisungyou", "_cranurl": true, "_releases": [ { "version": "0.1.0", "date": "2017-12-11" }, { "version": "0.2.0", "date": "2018-09-16" }, { "version": "0.2.1", "date": "2020-02-04" }, { "version": "0.2.2", "date": "2020-07-02" }, { "version": "0.2.3", "date": "2021-08-21" }, { "version": "0.2.4", "date": "2025-09-21" } ], "_exports": [ "aux.rndmissing", "fill.HardImpute", "fill.KNNimpute", "fill.nuclear", "fill.OptSpace", "fill.simple", "fill.SoftImpute", "fill.SVDimpute", "fill.SVT", "fill.USVT" ], "_datasets": [ { "name": "lena128", "title": "lena image at size of (128 \\times 128)", "object": "lena128", "class": [ "matrix", "array" ], "fields": {}, "rows": 128, "table": true, "tojson": true }, { "name": "lena256", "title": "lena image at size of (256 \\times 256)", "object": "lena256", "class": [ "matrix", "array" ], "fields": {}, "rows": 256, "table": true, "tojson": true }, { "name": "lena64", "title": "lena image at size of (64 \\times 64)", "object": "lena64", "class": [ "matrix", "array" ], "fields": {}, "rows": 64, "table": true, "tojson": true } ], "_help": [ { "page": "aux_rndmissing", "title": "Randomly assign NAs to the data matrix with probability 'x'", "topics": [ "aux.rndmissing" ] }, { "page": "fill_HardImpute", "title": "HardImpute : Generalized Spectral Regularization", "topics": [ "fill.HardImpute" ] }, { "page": "fill_KNNimpute", "title": "Imputation using Weighted K-nearest Neighbors", "topics": [ "fill.KNNimpute" ] }, { "page": "fill_nuclear", "title": "Low-Rank Completion with Nuclear Norm Optimization", "topics": [ "fill.nuclear" ] }, { "page": "fill_OptSpace", "title": "OptSpace", "topics": [ "fill.OptSpace" ] }, { "page": "fill_simple", "title": "Imputation by Simple Rules", "topics": [ "fill.simple" ] }, { "page": "fill_SoftImpute", "title": "SoftImpute : Spectral Regularization", "topics": [ "fill.SoftImpute" ] }, { "page": "fill_SVDimpute", "title": "Iterative Regression against Right Singular Vectors", "topics": [ "fill.SVDimpute" ] }, { "page": "fill_SVT", "title": "Singular Value Thresholding for Nuclear Norm Optimization", "topics": [ "fill.SVT" ] }, { "page": "fill.USVT", "title": "Matrix Completion by Universal Singular Value Thresholding", "topics": [ "fill.USVT" ] }, { "page": "lena128", "title": "lena image at size of (128 \\times 128)", "topics": [ "lena128" ] }, { "page": "lena256", "title": "lena image at size of (256 \\times 256)", "topics": [ "lena256" ] }, { "page": "lena64", "title": "lena image at size of (64 \\times 64)", "topics": [ "lena64" ] } ], "_rundeps": [ "backports", "BH", "checkmate", "clarabel", "cli", "CVXR", "gmp", "highs", "lattice", "Matrix", "nabor", "osqp", "rbibutils", "Rcpp", "RcppArmadillo", "RcppEigen", "Rdpack", "ROptSpace", "RSpectra", "S7", "scs", "slam" ], "_sysdeps": [ { "shlib": "liblapack", "package": "libopenblas0-pthread", "source": "openblas", "version": "0.3.26+ds-1ubuntu0.1", "name": "openblas", "homepage": "https://www.openblas.net/", "description": "Optimized BLAS (linear algebra) library (shared lib, pthread)" }, { "shlib": "libblas", "package": "libopenblas0-pthread", "source": "openblas", "version": "0.3.26+ds-1ubuntu0.1", "name": "openblas", "homepage": "https://www.openblas.net/", "description": "Optimized BLAS (linear algebra) library (shared lib, pthread)" }, { "shlib": "libstdc++", "package": "libstdc++6", "source": "gcc", "version": "14.2.0-4ubuntu2~24.04.1", "name": "c++", "homepage": "http://gcc.gnu.org/", "description": "GNU Standard C++ Library v3" }, { "shlib": "libgomp", "package": "libgomp1", "source": "gcc", "version": "14.2.0-4ubuntu2~24.04.1", "name": "openmp", "homepage": "http://gcc.gnu.org/", "description": "GCC OpenMP (GOMP) support library" } ], "_score": 3.0170333392987807, "_indexed": true, "_nocasepkg": "filling", "_universes": [ "kisungyou" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.2.4", "date": "2026-06-20T10:38:20.000Z", "distro": "noble", "arch": "aarch64", "commit": "597f17c3d1022e2c1384cd6bcfb21398f39e05f7", "fileid": "https://r2.ropensci.org/36ec40731dcc2210bb98f25c582866e4a9e5a8497a520ff559a9b38b639e7b4c", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/kisungyou/actions/runs/27868484743" }, { "r": "4.7.0", "os": "linux", "version": "0.2.4", "date": "2026-06-20T10:38:19.000Z", "distro": "noble", "arch": "x86_64", "commit": "597f17c3d1022e2c1384cd6bcfb21398f39e05f7", "fileid": "https://r2.ropensci.org/36ee6c947c57e25b476850d8d5a1be5a24cda08cdec22b754e53ff6c24456915", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/kisungyou/actions/runs/27868484743" }, { "r": "4.6.0", "os": "linux", "version": "0.2.4", "date": "2026-06-20T10:38:12.000Z", "distro": "noble", "arch": "aarch64", "commit": "597f17c3d1022e2c1384cd6bcfb21398f39e05f7", "fileid": "https://r2.ropensci.org/9974deaa8ca3eb3c85638f9e2c4d5e07b94380b74064a7d0e88609d9a1baddee", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/kisungyou/actions/runs/27868484743" }, { "r": "4.6.0", "os": "linux", "version": "0.2.4", "date": "2026-06-20T10:38:17.000Z", "distro": "noble", "arch": "x86_64", "commit": "597f17c3d1022e2c1384cd6bcfb21398f39e05f7", "fileid": "https://r2.ropensci.org/cc71d329cc1b4ad5f25d3dab68e1d21c4a90baee166ee470846debe95d371a6f", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/kisungyou/actions/runs/27868484743" }, { "r": "4.5.3", "os": "mac", "version": "0.2.4", "date": "2026-06-20T10:37:35.000Z", "arch": "aarch64", "commit": "597f17c3d1022e2c1384cd6bcfb21398f39e05f7", "fileid": "https://r2.ropensci.org/e2f16f39fefc33a04374d6c82369b14738cc75505a75ed2b530940dc25a36710", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/kisungyou/actions/runs/27868484743" }, { "r": "4.5.3", "os": "mac", "version": "0.2.4", "date": "2026-06-20T10:39:01.000Z", "arch": "x86_64", "commit": "597f17c3d1022e2c1384cd6bcfb21398f39e05f7", "fileid": "https://r2.ropensci.org/507e418b57068679c7d23e52322815ab1cbd92e069d269753aac8cc7a9e60e48", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/kisungyou/actions/runs/27868484743" }, { "r": "4.6.0", "os": "mac", "version": "0.2.4", "date": "2026-06-20T10:37:34.000Z", "arch": "aarch64", "commit": "597f17c3d1022e2c1384cd6bcfb21398f39e05f7", "fileid": "https://r2.ropensci.org/6021eaff488eedae2461d08db61887e94a8cc73675c5ba8b0c3a285aafa296a2", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/kisungyou/actions/runs/27868484743" }, { "r": "4.6.0", "os": "mac", "version": "0.2.4", "date": "2026-06-20T10:38:12.000Z", "arch": "x86_64", "commit": "597f17c3d1022e2c1384cd6bcfb21398f39e05f7", "fileid": "https://r2.ropensci.org/637b30c7bfee95e0d6c3496f35e1f844f97ae7b97545c8f66d3c4da9a886a581", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/kisungyou/actions/runs/27868484743" }, { "r": "4.6.0", "os": "wasm", "version": "0.2.4", "date": "2026-06-20T10:38:20.000Z", "arch": "emscripten", "commit": "597f17c3d1022e2c1384cd6bcfb21398f39e05f7", "fileid": "https://r2.ropensci.org/b90df86ffbb779530acfa99d41c08a70aafae1071cb21c6cde3a5a44ed520691", "status": "success", "buildurl": "https://github.com/r-universe/kisungyou/actions/runs/27868484743" }, { "r": "4.7.0", "os": "win", "version": "0.2.4", "date": "2026-06-20T10:37:57.000Z", "arch": "x86_64", "commit": "597f17c3d1022e2c1384cd6bcfb21398f39e05f7", "fileid": "https://r2.ropensci.org/206e75d5ebb77289f0efb9ec7b27b0fb584997e1ae68edc3104a3086da81824f", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/kisungyou/actions/runs/27868484743" }, { "r": "4.5.3", "os": "win", "version": "0.2.4", "date": "2026-06-20T10:38:15.000Z", "arch": "x86_64", "commit": "597f17c3d1022e2c1384cd6bcfb21398f39e05f7", "fileid": "https://r2.ropensci.org/8e2339f1fd3be9cd4d36d2e64804227e29a631df2387846c20dcb2ef2f26de0e", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/kisungyou/actions/runs/27868484743" }, { "r": "4.6.0", "os": "win", "version": "0.2.4", "date": "2026-06-20T10:37:19.000Z", "arch": "x86_64", "commit": "597f17c3d1022e2c1384cd6bcfb21398f39e05f7", "fileid": "https://r2.ropensci.org/b4dbbf002534a364bcc50a6e617b15c990b404e1d9d86d1082f2b34db87f07bc", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/kisungyou/actions/runs/27868484743" } ] }