{
  "_id": "6a326bf43efcd9bda4387478",
  "Package": "kernelshap",
  "Title": "Kernel SHAP",
  "Version": "0.9.1",
  "Authors@R": "c(\nperson(\"Michael\", \"Mayer\", , \"mayermichael79@gmail.com\", role = c(\"aut\", \"cre\"),\ncomment = c(ORCID = \"0009-0007-2540-9629\")),\nperson(\"David\", \"Watson\", , \"david.s.watson11@gmail.com\", role = \"aut\",\ncomment = c(ORCID = \"0000-0001-9632-2159\")),\nperson(\"Przemyslaw\", \"Biecek\", , \"przemyslaw.biecek@gmail.com\", role = \"ctb\",\ncomment = c(ORCID = \"0000-0001-8423-1823\"))\n)",
  "Description": "Efficient implementation of Kernel SHAP (Lundberg and Lee,\n2017, <doi:10.48550/arXiv.1705.07874>) permutation SHAP, and\nadditive SHAP for model interpretability.  For Kernel SHAP and\npermutation SHAP, if the number of features is too large for\nexact calculations, the algorithms iterate until the SHAP\nvalues are sufficiently precise in terms of their standard\nerrors.  The package integrates smoothly with meta-learning\npackages such as 'tidymodels', 'caret' or 'mlr3'. It supports\nmulti-output models, case weights, and parallel computations.\nVisualizations can be done using the R package 'shapviz'.",
  "License": "GPL (>= 2)",
  "Encoding": "UTF-8",
  "Roxygen": "list(markdown = TRUE)",
  "RoxygenNote": "7.3.2",
  "Config/testthat/edition": "3",
  "URL": "https://github.com/ModelOriented/kernelshap",
  "BugReports": "https://github.com/ModelOriented/kernelshap/issues",
  "Repository": "https://modeloriented.r-universe.dev",
  "Date/Publication": "2025-09-20 15:48:08 UTC",
  "RemoteUrl": "https://github.com/modeloriented/kernelshap",
  "RemoteRef": "HEAD",
  "RemoteSha": "7f524cd20b59cb68bb7ff58b36bde8112b6122a3",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-06-17 09:38:54 UTC",
    "User": "root"
  },
  "Author": "Michael Mayer [aut, cre] (ORCID:\n<https://orcid.org/0009-0007-2540-9629>),\nDavid Watson [aut] (ORCID: <https://orcid.org/0000-0001-9632-2159>),\nPrzemyslaw Biecek [ctb] (ORCID:\n<https://orcid.org/0000-0001-8423-1823>)",
  "Maintainer": "Michael Mayer <mayermichael79@gmail.com>",
  "MD5sum": "cdf9a0dad3030404a699c7991456310f",
  "_user": "modeloriented",
  "_type": "src",
  "_file": "kernelshap_0.9.1.tar.gz",
  "_fileid": "b09096a254747ce026512da593e1d63befd5709b6df01ec81523ecb060dc020f",
  "_filesize": 391581,
  "_sha256": "b09096a254747ce026512da593e1d63befd5709b6df01ec81523ecb060dc020f",
  "_created": "2026-06-17T09:38:54.000Z",
  "_published": "2026-06-17T09:42:12.125Z",
  "_distro": "noble",
  "_jobs": [
    {
      "job": 81864368141,
      "time": 159,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7691617378"
    },
    {
      "job": 81864368087,
      "time": 118,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7691603056"
    },
    {
      "job": 81864368113,
      "time": 102,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7691593341"
    },
    {
      "job": 81864368133,
      "time": 76,
      "config": "macos-release-arm64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7691582933"
    },
    {
      "job": 81863984231,
      "time": 125,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7691553433"
    },
    {
      "job": 81864368151,
      "time": 93,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7691590219"
    },
    {
      "job": 81864368107,
      "time": 121,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7691601342"
    },
    {
      "job": 81864368212,
      "time": 87,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7691588730"
    },
    {
      "job": 81864368137,
      "time": 68,
      "config": "windows-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7691580322"
    }
  ],
  "_buildurl": "https://github.com/r-universe/modeloriented/actions/runs/27679751476",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/modeloriented/kernelshap",
  "_commit": {
    "id": "7f524cd20b59cb68bb7ff58b36bde8112b6122a3",
    "author": "Michael Mayer <mayermichael79@gmail.com>",
    "committer": "GitHub <noreply@github.com>",
    "message": "Merge pull request #178 from ModelOriented/cran-release\n\nCran release",
    "time": 1758383288
  },
  "_maintainer": {
    "name": "Michael Mayer",
    "email": "mayermichael79@gmail.com",
    "login": "mayer79",
    "uuid": 16206095
  },
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 3.2.0",
      "role": "Depends"
    },
    {
      "package": "doFuture",
      "role": "Imports"
    },
    {
      "package": "foreach",
      "role": "Imports"
    },
    {
      "package": "stats",
      "role": "Imports"
    },
    {
      "package": "utils",
      "role": "Imports"
    },
    {
      "package": "testthat",
      "version": ">= 3.0.0",
      "role": "Suggests"
    }
  ],
  "_owner": "modeloriented",
  "_selfowned": true,
  "_usedby": 23,
  "_updates": [
    {
      "week": "2025-27",
      "n": 7
    },
    {
      "week": "2025-28",
      "n": 4
    },
    {
      "week": "2025-29",
      "n": 5
    },
    {
      "week": "2025-30",
      "n": 5
    },
    {
      "week": "2025-32",
      "n": 1
    },
    {
      "week": "2025-38",
      "n": 2
    }
  ],
  "_tags": [
    {
      "name": "0.8.0",
      "date": "2025-07-09"
    },
    {
      "name": "0.9.0",
      "date": "2025-07-25"
    }
  ],
  "_topics": [
    "explainable-ai",
    "interpretability",
    "interpretable-machine-learning",
    "machine-learning",
    "shap",
    "xai"
  ],
  "_stars": 62,
  "_contributors": [
    {
      "user": "mayer79",
      "count": 453,
      "uuid": 16206095
    },
    {
      "user": "pbiecek",
      "count": 2,
      "uuid": 4624318
    }
  ],
  "_userbio": {
    "uuid": 44725555,
    "type": "organization",
    "name": "Model Oriented",
    "followers": 143
  },
  "_downloads": {
    "count": 8756,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/kernelshap"
  },
  "_devurl": "https://github.com/modeloriented/kernelshap",
  "_searchresults": 239,
  "_rbuild": "4.6.0",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/kernelshap.html",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md",
    "manual.pdf"
  ],
  "_homeurl": "https://github.com/modeloriented/kernelshap",
  "_realowner": "modeloriented",
  "_cranurl": true,
  "_releases": [
    {
      "version": "0.1.0",
      "date": "2022-08-12"
    },
    {
      "version": "0.2.0",
      "date": "2022-09-05"
    },
    {
      "version": "0.3.0",
      "date": "2022-09-29"
    },
    {
      "version": "0.3.1",
      "date": "2022-11-18"
    },
    {
      "version": "0.3.2",
      "date": "2022-12-17"
    },
    {
      "version": "0.3.3",
      "date": "2023-01-14"
    },
    {
      "version": "0.3.4",
      "date": "2023-02-26"
    },
    {
      "version": "0.3.5",
      "date": "2023-03-31"
    },
    {
      "version": "0.3.6",
      "date": "2023-05-03"
    },
    {
      "version": "0.3.7",
      "date": "2023-05-17"
    },
    {
      "version": "0.3.8",
      "date": "2023-09-23"
    },
    {
      "version": "0.4.0",
      "date": "2023-11-10"
    },
    {
      "version": "0.4.1",
      "date": "2023-12-03"
    },
    {
      "version": "0.5.0",
      "date": "2024-05-26"
    },
    {
      "version": "0.6.0",
      "date": "2024-07-12"
    },
    {
      "version": "0.7.0",
      "date": "2024-08-17"
    },
    {
      "version": "0.8.0",
      "date": "2025-07-08"
    },
    {
      "version": "0.9.0",
      "date": "2025-07-25"
    },
    {
      "version": "0.9.1",
      "date": "2025-09-20"
    }
  ],
  "_exports": [
    "additive_shap",
    "is.kernelshap",
    "kernelshap",
    "permshap"
  ],
  "_help": [
    {
      "page": "additive_shap",
      "title": "Additive SHAP",
      "topics": [
        "additive_shap"
      ]
    },
    {
      "page": "is.kernelshap",
      "title": "Check for kernelshap",
      "topics": [
        "is.kernelshap"
      ]
    },
    {
      "page": "kernelshap",
      "title": "Kernel SHAP",
      "topics": [
        "kernelshap",
        "kernelshap.default",
        "kernelshap.ranger"
      ]
    },
    {
      "page": "permshap",
      "title": "Permutation SHAP",
      "topics": [
        "permshap",
        "permshap.default",
        "permshap.ranger"
      ]
    },
    {
      "page": "print.kernelshap",
      "title": "Prints \"kernelshap\" Object",
      "topics": [
        "print.kernelshap"
      ]
    },
    {
      "page": "summary.kernelshap",
      "title": "Summarizes \"kernelshap\" Object",
      "topics": [
        "summary.kernelshap"
      ]
    }
  ],
  "_pkglogo": "https://github.com/modeloriented/kernelshap/raw/HEAD/man/figures/logo.png",
  "_readme": "https://github.com/modeloriented/kernelshap/raw/HEAD/README.md",
  "_rundeps": [
    "codetools",
    "digest",
    "doFuture",
    "foreach",
    "future",
    "future.apply",
    "globals",
    "iterators",
    "listenv",
    "parallelly"
  ],
  "_score": 9.429065688799204,
  "_indexed": true,
  "_nocasepkg": "kernelshap",
  "_universes": [
    "modeloriented",
    "mayer79"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.9.1",
      "date": "2026-06-17T09:41:30.000Z",
      "distro": "noble",
      "commit": "7f524cd20b59cb68bb7ff58b36bde8112b6122a3",
      "fileid": "4a795dd363acbedc754325b05d28c952f1a46ff0ad487b454464055042333dce",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/27679751476"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "0.9.1",
      "date": "2026-06-17T09:40:55.000Z",
      "distro": "noble",
      "commit": "7f524cd20b59cb68bb7ff58b36bde8112b6122a3",
      "fileid": "d5451501e7664e63f503e55140ec32535d2a1805986819b4e8727a440bca0859",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/27679751476"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "0.9.1",
      "date": "2026-06-17T09:40:36.000Z",
      "commit": "7f524cd20b59cb68bb7ff58b36bde8112b6122a3",
      "fileid": "6adf79dc210a6030401e72641a18aa8d961b5f026b567a0ccba529491704a6d7",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/27679751476"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "0.9.1",
      "date": "2026-06-17T09:40:13.000Z",
      "commit": "7f524cd20b59cb68bb7ff58b36bde8112b6122a3",
      "fileid": "c71bc0bd940d4c07a24f6b7fcc88b03b5a1d8f16e13b04684fd8f24cb2e8b60c",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/27679751476"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "0.9.1",
      "date": "2026-06-17T09:40:44.000Z",
      "commit": "7f524cd20b59cb68bb7ff58b36bde8112b6122a3",
      "fileid": "5488536d607d4b579ab683b87bd6d73dc26d1d504aff634f11d961b119d8ab55",
      "status": "success",
      "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/27679751476"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "0.9.1",
      "date": "2026-06-17T09:40:46.000Z",
      "commit": "7f524cd20b59cb68bb7ff58b36bde8112b6122a3",
      "fileid": "98894fd803bfca3fb69722cf3743d7bb3a677daa4254d211ec1b235db537dcad",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/27679751476"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "0.9.1",
      "date": "2026-06-17T09:40:15.000Z",
      "commit": "7f524cd20b59cb68bb7ff58b36bde8112b6122a3",
      "fileid": "6d18cd59f64c79d275e9f2857926141f333e389d75eb91debdf8430367e45f05",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/27679751476"
    },
    {
      "r": "4.6.0",
      "os": "win",
      "version": "0.9.1",
      "date": "2026-06-17T09:40:00.000Z",
      "commit": "7f524cd20b59cb68bb7ff58b36bde8112b6122a3",
      "fileid": "3bfa7dd908ae754faa4a57f3481814b161f929dbded75349b0f394586dd77151",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/27679751476"
    }
  ]
}