{ "_id": "6a495715f6c47c441949cf3f", "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", "NeedsCompilation": "no", "Packaged": { "Date": "2026-06-26 18:39:48 UTC", "User": "root" }, "Author": "Filiz Karadag [aut, cre] (ORCID:\n), Hakan Savas Sazak\n[aut] (ORCID: ), Olgun\nAydin [aut] (ORCID: )", "Maintainer": "Filiz Karadag ", "Repository": "https://cran.r-universe.dev", "Date/Publication": "2026-06-26 10:10:02 UTC", "RemoteUrl": "https://github.com/cran/dwmmlRidge", "RemoteRef": "HEAD", "RemoteSha": "05b5b93b7dbcef5e197400d9b5e847e6b6c6c61a", "_user": "cran", "_type": "src", "_file": "dwmmlRidge_0.1.1.tar.gz", "_fileid": "https://r2.ropensci.org/0fad36f32702abc5fc575ee15ece9c934de1ac2d5caf35c04bd3fff7ff29786c", "_filesize": 98079, "_sha256": "0fad36f32702abc5fc575ee15ece9c934de1ac2d5caf35c04bd3fff7ff29786c", "_expires": "2026-10-12T18:55:15.000Z", "_created": "2026-06-26T18:39:48.000Z", "_published": "2026-07-04T18:55:17.434Z", "_jobs": [ { "job": 85158269545, "time": 129, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "7913656646" }, { "job": 85158269713, "time": 173, "config": "linux-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "7913672228" }, { "job": 85158269399, "time": 194, "config": "source", "r": "4.6.1", "check": "OK", "artifact": "7913611164" }, { "job": 85158269548, "time": 156, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7913665820" } ], "_host": "GitHub-Actions", "_buildurl": "https://github.com/r-universe/cran/actions/runs/28257913009", "_status": "success", "_upstream": "https://github.com/cran/dwmmlRidge", "_commit": { "id": "05b5b93b7dbcef5e197400d9b5e847e6b6c6c61a", "author": "Filiz Karadag ", "committer": "cran-robot ", "message": "version 0.1.1\n", "time": 1782468602 }, "_maintainer": { "name": "Filiz Karadag", "email": "filiz.karadag@ege.edu.tr", "login": "filizkrdg", "description": "", "uuid": 102531186, "orcid": "0000-0002-0116-7772" }, "_distro": "resolute", "_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": "cran", "_selfowned": false, "_usedby": 0, "_updates": [ { "week": "2026-26", "n": 1 } ], "_tags": [ { "name": "0.1.1", "date": "2026-06-26" } ], "_stars": 0, "_contributors": [ { "user": "filizkrdg", "count": 1, "uuid": 102531186 } ], "_userbio": { "uuid": 6899542, "type": "organization", "name": "cran", "followers": 611, "description": "Unofficial read-only mirror of all CRAN R packages" }, "_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" ], "_cranurl": false, "_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/cran/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": 1.6989700043360187, "_indexed": true, "_nocasepkg": "dwmmlridge", "_universes": [ "cran", "filizkrdg" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.1.1", "date": "2026-06-26T18:42:03.000Z", "distro": "resolute", "commit": "05b5b93b7dbcef5e197400d9b5e847e6b6c6c61a", "fileid": "https://r2.ropensci.org/f750a7bd820b804a349a9bbcfcd01a05bbb28596c5f44fba110a7b2ddd60b8d4", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/cran/actions/runs/28257913009" }, { "r": "4.6.1", "os": "linux", "version": "0.1.1", "date": "2026-06-26T18:42:43.000Z", "distro": "resolute", "commit": "05b5b93b7dbcef5e197400d9b5e847e6b6c6c61a", "fileid": "https://r2.ropensci.org/9ca6d35bfd53139776ac70bfb304d0b1e44307ab150eaf8d86f89adfe7c1e398", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/cran/actions/runs/28257913009" }, { "r": "4.6.0", "os": "wasm", "version": "0.1.1", "date": "2026-06-26T18:42:38.000Z", "commit": "05b5b93b7dbcef5e197400d9b5e847e6b6c6c61a", "fileid": "https://r2.ropensci.org/f666260ed9a55cd4a70f58e3563bea5d7cf62f4798988fb4b9fd331c702972d4", "status": "success", "buildurl": "https://github.com/r-universe/cran/actions/runs/28257913009" } ] }