{
  "_id": "6a1d33dc1d7bb097a0a3c507",
  "Package": "miselect",
  "Title": "Variable Selection for Multiply Imputed Data",
  "Version": "0.9.2",
  "Authors@R": "c(\nperson(\"Michael\", \"Kleinsasser\", email = \"biostat-cran-manager@umich.edu\", role = c(\"cre\")),\nperson(\"Alexander\", \"Rix\", email = \"alexrix@umich.edu\", role = c(\"aut\")),\nperson(\"Jiacong\", \"Du\", email = \"jiacong@umich.edu\", role = \"aut\")\n)",
  "Description": "Penalized regression methods, such as lasso and elastic\nnet, are used in many biomedical applications when simultaneous\nregression coefficient estimation and variable selection is\ndesired. However, missing data complicates the implementation\nof these methods, particularly when missingness is handled\nusing multiple imputation. Applying a variable selection\nalgorithm on each imputed dataset will likely lead to different\nsets of selected predictors, making it difficult to ascertain a\nfinal active set without resorting to ad hoc combination rules.\n'miselect' presents Stacked Adaptive Elastic Net (saenet) and\nGrouped Adaptive LASSO (galasso) for continuous and binary\noutcomes, developed by Du et al (2022)\n<doi:10.1080/10618600.2022.2035739>. They, by construction,\nforce selection of the same variables across multiply imputed\ndata. 'miselect' also provides cross validated variants of\nthese methods.",
  "License": "GPL-3",
  "Encoding": "UTF-8",
  "LazyData": "true",
  "RoxygenNote": "7.2.3",
  "VignetteBuilder": "knitr",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-06-01 07:22:25 UTC",
    "User": "root"
  },
  "Author": "Michael Kleinsasser [cre], Alexander Rix [aut], Jiacong Du\n[aut]",
  "Maintainer": "Michael Kleinsasser <biostat-cran-manager@umich.edu>",
  "Repository": "https://cran.r-universe.dev",
  "Date/Publication": "2024-03-06 02:30:53 UTC",
  "RemoteUrl": "https://github.com/cran/miselect",
  "RemoteRef": "HEAD",
  "RemoteSha": "70a62a58acc223364520997fed01bcb82a7080de",
  "MD5sum": "83af1580e47395b45930830cf0c44ed1",
  "_user": "cran",
  "_type": "src",
  "_file": "miselect_0.9.2.tar.gz",
  "_fileid": "061b4ac3f5944c908c2b072cff1681ed519c0b98e385b9ce68df0e4cb160df45",
  "_filesize": 238927,
  "_sha256": "061b4ac3f5944c908c2b072cff1681ed519c0b98e385b9ce68df0e4cb160df45",
  "_created": "2026-06-01T07:22:25.000Z",
  "_published": "2026-06-01T07:25:16.330Z",
  "_distro": "noble",
  "_jobs": [
    {
      "job": 78804814422,
      "time": 134,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7325607055"
    },
    {
      "job": 78804814449,
      "time": 113,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7325601492"
    },
    {
      "job": 78804236069,
      "time": 264,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7325569986"
    },
    {
      "job": 78804814386,
      "time": 108,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7325600458"
    }
  ],
  "_buildurl": "https://github.com/r-universe/cran/actions/runs/26740824446",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/cran/miselect",
  "_commit": {
    "id": "70a62a58acc223364520997fed01bcb82a7080de",
    "author": "Michael Kleinsasser <biostat-cran-manager@umich.edu>",
    "committer": "cran-robot <csardi.gabor+cran@gmail.com>",
    "message": "version 0.9.2\n",
    "time": 1709692253
  },
  "_maintainer": {
    "name": "Michael Kleinsasser",
    "email": "biostat-cran-manager@umich.edu"
  },
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 3.5.0",
      "role": "Depends"
    },
    {
      "package": "mice",
      "role": "Suggests"
    },
    {
      "package": "knitr",
      "role": "Suggests"
    },
    {
      "package": "rmarkdown",
      "role": "Suggests"
    },
    {
      "package": "testthat",
      "role": "Suggests"
    }
  ],
  "_owner": "cran",
  "_selfowned": false,
  "_usedby": 0,
  "_updates": [],
  "_tags": [],
  "_stars": 0,
  "_userbio": {
    "uuid": 6899542,
    "type": "organization",
    "name": "cran",
    "description": "Unofficial read-only mirror of all CRAN R packages"
  },
  "_downloads": {
    "count": 178,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/miselect"
  },
  "_mentions": 1,
  "_searchresults": 26,
  "_rbuild": "4.6.0",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/miselect.html",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md",
    "manual.pdf"
  ],
  "_realowner": "cran",
  "_cranurl": false,
  "_releases": [
    {
      "version": "0.9.0",
      "date": "2020-03-31"
    },
    {
      "version": "0.9.2",
      "date": "2024-03-05"
    }
  ],
  "_exports": [
    "cv.galasso",
    "cv.saenet",
    "galasso",
    "saenet"
  ],
  "_datasets": [
    {
      "name": "miselect.df",
      "title": "Synthetic Example Data For \"miselect\"",
      "object": "miselect",
      "class": [
        "data.frame"
      ],
      "fields": [
        "X1",
        "X2",
        "X3",
        "X4",
        "X5",
        "X6",
        "X7",
        "X8",
        "X9",
        "X10",
        "X11",
        "X12",
        "X13",
        "X14",
        "X15",
        "X16",
        "X17",
        "X18",
        "X19",
        "X20",
        "Y"
      ],
      "rows": 300,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "coef.cv.galasso",
      "title": "Extract Coefficients From a \"cv.galasso\" Object",
      "topics": [
        "coef.cv.galasso"
      ]
    },
    {
      "page": "coef.cv.saenet",
      "title": "Extract Coefficients From a \"cv.saenet\" Object",
      "topics": [
        "coef.cv.saenet"
      ]
    },
    {
      "page": "coef.galasso",
      "title": "Extract Coefficients From a \"galasso\" Object",
      "topics": [
        "coef.galasso"
      ]
    },
    {
      "page": "coef.saenet",
      "title": "Extract Coefficients From a \"saenet\" Object",
      "topics": [
        "coef.saenet"
      ]
    },
    {
      "page": "cv.galasso",
      "title": "Cross Validated Multiple Imputation Grouped Adaptive LASSO",
      "topics": [
        "cv.galasso"
      ]
    },
    {
      "page": "cv.saenet",
      "title": "Cross Validated Multiple Imputation Stacked Adaptive Elastic Net",
      "topics": [
        "cv.saenet"
      ]
    },
    {
      "page": "galasso",
      "title": "Multiple Imputation Grouped Adaptive LASSO",
      "topics": [
        "galasso"
      ]
    },
    {
      "page": "miselect.df",
      "title": "Synthetic Example Data For \"miselect\"",
      "topics": [
        "miselect.df"
      ]
    },
    {
      "page": "print.cv.galasso",
      "title": "Print cv.galasso Objects",
      "topics": [
        "print.cv.galasso"
      ]
    },
    {
      "page": "print.cv.saenet",
      "title": "Print cv.saenet Objects",
      "topics": [
        "print.cv.saenet"
      ]
    },
    {
      "page": "saenet",
      "title": "Multiple Imputation Stacked Adaptive Elastic Net",
      "topics": [
        "saenet"
      ]
    }
  ],
  "_readme": "https://github.com/cran/miselect/raw/HEAD/README.md",
  "_rundeps": [],
  "_vignettes": [
    {
      "source": "miselect.Rmd",
      "filename": "miselect.html",
      "title": "Variable Selection for Multiply Imputed Data",
      "author": "| Alexander Rix | Center For Precision Health Data Science | Department of Biostatistics | University of Michigan School of Public Health",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Installation",
        "Example",
        "Bugs",
        "Contact",
        "References"
      ],
      "created": "2020-03-31 09:00:06",
      "modified": "2020-03-31 09:00:06",
      "commits": 1
    }
  ],
  "_score": 3.113943352306837,
  "_indexed": true,
  "_nocasepkg": "miselect",
  "_universes": [
    "cran"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.9.2",
      "date": "2026-06-01T07:24:45.000Z",
      "distro": "noble",
      "commit": "70a62a58acc223364520997fed01bcb82a7080de",
      "fileid": "a7a9cf3a0fcec902635701c4c7fcdb7d1b7578004cd80caccd0b3dbc579b69be",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/26740824446"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "0.9.2",
      "date": "2026-06-01T07:24:26.000Z",
      "distro": "noble",
      "commit": "70a62a58acc223364520997fed01bcb82a7080de",
      "fileid": "f645cd9bcfba7e719f7d1b3178d166c1b8020ecea26b859735efaabd84cd40d4",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/26740824446"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "0.9.2",
      "date": "2026-06-01T07:24:34.000Z",
      "commit": "70a62a58acc223364520997fed01bcb82a7080de",
      "fileid": "706c5d38a651c6d7d4297067352f1ffe5ea6b97bd75ed69f09547eeb419aa8c6",
      "status": "success",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/26740824446"
    }
  ]
}