{ "_id": "6ab22a7b3d719c1f84089b96", "Package": "hstats", "Title": "Interaction Statistics", "Version": "1.2.2", "Authors@R": "c(\nperson(\"Michael\", \"Mayer\", , \"mayermichael79@gmail.com\", role = c(\"aut\", \"cre\"),\ncomment = c(ORCID = \"0009-0007-2540-9629\")),\nperson(\"Przemyslaw\", \"Biecek\", , \"przemyslaw.biecek@gmail.com\", role = \"ctb\",\ncomment = c(ORCID = \"0000-0001-8423-1823\"))\n)", "Description": "Fast, model-agnostic implementation of different\nH-statistics introduced by Jerome H. Friedman and Bogdan E.\nPopescu (2008) . These statistics\nquantify interaction strength per feature, feature pair, and\nfeature triple. The package supports multi-output predictions\nand can account for case weights. In addition, several variants\nof the original statistics are provided. The shape of the\ninteractions can be explored through partial dependence plots\nor individual conditional expectation plots. 'DALEX'\nexplainers, meta learners ('mlr3', 'tidymodels', 'caret') and\nmost other models work out-of-the-box.", "License": "GPL (>= 2)", "Encoding": "UTF-8", "Roxygen": "list(markdown = TRUE)", "RoxygenNote": "7.3.2", "Config/testthat/edition": "3", "URL": "https://github.com/ModelOriented/hstats/,\nhttps://modeloriented.github.io/hstats/", "BugReports": "https://github.com/ModelOriented/hstats/issues/", "Repository": "https://modeloriented.r-universe.dev", "Date/Publication": "2026-01-01 17:18:04 UTC", "RemoteUrl": "https://github.com/modeloriented/hstats", "RemoteRef": "HEAD", "RemoteSha": "5e062f829843f4203ee68ff23c0a1bef037c012c", "NeedsCompilation": "no", "Packaged": { "Date": "2026-09-22 07:09:37 UTC", "User": "root" }, "Author": "Michael Mayer [aut, cre] (ORCID:\n),\nPrzemyslaw Biecek [ctb] (ORCID:\n)", "Maintainer": "Michael Mayer ", "_user": "modeloriented", "_type": "src", "_file": "hstats_1.2.2.tar.gz", "_fileid": "https://r2.ropensci.org/3f6f4a2fe29c39c037ff1a1ecc3aefa5b80990de19f2077e21ab9073fbb12a14", "_filesize": 678709, "_sha256": "3f6f4a2fe29c39c037ff1a1ecc3aefa5b80990de19f2077e21ab9073fbb12a14", "_expires": "2026-12-31T07:12:57.000Z", "_created": "2026-09-22T07:09:37.000Z", "_published": "2026-09-29T16:42:33.645Z", "_jobs": [ { "job": 106649854170, "time": 157, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "10680603956" }, { "job": 106649854127, "time": 153, "config": "linux-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "10681053277" }, { "job": 106649854098, "time": 119, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "10681198002" }, { "job": 106649854087, "time": 84, "config": "macos-release-arm64", "r": "4.6.1", "check": "OK", "artifact": "10681347638" }, { "job": 106649121314, "time": 168, "config": "source", "r": "4.6.1", "check": "OK", "artifact": "10680723570" }, { "job": 106649854158, "time": 104, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "10681342661" }, { "job": 106649854207, "time": 101, "config": "windows-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "10680449260" }, { "job": 106649854287, "time": 89, "config": "windows-oldrel-x86_64", "r": "4.5.3", "check": "OK", "artifact": "10680908318" }, { "job": 106649854260, "time": 92, "config": "windows-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "10681607090" } ], "_host": "GitHub-Actions", "_buildurl": "https://github.com/r-universe/modeloriented/actions/runs/35697940258", "_status": "success", "_upstream": "https://github.com/modeloriented/hstats", "_commit": { "id": "5e062f829843f4203ee68ff23c0a1bef037c012c", "author": "Michael Mayer ", "committer": "GitHub ", "message": "Merge pull request #127 from ModelOriented/xgb3\n\nUse XGBoost version 3.0", "time": 1767287884 }, "_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": "ggplot2", "role": "Imports" }, { "package": "stats", "role": "Imports" }, { "package": "utils", "role": "Imports" }, { "package": "testthat", "version": ">= 3.0.0", "role": "Suggests" } ], "_owner": "modeloriented", "_selfowned": true, "_usedby": 1, "_updates": [ { "week": "2025-41", "n": 1 }, { "week": "2025-42", "n": 1 }, { "week": "2026-01", "n": 1 } ], "_tags": [ { "name": "1.2.2", "date": "2025-10-13" } ], "_topics": [ "interaction", "interpretability", "machine-learning", "rstat", "statistics", "xai" ], "_stars": 36, "_contributors": [ { "user": "mayer79", "count": 458, "uuid": 16206095 } ], "_userbio": { "uuid": 44725555, "type": "organization", "name": "Model Oriented", "followers": 147 }, "_downloads": { "count": 364, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/hstats" }, "_devurl": "https://github.com/modeloriented/hstats", "_pkgdown": "https://modeloriented.github.io/hstats/", "_searchresults": 80, "_rbuild": "4.6.1", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/hstats.html", "extra/manual.pdf", "extra/NEWS.html", "extra/NEWS.txt", "extra/readme.html", "extra/readme.md" ], "_homeurl": "https://github.com/modeloriented/hstats", "_realowner": "modeloriented", "_cranurl": true, "_releases": [ { "version": "0.1.0", "date": "2023-07-18" }, { "version": "0.2.0", "date": "2023-09-03" }, { "version": "0.3.0", "date": "2023-09-29" }, { "version": "1.0.0", "date": "2023-10-21" }, { "version": "1.1.0", "date": "2023-11-13" }, { "version": "1.1.1", "date": "2023-12-06" }, { "version": "1.1.2", "date": "2024-02-03" }, { "version": "1.2.0", "date": "2024-07-12" }, { "version": "1.2.1", "date": "2024-08-17" }, { "version": "1.2.2", "date": "2025-10-13" } ], "_exports": [ "average_loss", "h2", "h2_overall", "h2_pairwise", "h2_threeway", "hstats", "ice", "multivariate_grid", "partial_dep", "pd_importance", "perm_importance", "univariate_grid" ], "_help": [ { "page": "sub-.hstats_matrix", "title": "Subsets \"hstats_matrix\" Object", "topics": [ "[.hstats_matrix" ] }, { "page": "average_loss", "title": "Average Loss", "topics": [ "average_loss", "average_loss.default", "average_loss.explainer", "average_loss.ranger" ] }, { "page": "dim.hstats_matrix", "title": "Dimensions of \"hstats_matrix\" Object", "topics": [ "dim.hstats_matrix" ] }, { "page": "dimnames.hstats_matrix", "title": "Dimnames of \"hstats_matrix\" Object", "topics": [ "dimnames.hstats_matrix" ] }, { "page": "dimnames-set-.hstats_matrix", "title": "Dimnames (Replacement Method) of \"hstats_matrix\"", "topics": [ "dimnames<-.hstats_matrix" ] }, { "page": "h2", "title": "Total Interaction Strength", "topics": [ "h2", "h2.default", "h2.hstats" ] }, { "page": "h2_overall", "title": "Overall Interaction Strength", "topics": [ "h2_overall", "h2_overall.default", "h2_overall.hstats" ] }, { "page": "h2_pairwise", "title": "Pairwise Interaction Strength", "topics": [ "h2_pairwise", "h2_pairwise.default", "h2_pairwise.hstats" ] }, { "page": "h2_threeway", "title": "Three-way Interaction Strength", "topics": [ "h2_threeway", "h2_threeway.default", "h2_threeway.hstats" ] }, { "page": "hstats", "title": "Calculate Interaction Statistics", "topics": [ "hstats", "hstats.default", "hstats.explainer", "hstats.ranger" ] }, { "page": "ice", "title": "Individual Conditional Expectations", "topics": [ "ice", "ice.default", "ice.explainer", "ice.ranger" ] }, { "page": "multivariate_grid", "title": "Multivariate Grid", "topics": [ "multivariate_grid" ] }, { "page": "partial_dep", "title": "Partial Dependence Plot", "topics": [ "partial_dep", "partial_dep.default", "partial_dep.explainer", "partial_dep.ranger" ] }, { "page": "pd_importance", "title": "PD Bases Importance (Experimental)", "topics": [ "pd_importance", "pd_importance.default", "pd_importance.hstats" ] }, { "page": "perm_importance", "title": "Permutation Importance", "topics": [ "perm_importance", "perm_importance.default", "perm_importance.explainer", "perm_importance.ranger" ] }, { "page": "plot.hstats", "title": "Plot Method for \"hstats\" Object", "topics": [ "plot.hstats" ] }, { "page": "plot.hstats_matrix", "title": "Plots \"hstats_matrix\" Object", "topics": [ "plot.hstats_matrix" ] }, { "page": "plot.ice", "title": "Plots \"ice\" Object", "topics": [ "plot.ice" ] }, { "page": "plot.partial_dep", "title": "Plots \"partial_dep\" Object", "topics": [ "plot.partial_dep" ] }, { "page": "print.hstats", "title": "Print Method", "topics": [ "print.hstats" ] }, { "page": "print.hstats_matrix", "title": "Prints \"hstats_matrix\" Object", "topics": [ "print.hstats_matrix" ] }, { "page": "print.hstats_summary", "title": "Print Method", "topics": [ "print.hstats_summary" ] }, { "page": "print.ice", "title": "Prints \"ice\" Object", "topics": [ "print.ice" ] }, { "page": "print.partial_dep", "title": "Prints \"partial_dep\" Object", "topics": [ "print.partial_dep" ] }, { "page": "summary.hstats", "title": "Summary Method", "topics": [ "summary.hstats" ] }, { "page": "univariate_grid", "title": "Univariate Grid", "topics": [ "univariate_grid" ] } ], "_pkglogo": "https://github.com/modeloriented/hstats/raw/HEAD/man/figures/logo.png", "_readme": "https://github.com/modeloriented/hstats/raw/HEAD/README.md", "_rundeps": [ "cli", "cpp11", "farver", "ggplot2", "glue", "gtable", "isoband", "labeling", "lifecycle", "R6", "RColorBrewer", "rlang", "S7", "scales", "vctrs", "viridisLite", "withr" ], "_score": 6.1126050015345745, "_indexed": true, "_nocasepkg": "hstats", "_universes": [ "modeloriented", "mayer79" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "1.2.2", "date": "2026-09-22T07:12:04.000Z", "distro": "resolute", "commit": "5e062f829843f4203ee68ff23c0a1bef037c012c", "fileid": "https://r2.ropensci.org/1822a74a3678262579f4e63c6855ef20f98856d1f9545270c3395fc427112e93", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/35697940258" }, { "r": "4.6.1", "os": "linux", "version": "1.2.2", "date": "2026-09-22T07:12:02.000Z", "distro": "resolute", "commit": "5e062f829843f4203ee68ff23c0a1bef037c012c", "fileid": "https://r2.ropensci.org/7899070824b6e2a8ccd181c3c7734537c274dff1bfbb865d16c88b6ea2be11e0", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/35697940258" }, { "r": "4.5.3", "os": "mac", "version": "1.2.2", "date": "2026-09-22T07:11:36.000Z", "commit": "5e062f829843f4203ee68ff23c0a1bef037c012c", "fileid": "https://r2.ropensci.org/0fbfbc2c4478d3b31faeae0256c17a5aa6422a6758d7095319380c7382154080", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/35697940258" }, { "r": "4.6.1", "os": "mac", "version": "1.2.2", "date": "2026-09-22T07:11:10.000Z", "commit": "5e062f829843f4203ee68ff23c0a1bef037c012c", "fileid": "https://r2.ropensci.org/c1130386bb5b1da565e7a93bd32a82ea89d0bb52a2340cf68aeb81abb89a27fd", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/35697940258" }, { "r": "4.6.0", "os": "wasm", "version": "1.2.2", "date": "2026-09-22T07:11:47.000Z", "commit": "5e062f829843f4203ee68ff23c0a1bef037c012c", "fileid": "https://r2.ropensci.org/beec41f7ad27f41b7728b71a8a4fb09c9eb21a81626f4369809fa6b413feb653", "status": "success", "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/35697940258" }, { "r": "4.7.0", "os": "win", "version": "1.2.2", "date": "2026-09-22T07:10:55.000Z", "commit": "5e062f829843f4203ee68ff23c0a1bef037c012c", "fileid": "https://r2.ropensci.org/aa3751deb3e3ecfe50b1ceed140c1a220c97d39edbf3b58bac6717e141a62579", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/35697940258" }, { "r": "4.5.3", "os": "win", "version": "1.2.2", "date": "2026-09-22T07:10:49.000Z", "commit": "5e062f829843f4203ee68ff23c0a1bef037c012c", "fileid": "https://r2.ropensci.org/951010e9e39f3cdda63cb9733f8d4232b216061aa4d92d5a91a1a86cf8698502", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/35697940258" }, { "r": "4.6.1", "os": "win", "version": "1.2.2", "date": "2026-09-22T07:10:50.000Z", "commit": "5e062f829843f4203ee68ff23c0a1bef037c012c", "fileid": "https://r2.ropensci.org/3527bd470db4735f789bd343c13b4c0956d15992974581cac70301b72cc7b230", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/modeloriented/actions/runs/35697940258" } ] }