{
  "_id": "6ae3402b3d0f299392dd163b",
  "Package": "xplaineff",
  "Type": "Package",
  "Title": "Decomposing Global Feature Effects Based on Feature Interactions",
  "Version": "0.1.1",
  "Authors@R": "c(\nperson(\n\"Zizheng\", \"Zhang\",\nemail = \"Zizheng.Zhang@stat.uni-muenchen.de\",\nrole = c(\"aut\", \"cre\"),\ncomment = c(ORCID = \"0009-0009-4252-8018\")\n),\nperson(\n\"Coco\", \"Bögel\",\nrole = \"aut\",\ncomment = c(ORCID = \"0009-0002-0683-4957\")\n),\nperson(\n\"Giuseppe\", \"Casalicchio\",\nemail = \"giuseppe.casalicchio@stat.uni-muenchen.de\",\nrole = \"aut\",\ncomment = c(ORCID = \"0000-0001-5324-5966\")\n),\nperson(\n\"Bernd\", \"Bischl\",\nrole = \"aut\",\ncomment = c(ORCID = \"0000-0001-6002-6980\")\n)\n)",
  "Description": "Implements the GADGET (Generalized Additive Decomposition\nof Global EffecTs) algorithm for interpretable machine\nlearning. The package recursively partitions the feature space\nto minimize heterogeneity of feature effects (e.g., Accumulated\nLocal Effects or Partial Dependence), producing a tree of\nregions where effects are more stable. It supports both ALE and\nPD strategies, works with 'mlr3' learners and provides\nvisualization of the interaction tree and regional effect\nplots. The method is described in Herbinger, J., Wright, M. N.,\nNagler, T., Bischl, B., and Casalicchio, G. (2024),\n\"Decomposing Global Feature Effects Based on Feature\nInteractions\"\n<https://jmlr.org/papers/volume25/23-0699/23-0699.pdf>.",
  "License": "MIT + file LICENSE",
  "URL": "https://github.com/mlr-org/xplaineff",
  "BugReports": "https://github.com/mlr-org/xplaineff/issues",
  "Encoding": "UTF-8",
  "RoxygenNote": "7.3.2",
  "Config/testthat/edition": "3",
  "VignetteBuilder": "knitr",
  "Collate": "'EffectStrategy.R' 'AleStrategy.R' 'GadgetTree.R' 'Node.R'\n'PdStrategy.R' 'RcppExports.R' 'calculate_ale.R'\n'calculate_ale_fast.R' 'calculate_ale_heterogeneity.R'\n'calculate_pd.R' 'categorical_split_utils.R'\n'choose_operator.R' 'convert_tree_to_list.R'\n'extract_split_info.R' 'factor_to_numeric.R'\n'find_node_by_id.R' 'mean_center_ice.R' 'node_heterogeneity.R'\n'node_transform_ale.R' 'order_categorical_levels.R'\n'plot_regional_ale.R' 'plot_regional_pd.R' 'plot_tree_ale.R'\n'plot_tree_pd.R' 'plot_tree_structure.R' 'plot_utils.R'\n'prepare_layout_data.R' 'prepare_plot_data_ale.R'\n'prepare_split_data_ale.R' 'prepare_split_data_pd.R'\n'prepare_split_data_utils.R' 'search_best_split_ale.R'\n'search_best_split_point_ale.R' 'track_split_condition.R'\n'xplaineff_internal.R' 'xplaineff_package.R'",
  "NeedsCompilation": "yes",
  "Packaged": {
    "Date": "2026-10-29 12:40:33 UTC",
    "User": "root"
  },
  "Author": "Zizheng Zhang [aut, cre] (ORCID:\n<https://orcid.org/0009-0009-4252-8018>), Coco Bögel [aut]\n(ORCID: <https://orcid.org/0009-0002-0683-4957>), Giuseppe\nCasalicchio [aut] (ORCID:\n<https://orcid.org/0000-0001-5324-5966>), Bernd Bischl [aut]\n(ORCID: <https://orcid.org/0000-0001-6002-6980>)",
  "Maintainer": "Zizheng Zhang <Zizheng.Zhang@stat.uni-muenchen.de>",
  "Repository": "https://cran.r-universe.dev",
  "Date/Publication": "2026-09-29 11:30:02 UTC",
  "RemoteUrl": "https://github.com/cran/xplaineff",
  "RemoteRef": "HEAD",
  "RemoteSha": "6958470630ec130ca8264cb25689e2433d5b4270",
  "_user": "cran",
  "_type": "src",
  "_file": "xplaineff_0.1.1.tar.gz",
  "_fileid": "https://r2.ropensci.org/9d8c2cb7c4e849578d8636ed8bd77633a0e0c4a34f390690928aefe0750ff1df",
  "_filesize": 2301111,
  "_sha256": "9d8c2cb7c4e849578d8636ed8bd77633a0e0c4a34f390690928aefe0750ff1df",
  "_expires": "2027-02-06T12:46:33.000Z",
  "_created": "2026-10-29T12:40:33.000Z",
  "_published": "2026-10-29T12:46:35.410Z",
  "_upstream": "https://github.com/cran/xplaineff",
  "_status": "success",
  "_maintainer": {
    "name": "Zizheng Zhang",
    "email": "zizheng.zhang@stat.uni-muenchen.de",
    "orcid": "0009-0009-4252-8018"
  },
  "_jobs": [
    {
      "job": 123452613048,
      "time": 153,
      "config": "linux-devel-arm64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "12898191897"
    },
    {
      "job": 123452612980,
      "time": 194,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "12898540196"
    },
    {
      "job": 123452613090,
      "time": 152,
      "config": "linux-release-arm64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "12898022285"
    },
    {
      "job": 123452612989,
      "time": 159,
      "config": "linux-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "12898530043"
    },
    {
      "job": 123450331570,
      "time": 288,
      "config": "source",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "12898225905"
    },
    {
      "job": 123452612939,
      "time": 146,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "12897957522"
    },
    {
      "job": 123452613129,
      "time": 286,
      "config": "windows-devel-arm64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "12898371204"
    },
    {
      "job": 123452613080,
      "time": 216,
      "config": "windows-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "12897014631"
    },
    {
      "job": 123452613045,
      "time": 285,
      "config": "windows-release-arm64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "12897199089"
    },
    {
      "job": 123452613134,
      "time": 188,
      "config": "windows-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "12898102159"
    }
  ],
  "_buildurl": "https://github.com/r-universe/cran/actions/runs/40874444155",
  "_commit": {
    "id": "6958470630ec130ca8264cb25689e2433d5b4270",
    "author": "Zizheng Zhang <Zizheng.Zhang@stat.uni-muenchen.de>",
    "committer": "cran-robot <csardi.gabor+cran@gmail.com>",
    "message": "version 0.1.1\n",
    "time": 1790681402
  },
  "_distro": "resolute",
  "_host": "GitHub-Actions",
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 4.3.0",
      "role": "Depends"
    },
    {
      "package": "Rcpp",
      "role": "LinkingTo"
    },
    {
      "package": "RcppArmadillo",
      "role": "LinkingTo"
    },
    {
      "package": "checkmate",
      "version": ">= 2.3.2",
      "role": "Imports"
    },
    {
      "package": "cli",
      "version": ">= 3.0.0",
      "role": "Imports"
    },
    {
      "package": "data.table",
      "version": ">= 1.14.0",
      "role": "Imports"
    },
    {
      "package": "ggplot2",
      "version": ">= 3.5.2",
      "role": "Imports"
    },
    {
      "package": "ggraph",
      "version": ">= 2.2.1",
      "role": "Imports"
    },
    {
      "package": "igraph",
      "version": ">= 2.1.4",
      "role": "Imports"
    },
    {
      "package": "mlr3misc",
      "version": ">= 0.14.0",
      "role": "Imports"
    },
    {
      "package": "patchwork",
      "version": ">= 1.3.0",
      "role": "Imports"
    },
    {
      "package": "R6",
      "version": ">= 2.6.1",
      "role": "Imports"
    },
    {
      "package": "Rcpp",
      "version": ">= 1.0.0",
      "role": "Imports"
    },
    {
      "package": "testthat",
      "version": ">= 3.0.0",
      "role": "Suggests"
    },
    {
      "package": "knitr",
      "role": "Suggests"
    },
    {
      "package": "rmarkdown",
      "role": "Suggests"
    },
    {
      "package": "iml",
      "version": ">= 0.11.4",
      "role": "Suggests"
    },
    {
      "package": "mlr3",
      "role": "Suggests"
    },
    {
      "package": "mlr3learners",
      "role": "Suggests"
    },
    {
      "package": "ranger",
      "role": "Suggests"
    },
    {
      "package": "ISLR2",
      "role": "Suggests"
    },
    {
      "package": "rpart",
      "role": "Suggests"
    },
    {
      "package": "withr",
      "role": "Suggests"
    },
    {
      "package": "xgboost",
      "role": "Suggests"
    }
  ],
  "_owner": "cran",
  "_selfowned": false,
  "_usedby": 0,
  "_updates": [
    {
      "week": "2026-38",
      "n": 1
    },
    {
      "week": "2026-40",
      "n": 1
    }
  ],
  "_tags": [
    {
      "name": "0.1.0",
      "date": "2026-09-14"
    },
    {
      "name": "0.1.1",
      "date": "2026-09-29"
    }
  ],
  "_stars": 0,
  "_userbio": {
    "uuid": 6899542,
    "type": "organization",
    "name": "cran",
    "followers": 634,
    "description": "Unofficial read-only mirror of all CRAN R packages"
  },
  "_downloads": {
    "count": 356,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/xplaineff"
  },
  "_devurl": "https://github.com/mlr-org/xplaineff",
  "_searchresults": 10,
  "_topics": [
    "openblas",
    "cpp"
  ],
  "_rbuild": "4.6.1",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/manual.pdf",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md",
    "extra/xplaineff.html",
    "LICENSE"
  ],
  "_homeurl": "https://github.com/mlr-org/xplaineff",
  "_realowner": "mlr-org",
  "_cranurl": false,
  "_releases": [
    {
      "version": "0.1.0",
      "date": "2026-09-14"
    },
    {
      "version": "0.1.1",
      "date": "2026-09-29"
    }
  ],
  "_exports": [
    "AleStrategy",
    "GadgetTree",
    "PdStrategy"
  ],
  "_help": [
    {
      "page": "xplaineff-package",
      "title": "xplaineff: Generalized Additive Decomposition of Global EffecTs",
      "topics": [
        "xplaineff-package",
        "xplaineff"
      ]
    },
    {
      "page": "AleStrategy",
      "title": "AleStrategy: Generalized Additive Decomposition Based on ALE Effects",
      "topics": [
        "AleStrategy"
      ]
    },
    {
      "page": "GadgetTree",
      "title": "GadgetTree: Regional feature-effect tree",
      "topics": [
        "GadgetTree"
      ]
    },
    {
      "page": "PdStrategy",
      "title": "PdStrategy: Generalized Additive Decomposition Based on PD Effects",
      "topics": [
        "PdStrategy"
      ]
    }
  ],
  "_readme": "https://github.com/cran/xplaineff/raw/HEAD/README.md",
  "_rundeps": [
    "backports",
    "base64enc",
    "cachem",
    "checkmate",
    "cli",
    "cpp11",
    "data.table",
    "digest",
    "dplyr",
    "farver",
    "fastmap",
    "generics",
    "ggforce",
    "ggplot2",
    "ggraph",
    "ggrepel",
    "glue",
    "graphlayouts",
    "gridExtra",
    "gtable",
    "igraph",
    "isoband",
    "jsonlite",
    "labeling",
    "lattice",
    "lifecycle",
    "magrittr",
    "MASS",
    "Matrix",
    "memoise",
    "mlr3misc",
    "patchwork",
    "pillar",
    "pkgconfig",
    "polyclip",
    "purrr",
    "R6",
    "RColorBrewer",
    "Rcpp",
    "RcppArmadillo",
    "rlang",
    "S7",
    "scales",
    "stringi",
    "stringr",
    "systemfonts",
    "tibble",
    "tidygraph",
    "tidyr",
    "tidyselect",
    "tweenr",
    "utf8",
    "vctrs",
    "viridis",
    "viridisLite",
    "withr"
  ],
  "_sysdeps": [
    {
      "shlib": "libblas",
      "package": "libopenblas0-pthread",
      "source": "openblas",
      "version": "0.3.32+ds-5",
      "name": "openblas",
      "homepage": "https://www.openblas.net/",
      "description": "Optimized BLAS (linear algebra) library (shared lib, pthread)"
    },
    {
      "shlib": "libstdc++",
      "package": "libstdc++6",
      "source": "gcc",
      "version": "16-20260322-1ubuntu1",
      "name": "c++",
      "homepage": "http://gcc.gnu.org/",
      "description": "GNU Standard C++ Library v3"
    }
  ],
  "_vignettes": [
    {
      "source": "xplaineff.Rmd",
      "filename": "xplaineff.html",
      "title": "Getting started with xplaineff",
      "engine": "knitr::rmarkdown",
      "headings": [
        "What xplaineff does",
        "Example 1: a PD tree on synthetic data",
        "Example 2: a PD tree on the bike-sharing data",
        "Example 3: an ALE tree on the bike-sharing data",
        "Controlling the output",
        "Using precomputed effects",
        "Categorical split features",
        "References"
      ],
      "created": "2026-09-29 11:30:02",
      "modified": "2026-09-29 11:30:02",
      "commits": 1
    }
  ],
  "_score": 3,
  "_indexed": false,
  "_nocasepkg": "xplaineff",
  "_universes": [
    "cran"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.1.1",
      "date": "2026-10-29T12:43:01.000Z",
      "distro": "resolute",
      "arch": "aarch64",
      "commit": "6958470630ec130ca8264cb25689e2433d5b4270",
      "fileid": "https://r2.ropensci.org/dab38d9935c0d5bbb5b87319685f729c27b1511a26970118218295fc467cb7cc",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/40874444155"
    },
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.1.1",
      "date": "2026-10-29T12:43:22.000Z",
      "distro": "resolute",
      "arch": "x86_64",
      "commit": "6958470630ec130ca8264cb25689e2433d5b4270",
      "fileid": "https://r2.ropensci.org/e288abe0afb29144e647f25176fac96dd4b7c841a5942e28fac6ded0323ab9b8",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/40874444155"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "0.1.1",
      "date": "2026-10-29T12:43:01.000Z",
      "distro": "resolute",
      "arch": "aarch64",
      "commit": "6958470630ec130ca8264cb25689e2433d5b4270",
      "fileid": "https://r2.ropensci.org/0673cd5a5791e2f87c2ec21eccecab71ce4065500cf308e9eee7f3b546f70d9e",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/40874444155"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "0.1.1",
      "date": "2026-10-29T12:43:11.000Z",
      "distro": "resolute",
      "arch": "x86_64",
      "commit": "6958470630ec130ca8264cb25689e2433d5b4270",
      "fileid": "https://r2.ropensci.org/dcc5e3abff4e9613280c0e4b300302d3eab24a51d5a27893803e7686e97a1b03",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/40874444155"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "0.1.1",
      "date": "2026-10-29T12:43:29.000Z",
      "arch": "emscripten",
      "commit": "6958470630ec130ca8264cb25689e2433d5b4270",
      "fileid": "https://r2.ropensci.org/443f3c7b4053765735f20ea70c565be58acde45a9ad90db4c68b5512821e8953",
      "status": "success",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/40874444155"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "0.1.1",
      "date": "2026-10-29T12:44:44.000Z",
      "arch": "aarch64",
      "commit": "6958470630ec130ca8264cb25689e2433d5b4270",
      "fileid": "https://r2.ropensci.org/7926cddf05e3bc099d36484df0a11d632fae80eef68c7a30e0e13f93287b6339",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/40874444155"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "0.1.1",
      "date": "2026-10-29T12:42:33.000Z",
      "arch": "x86_64",
      "commit": "6958470630ec130ca8264cb25689e2433d5b4270",
      "fileid": "https://r2.ropensci.org/c53c769643c704c76d64fc3b5b5785f781bc350cc61dd7fb192ee29336fedb19",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/40874444155"
    },
    {
      "r": "4.6.1",
      "os": "win",
      "version": "0.1.1",
      "date": "2026-10-29T12:44:41.000Z",
      "arch": "aarch64",
      "commit": "6958470630ec130ca8264cb25689e2433d5b4270",
      "fileid": "https://r2.ropensci.org/066e4bdd51ff1278db14503fa054d270949bcdac7578441e8947f10821ffb14a",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/40874444155"
    },
    {
      "r": "4.6.1",
      "os": "win",
      "version": "0.1.1",
      "date": "2026-10-29T12:42:30.000Z",
      "arch": "x86_64",
      "commit": "6958470630ec130ca8264cb25689e2433d5b4270",
      "fileid": "https://r2.ropensci.org/edea839960ad20cd0a493112a280fe932d8d29a7f90e6c8d243a098db6afada2",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/40874444155"
    }
  ]
}