{ "_id": "6a1ef0cab401979e7341334f", "Package": "rsvd", "Type": "Package", "Title": "Randomized Singular Value Decomposition", "Version": "1.0.4", "Date": "2021-04-11", "Authors@R": "c(person(\"N. Benjamin\", \"Erichson\", role = c(\"aut\", \"cre\"), email = \"erichson@berkeley.edu\"))", "Author": "N. Benjamin Erichson [aut, cre]", "Maintainer": "N. Benjamin Erichson ", "Description": "Low-rank matrix decompositions are fundamental tools and\nwidely used for data analysis, dimension reduction, and data\ncompression. Classically, highly accurate deterministic matrix\nalgorithms are used for this task. However, the emergence of\nlarge-scale data has severely challenged our computational\nability to analyze big data. The concept of randomness has been\ndemonstrated as an effective strategy to quickly produce\napproximate answers to familiar problems such as the singular\nvalue decomposition (SVD). The rsvd package provides several\nrandomized matrix algorithms such as the randomized singular\nvalue decomposition (rsvd), randomized principal component\nanalysis (rpca), randomized robust principal component analysis\n(rrpca), randomized interpolative decomposition (rid), and the\nrandomized CUR decomposition (rcur). In addition several plot\nfunctions are provided.", "License": "GPL (>= 3)", "LazyData": "TRUE", "LazyDataCompression": "xz", "URL": "https://github.com/erichson/rSVD", "BugReports": "https://github.com/erichson/rSVD/issues", "RoxygenNote": "7.1.1", "NeedsCompilation": "no", "Encoding": "UTF-8", "Repository": "https://erichson.r-universe.dev", "Date/Publication": "2021-04-13 21:20:34 UTC", "RemoteUrl": "https://github.com/erichson/rsvd", "RemoteRef": "HEAD", "RemoteSha": "2e4ae71154e83041b15e98c94dc1e800e743f56b", "Packaged": { "Date": "2026-05-19 08:21:16 UTC", "User": "root" }, "MD5sum": "99c39035a96c5e6c290037435efc840a", "_user": "erichson", "_type": "src", "_file": "rsvd_1.0.4.tar.gz", "_fileid": "6ada163fe5bde69257513bb7e80c6560bb2d7d4638f00b51c037e2ac993d25b2", "_filesize": 3691713, "_sha256": "6ada163fe5bde69257513bb7e80c6560bb2d7d4638f00b51c037e2ac993d25b2", "_created": "2026-05-19T08:21:16.000Z", "_published": "2026-06-02T15:03:38.460Z", "_distro": "noble", "_jobs": [ { "job": 79102111087, "time": 159, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "NOTE", "artifact": "7078423149" }, { "job": 79102110468, "time": 155, "config": "linux-release-x86_64", "r": "4.6.0", "check": "NOTE", "artifact": "7078421929" }, { "job": 79102110588, "time": 273, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "NOTE", "artifact": "7078441981" }, { "job": 79102110612, "time": 225, "config": "macos-release-arm64", "r": "4.6.0", "check": "NOTE", "artifact": "7078431750" }, { "job": 79102109786, "time": 190, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "7078369333" }, { "job": 79102109156, "time": 110, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7361504908" }, { "job": 79102110679, "time": 103, "config": "windows-devel", "r": "4.7.0", "check": "NOTE", "artifact": "7078405091" }, { "job": 79102110819, "time": 102, "config": "windows-oldrel", "r": "4.5.3", "check": "NOTE", "artifact": "7078404092" }, { "job": 79102110495, "time": 109, "config": "windows-release", "r": "4.6.0", "check": "NOTE", "artifact": "7078406774" } ], "_buildurl": "https://github.com/r-universe/erichson/actions/runs/26085125698", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/erichson/rsvd", "_commit": { "id": "2e4ae71154e83041b15e98c94dc1e800e743f56b", "author": "erichson ", "committer": "erichson ", "message": "version 1.0.4\n", "time": 1618348834 }, "_maintainer": { "name": "N. 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