{ "_id": "6a3f9a94a319ef941449bb8b", "Package": "dwmmlRidge", "Type": "Package", "Title": "Dynamically Weighted Modified Maximum Likelihood (DWMML) Ridge\nRegression", "Version": "0.1.1", "Authors@R": "c(\nperson(\"Filiz\", \"Karadag\", email = \"filiz.karadag@ege.edu.tr\", role = c(\"aut\", \"cre\"),\ncomment = c(ORCID = \"0000-0002-0116-7772\")),\nperson(\"Hakan Savas\", \"Sazak\", email = \"hakan.savas.sazak@ege.edu.tr\", role = \"aut\",\ncomment = c(ORCID = \"0000-0001-6123-1214\")),\nperson(\"Olgun\", \"Aydin\", email = \"olgun.aydin@pg.edu.pl\", role = \"aut\",\ncomment = c(ORCID = \"0000-0002-7090-0931\")))", "Description": "Implements the dynamically weighted modified maximum\nlikelihood ridge (DWMMLR) regression estimator, a robust and\nmulticollinearity-aware linear regression estimator that\ncombines the DWMML3 weighting procedure of Sazak (2019)\n with ridge penalization to\naddress both outlier sensitivity and variance inflation due to\nmulticollinearity. The ridge parameter is selected\nautomatically using the approach implemented in the\n'ridgregextra' package (Karadag, Sazak, and Aydin, 2023)\n, described\nfurther in Karadag, Sazak, and Aydin (2026)\n, which targets a variance\ninflation factor (VIF) close to but not below 1, removing the\nneed for manual tuning. Returns comprehensive outputs\n(coefficients, fitted values, residuals, mean squared error\n(MSE), standard errors, R-squared, and adjusted R-squared)\nthrough a simple x/y interface.", "License": "MIT + file LICENSE", "Encoding": "UTF-8", "URL": "https://github.com/filizkrdg/dwmmlRidge", "BugReports": "https://github.com/filizkrdg/dwmmlRidge/issues", "RoxygenNote": "7.3.2", "Config/pak/sysreqs": "cmake make libicu-dev libuv1-dev libssl-dev", "Repository": "https://filizkrdg.r-universe.dev", "Date/Publication": "2026-06-22 18:07:14 UTC", "RemoteUrl": "https://github.com/filizkrdg/dwmmlridge", "RemoteRef": "HEAD", "RemoteSha": "075f96db4eaedd3f3d84b8a98f8e85871b2e0a0e", "NeedsCompilation": "no", "Packaged": { "Date": "2026-06-27 09:37:35 UTC", "User": "root" }, "Author": "Filiz Karadag [aut, cre] (ORCID:\n),\nHakan Savas Sazak [aut] (ORCID:\n),\nOlgun Aydin [aut] (ORCID: )", "Maintainer": "Filiz Karadag ", "MD5sum": "9bb7ba5bb7786553291dcd44d264b709", "_user": "filizkrdg", "_type": "src", "_file": "dwmmlRidge_0.1.1.tar.gz", "_fileid": "b7d207e4aee9e5fdd55c36e86bcd628bae5b200cc882dfaf1868d2106fc0da47", "_filesize": 96211, "_sha256": "b7d207e4aee9e5fdd55c36e86bcd628bae5b200cc882dfaf1868d2106fc0da47", "_created": "2026-06-27T09:37:35.000Z", "_published": "2026-06-27T09:40:36.584Z", "_distro": "resolute", "_jobs": [ { "job": 83808419842, "time": 151, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "7923314288" }, { "job": 83808419837, "time": 114, "config": "linux-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "7923310314" }, { "job": 83808419841, "time": 89, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "7923307378" }, { "job": 83808419843, "time": 85, "config": "macos-release-arm64", "r": "4.6.1", "check": "OK", "artifact": "7923307057" }, { "job": 83808194168, "time": 232, "config": "source", "r": "4.6.1", "check": "OK", "artifact": "7923297337" }, { "job": 83808419831, "time": 151, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7923314295" }, { "job": 83808419849, "time": 67, "config": "windows-devel", "r": "4.7.0", "check": "OK", "artifact": "7923305231" }, { "job": 83808419847, "time": 67, "config": "windows-oldrel", "r": "4.5.3", "check": "OK", "artifact": "7923305169" }, { "job": 83808419846, "time": 69, "config": "windows-release", "r": "4.6.1", "check": "OK", "artifact": "7923305355" } ], "_buildurl": "https://github.com/r-universe/filizkrdg/actions/runs/28285322120", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/filizkrdg/dwmmlridge", "_commit": { "id": "075f96db4eaedd3f3d84b8a98f8e85871b2e0a0e", "author": "Filiz Karadağ <102531186+filizkrdg@users.noreply.github.com>", "committer": "Filiz Karadağ <102531186+filizkrdg@users.noreply.github.com>", "message": "Update DESCRIPTION\n", "time": 1782151634 }, "_maintainer": { "name": "Filiz Karadag", "email": "filiz.karadag@ege.edu.tr", "login": "filizkrdg", "description": "", "uuid": 102531186, "orcid": "0000-0002-0116-7772" }, "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 4.0.0", "role": "Depends" }, { "package": "MASS", "role": "Imports" }, { "package": "stats", "role": "Imports" }, { "package": "Styperidge.reg", "role": "Imports" }, { "package": "isdals", "role": "Suggests" }, { "package": "mctest", "role": "Suggests" }, { "package": "ridgregextra", "role": "Enhances" } ], "_owner": "filizkrdg", "_selfowned": true, "_usedby": 0, "_updates": [ { "week": "2026-25", "n": 10 }, { "week": "2026-26", "n": 2 } ], "_tags": [], "_stars": 0, "_contributors": [ { "user": "filizkrdg", "count": 12, "uuid": 102531186 } ], "_userbio": { "uuid": 102531186, "type": "user", "name": "Filiz Karadağ", "followers": 3 }, "_downloads": { "count": 0, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/dwmmlRidge" }, "_devurl": "https://github.com/filizkrdg/dwmmlridge", "_searchresults": 0, "_rbuild": "4.6.1", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/dwmmlRidge.html", "extra/readme.html", "extra/readme.md", "LICENSE", "manual.pdf" ], "_homeurl": "https://github.com/filizkrdg/dwmmlridge", "_realowner": "filizkrdg", "_cranurl": true, "_releases": [ { "version": "0.1.1", "date": "2026-06-26" } ], "_exports": [ "dwmmlR.reg", "Weightedls.reg" ], "_help": [ { "page": "DWMMLR.reg", "title": "DWMML3 Ridge Regression Estimator", "topics": [ "dwmmlR.reg" ] }, { "page": "Weightedls.reg", "title": "Weighted least squares regression", "topics": [ "Weightedls.reg" ] } ], "_readme": "https://github.com/filizkrdg/dwmmlridge/raw/HEAD/README.md", "_rundeps": [ "askpass", "base64enc", "bslib", "cachem", "cli", "cpp11", "crosstalk", "curl", "data.table", "digest", "dplyr", "evaluate", "farver", "fastmap", "fontawesome", "fs", "generics", "ggplot2", "glue", "gtable", "highr", "htmltools", "htmlwidgets", "httr", "isdals", "isoband", "jquerylib", "jsonlite", "knitr", "labeling", "later", "lazyeval", "lifecycle", "magrittr", "MASS", "mctest", "memoise", "mime", "openssl", "otel", "pillar", "pkgconfig", "plotly", "promises", "purrr", "R6", "rappdirs", "RColorBrewer", "Rcpp", "ridgregextra", "rlang", "rmarkdown", "S7", "sass", "scales", "stringi", "stringr", "Stype.est", "Styperidge.reg", "sys", "tibble", "tidyr", "tidyselect", "tinytex", "utf8", "vctrs", "viridisLite", "withr", "xfun", "yaml" ], "_score": 3, "_indexed": true, "_nocasepkg": "dwmmlridge", "_universes": [ "filizkrdg" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.1.1", "date": "2026-06-27T09:40:12.000Z", "distro": "resolute", "commit": "075f96db4eaedd3f3d84b8a98f8e85871b2e0a0e", "fileid": "c0a55edafab9e8c0889c22d4856107852939b77852577f67f4d509599f9aea63", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/filizkrdg/actions/runs/28285322120" }, { "r": "4.6.1", "os": "linux", "version": "0.1.1", "date": "2026-06-27T09:39:37.000Z", "distro": "resolute", "commit": "075f96db4eaedd3f3d84b8a98f8e85871b2e0a0e", "fileid": "f468e9969d3de138f4c0e8d01e96b5db130420f38332acfbf102f52254859bed", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/filizkrdg/actions/runs/28285322120" }, { "r": "4.5.3", "os": "mac", "version": "0.1.1", "date": "2026-06-27T09:39:11.000Z", "commit": "075f96db4eaedd3f3d84b8a98f8e85871b2e0a0e", "fileid": "8ca7eafb89e857d6df3d3af9a48a9ee944fe1c1db6e4c43e4bc959a17d5845da", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/filizkrdg/actions/runs/28285322120" }, { "r": "4.6.1", "os": "mac", "version": "0.1.1", "date": "2026-06-27T09:39:09.000Z", "commit": "075f96db4eaedd3f3d84b8a98f8e85871b2e0a0e", "fileid": "0177502f4a93bd53a0a92901fc8654e4fd6317d9a9443e6f4ca761efbcd73416", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/filizkrdg/actions/runs/28285322120" }, { "r": "4.6.0", "os": "wasm", "version": "0.1.1", "date": "2026-06-27T09:40:23.000Z", "commit": "075f96db4eaedd3f3d84b8a98f8e85871b2e0a0e", "fileid": "65078ca1d808992ad52d62a2cef4ab5f04f7d1380af7101fb76f1f27049d550c", "status": "success", "buildurl": "https://github.com/r-universe/filizkrdg/actions/runs/28285322120" }, { "r": "4.7.0", "os": "win", "version": "0.1.1", "date": "2026-06-27T09:38:46.000Z", "commit": "075f96db4eaedd3f3d84b8a98f8e85871b2e0a0e", "fileid": "eb317beaaff033671096a9042b46af7dc5f2c0c41be239441d3c3546895e6599", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/filizkrdg/actions/runs/28285322120" }, { "r": "4.5.3", "os": "win", "version": "0.1.1", "date": "2026-06-27T09:38:46.000Z", "commit": "075f96db4eaedd3f3d84b8a98f8e85871b2e0a0e", "fileid": "ead25d0a1b4cc59ce9b450105ffb97df1a6368ef3d21578a8ab76b5622815a89", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/filizkrdg/actions/runs/28285322120" }, { "r": "4.6.1", "os": "win", "version": "0.1.1", "date": "2026-06-27T09:38:47.000Z", "commit": "075f96db4eaedd3f3d84b8a98f8e85871b2e0a0e", "fileid": "a72aab70f3535331f738a4362d145e9ea373604c66a87611f17cf165ed7f5424", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/filizkrdg/actions/runs/28285322120" } ] }