{ "_id": "6a59d79409eb0996dd68e8c1", "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, ) 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": "2026-07-17 07:16:50 UTC", "User": "root" }, "Author": "Michael Mayer [aut, cre] (ORCID:\n),\nDavid Watson [aut] (ORCID: ),\nPrzemyslaw Biecek [ctb] (ORCID:\n)", "Maintainer": "Michael Mayer ", "_user": "modeloriented", "_type": "src", "_file": "kernelshap_0.9.1.tar.gz", "_fileid": "https://r2.ropensci.org/977b7449f7f130d677eefaed7082c10276ac74f868cd1791ec29025660dd649b", "_filesize": 388678, "_sha256": "977b7449f7f130d677eefaed7082c10276ac74f868cd1791ec29025660dd649b", "_expires": "2026-10-25T07:19:46.000Z", "_created": "2026-07-17T07:16:50.000Z", "_published": "2026-07-17T07:19:48.301Z", "_jobs": [ { "job": 87828119894, "time": 124, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "8399880318" }, { "job": 87828119883, "time": 133, "config": "linux-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "8399882871" }, { "job": 87828119977, "time": 103, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "8399873011" }, { "job": 87828119882, "time": 91, "config": "macos-release-arm64", "r": "4.6.1", "check": "OK", "artifact": "8399869508" }, { "job": 87827584146, "time": 198, "config": "source", "r": "4.6.1", "check": "OK", "artifact": "8399838170" }, { "job": 87828119913, "time": 100, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "8399871724" }, { "job": 87828119898, "time": 78, "config": "windows-devel", "r": "4.7.0", "check": "OK", "artifact": "8399865027" }, { "job": 87828119891, "time": 69, "config": "windows-oldrel", "r": "4.5.3", "check": "OK", "artifact": "8399862576" }, { "job": 87828119870, "time": 75, "config": "windows-release", "r": "4.6.1", "check": "OK", "artifact": "8399864100" } ], "_host": "GitHub-Actions", "_buildurl": "https://github.com/r-universe/modeloriented/actions/runs/29562415038", "_status": "success", "_upstream": "https://github.com/modeloriented/kernelshap", "_commit": { "id": "7f524cd20b59cb68bb7ff58b36bde8112b6122a3", "author": "Michael Mayer ", "committer": "GitHub ", "message": "Merge pull request #178 from ModelOriented/cran-release\n\nCran release", "time": 1758383288 }, "_maintainer": { "name": "Michael Mayer", "email": "mayermichael79@gmail.com", "login": "mayer79", "orcid": "0009-0007-2540-9629", "description": "Unbiased statistics | ML", "uuid": 16206095 }, "_distro": "resolute", "_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": "2025-29", "n": 5 }, { "week": "2025-30", "n": 5 }, { "week": "2025-32", "n": 1 }, { "week": "2025-38", "n": 2 } ], "_tags": [ { "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": 145 }, "_downloads": { "count": 6923, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/kernelshap" }, "_devurl": "https://github.com/modeloriented/kernelshap", "_searchresults": 247, "_rbuild": "4.6.1", "_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": 9.165262060770594, "_indexed": true, "_nocasepkg": "kernelshap", "_universes": [ "modeloriented", "mayer79" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.9.1", "date": "2026-07-17T07:18:53.000Z", "distro": "resolute", "commit": "7f524cd20b59cb68bb7ff58b36bde8112b6122a3", "fileid": "https://r2.ropensci.org/80b6b86f1369bb370e6e849ddfeefe02366162c810c4b4b988231389d717a288", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/29562415038" }, { "r": "4.6.1", "os": "linux", "version": "0.9.1", "date": "2026-07-17T07:18:59.000Z", "distro": "resolute", "commit": "7f524cd20b59cb68bb7ff58b36bde8112b6122a3", "fileid": "https://r2.ropensci.org/d08a44f2040290bf9b1bdb41d694a27f868deb9162a2c840fbd576818dce7cad", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/29562415038" }, { "r": "4.5.3", "os": "mac", "version": "0.9.1", "date": "2026-07-17T07:18:32.000Z", "commit": "7f524cd20b59cb68bb7ff58b36bde8112b6122a3", "fileid": "https://r2.ropensci.org/fba6f1ed57b7407829c834f793613967d76bcf5a9e09993d34dfeb1cf3d65973", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/29562415038" }, { "r": "4.6.1", "os": "mac", "version": "0.9.1", "date": "2026-07-17T07:18:24.000Z", "commit": "7f524cd20b59cb68bb7ff58b36bde8112b6122a3", "fileid": "https://r2.ropensci.org/7a42ec20947ed551b3cd371a8c9bc798814735643924e5f0c580326179c63a9f", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/29562415038" }, { "r": "4.6.0", "os": "wasm", "version": "0.9.1", "date": "2026-07-17T07:18:46.000Z", "commit": "7f524cd20b59cb68bb7ff58b36bde8112b6122a3", "fileid": "https://r2.ropensci.org/11b4b62b68be46ea2fe7dc8bb44876938f9b198e181ae08a1bddc8c45b6c9d2d", "status": "success", "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/29562415038" }, { "r": "4.7.0", "os": "win", "version": "0.9.1", "date": "2026-07-17T07:17:58.000Z", "commit": "7f524cd20b59cb68bb7ff58b36bde8112b6122a3", "fileid": "https://r2.ropensci.org/9cbd30ded2b7ffb333c492692a0c291b8f3492e3fd0d068effbeda50021defde", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/29562415038" }, { "r": "4.5.3", "os": "win", "version": "0.9.1", "date": "2026-07-17T07:17:52.000Z", "commit": "7f524cd20b59cb68bb7ff58b36bde8112b6122a3", "fileid": "https://r2.ropensci.org/42271546619f5ae5006c3a7e81cc50fab4da976f077aa20a96a5b8997f097536", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/29562415038" }, { "r": "4.6.1", "os": "win", "version": "0.9.1", "date": "2026-07-17T07:17:55.000Z", "commit": "7f524cd20b59cb68bb7ff58b36bde8112b6122a3", "fileid": "https://r2.ropensci.org/77814f79b8b1e871caae8f22bc0f90516475374d6d084c0db4f07ecb739e1f22", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/29562415038" } ] }