{
  "_id": "6a1f0d5ab401979e7341d00d",
  "Package": "Boruta",
  "Title": "Wrapper Algorithm for All Relevant Feature Selection",
  "Version": "10.0.0",
  "Authors@R": "c(\nperson(\nc(\"Miron\",\"Bartosz\"),\"Kursa\",\nrole=c(\"aut\",\"cre\"),\nemail=\"m@mbq.me\",\ncomment=c(ORCID=\"0000-0001-7672-648X\")\n),\nperson(\nc(\"Witold\",\"Remigiusz\"),\"Rudnicki\",\nrole=\"aut\"\n)\n)",
  "Description": "An all relevant feature selection wrapper algorithm. It\nfinds relevant features by comparing original attributes'\nimportance with importance achievable at random, estimated\nusing their permuted copies (shadows).",
  "License": "GPL (>= 2)",
  "URL": "https://gitlab.com/mbq/Boruta/",
  "RoxygenNote": "7.3.3",
  "Encoding": "UTF-8",
  "NeedsCompilation": "no",
  "Repository": "https://mbq.r-universe.dev",
  "Date/Publication": "2026-05-10 22:17:47 UTC",
  "RemoteUrl": "https://gitlab.com/mbq/boruta",
  "RemoteRef": "HEAD",
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  "Packaged": {
    "Date": "2026-05-17 09:13:44 UTC",
    "User": "root"
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  "Author": "Miron Bartosz Kursa [aut, cre] (ORCID:\n<https://orcid.org/0000-0001-7672-648X>),\nWitold Remigiusz Rudnicki [aut]",
  "Maintainer": "Miron Bartosz Kursa <m@mbq.me>",
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  "_published": "2026-06-02T17:05:30.211Z",
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    "message": "Merge branch 'threads-polyfill' into 'main'\n\nnum.threads accepted by getImpFru* adapters\n\nSee merge request mbq/Boruta!21",
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      "package": "fru",
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      "package": "rFerns",
      "role": "Suggests"
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    "description": "Only using GitHub to waste Microsoft resources. Find me on GitLab for the cool stuff (;"
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    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/Boruta"
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  "_devurl": "https://gitlab.com/mbq/boruta",
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    "extra/citation.html",
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    "extra/citation.txt",
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    "extra/readme.md",
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  "_realowner": "mbq",
  "_cranurl": true,
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      "date": "2009-12-06"
    },
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      "date": "2010-04-18"
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    {
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    },
    {
      "version": "1.3",
      "date": "2010-09-02"
    },
    {
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      "date": "2010-11-26"
    },
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      "version": "1.5",
      "date": "2010-12-15"
    },
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      "date": "2012-02-22"
    },
    {
      "version": "2.0.0",
      "date": "2013-03-23"
    },
    {
      "version": "2.1.0",
      "date": "2013-04-25"
    },
    {
      "version": "3.0.0",
      "date": "2013-12-03"
    },
    {
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      "date": "2014-06-08"
    },
    {
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      "date": "2014-12-07"
    },
    {
      "version": "5.0.0",
      "date": "2015-09-13"
    },
    {
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    },
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      "date": "2017-01-27"
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      "date": "2018-03-19"
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      "date": "2018-07-17"
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      "date": "2020-05-21"
    },
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      "date": "2022-11-12"
    },
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      "date": "2025-07-22"
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      "date": "2026-05-16"
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    "Boruta",
    "conditionalTransdapter",
    "decohereTransdapter",
    "getConfirmedFormula",
    "getImpFerns",
    "getImpFruRaw",
    "getImpFruZ",
    "getImpLegacyRfGini",
    "getImpLegacyRfRaw",
    "getImpLegacyRfZ",
    "getImpRfGini",
    "getImpRfRaw",
    "getImpRfZ",
    "getNonRejectedFormula",
    "getSelectedAttributes",
    "imputeTransdapter",
    "plotImpHistory",
    "TentativeRoughFix"
  ],
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      "title": "Small redundant XOR data",
      "object": "srx",
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      "class": [
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      ],
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        "B",
        "N1",
        "N2",
        "N3",
        "AoB",
        "AnB",
        "nA",
        "Y"
      ],
      "rows": 32,
      "table": true,
      "tojson": true
    }
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      "page": "attStats",
      "title": "Extract attribute statistics",
      "topics": [
        "attStats"
      ]
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    {
      "page": "Boruta",
      "title": "Feature selection with the Boruta algorithm",
      "topics": [
        "Boruta",
        "Boruta.default",
        "Boruta.formula"
      ]
    },
    {
      "page": "conditionalTransdapter",
      "title": "Conditional transdapter",
      "topics": [
        "conditionalTransdapter"
      ]
    },
    {
      "page": "decohereTransdapter",
      "title": "Decohere transdapter",
      "topics": [
        "decohereTransdapter"
      ]
    },
    {
      "page": "getFormulae",
      "title": "Export Boruta result as a formula",
      "topics": [
        "getConfirmedFormula",
        "getNonRejectedFormula"
      ]
    },
    {
      "page": "getImpFerns",
      "title": "Random Ferns importance",
      "topics": [
        "getImpFerns"
      ]
    },
    {
      "page": "getImpFru",
      "title": "Fru Random Forest importance adapters",
      "topics": [
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        "getImpFru",
        "getImpFruRaw",
        "getImpFruZ"
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    },
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        "getImpLegacyRfGini",
        "getImpLegacyRfRaw",
        "getImpLegacyRfZ",
        "getLegacyImpRfRaw"
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    },
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      "title": "Ranger Random Forest importance adapters",
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        "getImpRfGini",
        "getImpRfRaw",
        "getImpRfZ"
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    },
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      "topics": [
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      ]
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    {
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      "topics": [
        "plot.Boruta"
      ]
    },
    {
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      "title": "Plot Boruta object as importance history",
      "topics": [
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      ]
    },
    {
      "page": "print.Boruta",
      "title": "Print Boruta object",
      "topics": [
        "print.Boruta"
      ]
    },
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      "topics": [
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      ]
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      "created": "2020-02-05 13:35:38",
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