{ "_id": "6a10b2a3acfb0bcc41cc46eb", "Package": "mlr3extralearners", "Title": "Extra Learners For mlr3", "Version": "1.5.2", "Authors@R": "c(\nperson(\"Raphael\", \"Sonabend\", , \"raphaelsonabend@gmail.com\", role = \"aut\",\ncomment = c(ORCID = \"0000-0001-9225-4654\")),\nperson(\"Patrick\", \"Schratz\", , \"patrick.schratz@gmail.com\", role = \"aut\",\ncomment = c(ORCID = \"0000-0003-0748-6624\")),\nperson(\"Lorenz A.\", \"Kapsner\", , \"lorenz.kapsner@gmail.com\", role = \"ctb\",\ncomment = c(ORCID = \"0000-0003-1866-860X\")),\nperson(\"Lennart\", \"Schneider\", , \"lennart.sch@web.de\", role = \"ctb\",\ncomment = c(ORCID = \"0000-0003-4152-5308\")),\nperson(\"Stephen A\", \"Lauer\", , \"stephenalauer@gmail.com\", role = \"ctb\",\ncomment = c(ORCID = \"0000-0003-2948-630X\")),\nperson(\"Pierre\", \"Camilleri\", , \"camilleri_pierre@hotmail.fr\", role = \"ctb\"),\nperson(\"Javier\", \"García\", , \"geshter@hotmail.com\", role = \"ctb\"),\nperson(\"Keenan\", \"Ganz\", , \"ganzkeenan1@gmail.com\", role = \"ctb\"),\nperson(\"Byron\", \"Jaeger\", , \"bjaeger@wakehealth.edu\", role = \"ctb\"),\nperson(\"Sebastian\", \"Fischer\", , \"sebf.fischer@gmail.com\", role = c(\"cre\", \"aut\")),\nperson(\"Zezhi\", \"Wang\", , \"homura@mail.ustc.edu.cn\", role = \"ctb\"),\nperson(\"John\", \"Zobolas\", , \"bblodfon@gmail.com\", role = \"aut\",\ncomment = c(ORCID = \"0000-0002-3609-8674\")),\nperson(\"Lukas\", \"Burk\", , \"burk@leibniz-bips.de\", role = \"ctb\",\ncomment = c(ORCID = \"0000-0001-7528-3795\")),\nperson(\"Lona\", \"Koers\", , \"lona.koers@gmail.com\", role = \"ctb\"),\nperson(\"Anna\", \"Nazarova\", , \"anna.nazarova@outlook.com\", role = \"ctb\"),\nperson(\"Baisu\", \"Zhou\", , \"baisu.zhou@outlook.com\", role = \"ctb\"),\nperson(\"Marc\", \"Becker\", , \"marcbecker@posteo.de\", role = \"ctb\",\ncomment = c(ORCID = \"0000-0002-8115-0400\")),\nperson(\"Nikolai\", \"German\", , \"niko.german@gmail.com\", role = \"ctb\"),\nperson(\"Alexander\", \"Winterstetter\", , \"alexanderwinterstetter@gmail.com\", role = \"ctb\"),\nperson(\"Imad\", \"El Badisy\", , \"elbadisyimad@gmail.com\", role = \"ctb\")\n)", "Description": "Extra learners for use in mlr3.", "License": "LGPL-3", "URL": "https://mlr3extralearners.mlr-org.com,\nhttps://github.com/mlr-org/mlr3extralearners", "BugReports": "https://github.com/mlr-org/mlr3extralearners/issues", "VignetteBuilder": "knitr, rmarkdown", "Remotes": [ "catboost/catboost/catboost/R-package", "mlr-org/mlr3cmprsk", "mlr-org/mlr3proba" ], "Config/Needs/website": "rmarkdown", "Config/testthat/edition": "3", "Config/testthat/parallel": "false", "Encoding": "UTF-8", "NeedsCompilation": "no", "Roxygen": "list(markdown = TRUE, r6 = TRUE)", "RoxygenNote": "7.3.3", "Config/pak/sysreqs": "cmake make libicu-dev libuv1-dev", "Repository": "https://mlr-org.r-universe.dev", "Date/Publication": "2026-04-22 10:33:51 UTC", "RemoteUrl": "https://github.com/mlr-org/mlr3extralearners", "RemoteRef": "v1.5.2", "RemoteSha": "ad16c882198aad421e1add7533d3c28a215cff12", "Packaged": { "Date": "2026-05-22 19:00:32 UTC", "User": "root" }, "Author": "Raphael Sonabend [aut] (ORCID: ),\nPatrick Schratz [aut] (ORCID: ),\nLorenz A. Kapsner [ctb] (ORCID:\n),\nLennart Schneider [ctb] (ORCID:\n),\nStephen A Lauer [ctb] (ORCID: ),\nPierre Camilleri [ctb],\nJavier García [ctb],\nKeenan Ganz [ctb],\nByron Jaeger [ctb],\nSebastian Fischer [cre, aut],\nZezhi Wang [ctb],\nJohn Zobolas [aut] (ORCID: ),\nLukas Burk [ctb] (ORCID: ),\nLona Koers [ctb],\nAnna Nazarova [ctb],\nBaisu Zhou [ctb],\nMarc Becker [ctb] (ORCID: ),\nNikolai German [ctb],\nAlexander Winterstetter [ctb],\nImad El Badisy [ctb]", "Maintainer": "Sebastian Fischer ", "MD5sum": "2eea6e828a4794eaf1a07aa01ee881cb", "_user": "mlr-org", "_type": "src", "_file": "mlr3extralearners_1.5.2.tar.gz", "_fileid": "ac714d826beb4de3cf7d9bebc9b969da1d472f890f356557bca8f1638964f8c5", "_filesize": 1804284, "_sha256": "ac714d826beb4de3cf7d9bebc9b969da1d472f890f356557bca8f1638964f8c5", "_created": "2026-05-22T19:00:32.000Z", "_published": "2026-05-22T19:46:43.337Z", "_distro": "noble", "_jobs": [ { "job": 77444757946, "time": 2193, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "ERROR", "artifact": "7168915253" }, { "job": 77444757957, "time": 2078, "config": "linux-release-x86_64", "r": "4.6.0", "check": "ERROR", "artifact": "7168880901" }, { "job": 77444757925, "time": 1195, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "ERROR", "artifact": "7169008349" }, { "job": 77444757937, "time": 1289, "config": "macos-release-arm64", "r": "4.6.0", "check": "ERROR", "artifact": "7168993243" }, { "job": 77443063934, "time": 524, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "7168242681" }, { "job": 77444757911, "time": 321, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7168385243" }, { "job": 77444757947, "time": 1953, "config": "windows-devel", "r": "4.7.0", "check": "ERROR", "artifact": "7168845035" }, { "job": 77444757966, "time": 1930, "config": "windows-oldrel", "r": "4.5.3", "check": "ERROR", "artifact": "7168838796" }, { "job": 77444757945, "time": 2134, "config": "windows-release", "r": "4.6.0", "check": "ERROR", "artifact": "7168898348" } ], "_buildurl": "https://github.com/r-universe/mlr-org/actions/runs/26278417385", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/mlr-org/mlr3extralearners", "_commit": { "id": "ad16c882198aad421e1add7533d3c28a215cff12", "author": "be-marc ", "committer": "be-marc ", "message": "release: 1.5.2\n", "time": 1776854031 }, "_maintainer": { "name": "Sebastian Fischer", "email": "sebf.fischer@gmail.com", "login": "sebffischer", "description": "PhD Student in Statistics", "uuid": 20975557 }, "_registered": true, "_dependencies": [ { "package": "mlr3", "version": ">= 1.2.0", "role": "Depends" }, { "package": "R", "version": ">= 3.3.0", "role": "Depends" }, { "package": "checkmate", "role": "Imports" }, { "package": "data.table", "role": "Imports" }, { "package": "methods", "role": "Imports" }, { "package": "mlr3cmprsk", "version": ">= 0.0.5", "role": "Imports" }, { "package": "mlr3misc", "version": ">= 0.19.0", "role": "Imports" }, { "package": "mlr3proba", "version": ">= 0.8.8", "role": "Imports" }, { "package": "paradox", "version": ">= 1.0.1", "role": "Imports" }, { "package": "R6", "role": "Imports" }, { "package": "withr", "role": "Imports" }, { "package": "abess", "role": "Suggests" }, { "package": "actuar", "role": "Suggests" }, { "package": "ada", "role": "Suggests" }, { "package": "adabag", "role": "Suggests" }, { "package": "aorsf", "version": ">= 0.1.5", "role": "Suggests" }, { "package": "apcluster", "role": "Suggests" }, { "package": "BART", "version": ">= 2.9.9", "role": "Suggests" }, { "package": "blockForest", "version": ">= 0.2.6", "role": "Suggests" }, { "package": "brnn", "role": "Suggests" }, { "package": "bst", "role": "Suggests" }, { "package": "C50", "role": "Suggests" }, { "package": "callr", "role": "Suggests" }, { "package": "caret", "version": ">= 7.0-1", "role": "Suggests" }, { "package": "catboost", "role": "Suggests" }, { "package": "class", "role": "Suggests" }, { "package": "coin", "role": "Suggests" }, { "package": "CoxBoost", "version": ">= 1.5.1", "role": "Suggests" }, { "package": "crs", "role": "Suggests" }, { "package": "Cubist", "version": ">= 0.6.0", "role": "Suggests" }, { "package": "curl", "role": "Suggests" }, { "package": "dbarts", "role": "Suggests" }, { "package": "deepnet", "version": ">= 0.2.1", "role": "Suggests" }, { "package": "earth", "role": "Suggests" }, { "package": "elasticnet", "role": "Suggests" }, { "package": "evtree", "role": "Suggests" }, { "package": "ExhaustiveSearch", "role": "Suggests" }, { "package": "fastai", "version": ">= 2.2.2", "role": "Suggests" }, { "package": "flexsurv", "version": ">= 2.3.2", "role": "Suggests" }, { "package": "FNN", "role": "Suggests" }, { "package": "formattable", "role": "Suggests" }, { "package": "frbs", "version": ">= 3.2-0", "role": "Suggests" }, { "package": "future", "role": "Suggests" }, { "package": "gbm", "version": ">= 2.2.2", "role": "Suggests" }, { "package": "glmnet", "version": ">= 4.1-6", "role": "Suggests" }, { "package": "GPfit", "version": ">= 1.0-9", "role": "Suggests" }, { "package": "h2o", "version": ">= 3.44.0.3", "role": "Suggests" }, { "package": "jsonlite", "role": "Suggests" }, { "package": "keras", "version": ">= 2.3.0", "role": "Suggests" }, { "package": "kernlab", "role": "Suggests" }, { "package": "klaR", "role": "Suggests" }, { "package": "knitr", "role": "Suggests" }, { "package": "laGP", "version": ">= 1.5-9", "role": "Suggests" }, { "package": "lgr", "role": "Suggests" }, { "package": "LiblineaR", "role": "Suggests" }, { "package": "lightgbm", "version": ">= 4.5.0", "role": "Suggests" }, { "package": "lme4", "version": ">= 1.1-38", "role": "Suggests" }, { "package": "MASS", "role": "Suggests" }, { "package": "mboost", "version": ">= 2.9-10", "role": "Suggests" }, { "package": "mda", "role": "Suggests" }, { "package": "mgcv", "version": ">= 1.9-4", "role": "Suggests" }, { "package": "mirai", "role": "Suggests" }, { "package": "mlr3cluster", "role": "Suggests" }, { "package": "mlr3learners", "version": ">= 0.12.0", "role": "Suggests" }, { "package": "mlr3pipelines", "role": "Suggests" }, { "package": "mvtnorm", "role": "Suggests" }, { "package": "ncvreg", "version": ">= 3.16.0", "role": "Suggests" }, { "package": "neuralnet", "role": "Suggests" }, { "package": "nnet", "role": "Suggests" }, { "package": "partykit", "version": ">= 1.2-21", "role": "Suggests" }, { "package": "penalized", "version": ">= 0.9-52", "role": "Suggests" }, { "package": "pls", "version": ">= 2.9-0", "role": "Suggests" }, { "package": "polyreg", "role": "Suggests" }, { "package": "prioritylasso", "version": ">= 0.3.1", "role": "Suggests" }, { "package": "pseudo", "role": "Suggests" }, { "package": "qgam", "role": "Suggests" }, { "package": "randomForest", "role": "Suggests" }, { "package": "randomForestSRC", "version": ">= 3.5.0", "role": "Suggests" }, { "package": "ranger", "version": ">= 0.17.0", "role": "Suggests" }, { "package": "remotes", "role": "Suggests" }, { "package": "reticulate", "role": "Suggests" }, { "package": "rFerns", "role": "Suggests" }, { "package": "rJava", "role": "Suggests" }, { "package": "rmarkdown", "role": "Suggests" }, { "package": "rotationForest", "role": "Suggests" }, { "package": "rpart", "role": "Suggests" }, { "package": "RRF", "version": ">= 1.9.4.1", "role": "Suggests" }, { "package": "rsm", "role": "Suggests" }, { "package": "RSNNS", "version": ">= 0.4-17", "role": "Suggests" }, { "package": "rvest", "role": "Suggests" }, { "package": "RWeka", "role": "Suggests" }, { "package": "sandwich", "role": "Suggests" }, { "package": "sda", "version": ">= 1.3.9", "role": "Suggests" }, { "package": "sparsediscrim", "role": "Suggests" }, { "package": "sparseLDA", "version": ">= 0.1-9", "role": "Suggests" }, { "package": "stats", "role": "Suggests" }, { "package": "stepPlr", "role": "Suggests" }, { "package": "survdistr", "version": ">= 0.0.3", "role": "Suggests" }, { "package": "survdnn", "version": ">= 0.7.5", "role": "Suggests" }, { "package": "survival", "role": "Suggests" }, { "package": "survivalsvm", "version": ">= 0.0.5", "role": "Suggests" }, { "package": "tensorflow", "version": ">= 2.0.0", "role": "Suggests" }, { "package": "testthat", "role": "Suggests" }, { "package": "tgp", "version": ">= 2.4-23", "role": "Suggests" }, { "package": "torch", "version": ">= 0.16.3", "role": "Suggests" }, { "package": "xgboost", "version": ">= 3.2.0.1", "role": "Suggests" } ], "_owner": "mlr-org", "_selfowned": true, "_usedby": 0, "_updates": [ { "week": "2025-21", "n": 1 }, { "week": "2025-22", "n": 3 }, { "week": "2025-23", "n": 2 }, { "week": "2025-25", "n": 2 }, { "week": "2025-26", "n": 1 }, { "week": "2025-27", "n": 2 }, { "week": "2025-28", "n": 5 }, { "week": "2025-30", "n": 17 }, { "week": "2025-31", "n": 6 }, { "week": "2025-33", "n": 2 }, { "week": "2025-34", "n": 4 }, { "week": "2025-35", "n": 2 }, { "week": "2025-37", "n": 4 }, { "week": "2025-38", "n": 1 }, { "week": "2025-40", "n": 19 }, { "week": "2025-42", "n": 3 }, { "week": "2025-43", "n": 3 }, { "week": "2025-44", "n": 15 }, { "week": "2025-45", "n": 1 }, { "week": "2025-46", "n": 7 }, { "week": "2025-47", "n": 5 }, { "week": "2025-48", "n": 1 }, { "week": "2025-49", "n": 1 }, { "week": "2025-51", "n": 1 }, { "week": "2026-02", "n": 1 }, { "week": "2026-03", "n": 24 }, { "week": "2026-04", "n": 11 }, { "week": "2026-05", "n": 4 }, { "week": "2026-06", "n": 11 }, { "week": "2026-09", "n": 1 }, { "week": "2026-10", "n": 5 }, { "week": "2026-12", "n": 7 }, { "week": "2026-13", "n": 2 }, { "week": "2026-14", "n": 9 }, { "week": "2026-15", "n": 1 }, { "week": "2026-16", "n": 4 }, { "week": "2026-17", "n": 2 } ], "_tags": [ { "name": "v1.1.0", "date": "2025-07-07" }, { "name": "v1.2.0", "date": "2025-10-13" }, { "name": "v1.3.0", "date": "2025-11-14" }, { "name": "v1.3.1", "date": "2025-12-01" }, { "name": "v1.4.0", "date": "2026-01-26" }, { "name": "v1.5.0", "date": "2026-04-02" }, { "name": "v1.5.1", "date": "2026-04-04" }, { "name": "v1.5.2", "date": "2026-04-22" } ], "_topics": [ "machine-learning", "mlr3" ], "_stars": 115, "_contributors": [ { "user": "sebffischer", "count": 319, "uuid": 20975557 }, { "user": "raphaels1", "count": 160, "uuid": 25639974 }, { "user": "be-marc", "count": 65, "uuid": 33069354 }, { "user": "bblodfon", "count": 56, "uuid": 10909555 }, { "user": "awinterstetter", "count": 32, "uuid": 184738701 }, { "user": "mllg", "count": 24, "uuid": 1260920 }, { "user": "annanzrv", "count": 17, "uuid": 66436605 }, { "user": "salauer", "count": 11, "uuid": 5013117 }, { "user": "m-muecke", "count": 9, "uuid": 26463953 }, { "user": "pierrecamilleri", "count": 8, "uuid": 22995923 }, { "user": "sumny", "count": 8, "uuid": 17437765 }, { "user": "jemus42", "count": 5, "uuid": 1613346 }, { "user": "pat-s", "count": 5, "uuid": 8430564 }, { "user": "jagarrod", "count": 5, "uuid": 34733963 }, { "user": "b-zhou", "count": 4, "uuid": 103633704 }, { "user": "bcjaeger", "count": 4, "uuid": 11821781 }, { "user": "lona-k", "count": 3, "uuid": 120468261 }, { "user": "web-flow", "count": 2, "uuid": 19864447 }, { "user": "vlegoff", "count": 1, "uuid": 160844540 }, { "user": "mb706", "count": 1, "uuid": 15801081 }, { "user": "bbayukari", "count": 1, "uuid": 40588568 }, { "user": "brandonxzl", "count": 1, "uuid": 96219790 }, { "user": "tdhock", "count": 1, "uuid": 932850 }, { "user": "stevenpawley", "count": 1, "uuid": 13805614 }, { "user": "nikogerman", "count": 1, "uuid": 129080480 }, { "user": "mnwright", "count": 1, "uuid": 9598192 }, { "user": "s-kganz", "count": 1, "uuid": 38630604 }, { "user": "ielbadisy", "count": 1, "uuid": 52789515 }, { "user": "harutyunyanliana", "count": 1, "uuid": 20249204 }, { "user": "damirpolat", "count": 1, "uuid": 31703384 }, { "user": "ck37", "count": 1, "uuid": 50770 }, { "user": "berndbischl", "count": 1, "uuid": 1225974 }, { "user": "abubakersuliman", "count": 1, "uuid": 40498532 } ], "_userbio": { "uuid": 12941794, "type": "organization", "name": "mlr-org" }, "_downloads": { "count": 0, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/mlr3extralearners" }, "_devurl": "https://github.com/mlr-org/mlr3extralearners", "_pkgdown": "https://mlr3extralearners.mlr-org.com", "_searchresults": 720, "_rbuild": "4.6.0", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/mlr3extralearners.html", "extra/NEWS.html", "extra/NEWS.txt", "extra/readme.html", "extra/readme.md", "manual.pdf" ], "_cranurl": false, "_exports": [ "install_learners", "learner_is_runnable", "LearnerClassifAbess", "LearnerClassifAdabag", "LearnerClassifAdaBoosting", "LearnerClassifAdaBoostM1", "LearnerClassifBart", "LearnerClassifBayesNet", "LearnerClassifBlockForest", "LearnerClassifBst", "LearnerClassifC50", "LearnerClassifCatboost", "LearnerClassifCForest", "LearnerClassifCTree", "LearnerClassifDbnDNN", "LearnerClassifDecisionStump", "LearnerClassifDecisionTable", "LearnerClassifDiagLda", "LearnerClassifEarth", "LearnerClassifEvtree", "LearnerClassifExhaustiveSearch", "LearnerClassifFastai", "LearnerClassifFNN", "LearnerClassifGam", "LearnerClassifGAMBoost", "LearnerClassifGausspr", "LearnerClassifGBM", "LearnerClassifGLMBoost", "LearnerClassifGlmer", "LearnerClassifH2ODeeplearning", "LearnerClassifH2OGBM", "LearnerClassifH2OGLM", "LearnerClassifH2ORandomForest", "LearnerClassifIBk", "LearnerClassifImbalancedRandomForestSRC", "LearnerClassifJ48", "LearnerClassifJRip", "LearnerClassifKnn", "LearnerClassifKStar", "LearnerClassifKSVM", "LearnerClassifLiblineaR", "LearnerClassifLightGBM", "LearnerClassifLMT", "LearnerClassifLogistic", "LearnerClassifLSSVM", "LearnerClassifLvq1", "LearnerClassifMda", "LearnerClassifMdeb", "LearnerClassifMLP", "LearnerClassifMob", "LearnerClassifMultilayerPerceptron", "LearnerClassifNaiveBayesMultinomial", "LearnerClassifNaiveBayesWeka", "LearnerClassifNCVreg", "LearnerClassifNeuralnet", "LearnerClassifNNTrain", "LearnerClassifObliqueRandomForest", "LearnerClassifOneR", "LearnerClassifPART", "LearnerClassifPenalized", "LearnerClassifPlsdaCaret", "LearnerClassifPolyFit", "LearnerClassifPriorityLasso", "LearnerClassifRandomForest", "LearnerClassifRandomForestSRC", "LearnerClassifRandomForestWeka", "LearnerClassifRandomTree", "LearnerClassifRda", "LearnerClassifREPTree", "LearnerClassifRferns", "LearnerClassifRotationForest", "LearnerClassifSaeDNN", "LearnerClassifSda", "LearnerClassifSdlda", "LearnerClassifSGD", "LearnerClassifSimpleLogistic", "LearnerClassifSMO", "LearnerClassifSparseLDA", "LearnerClassifStepPlr", "LearnerClassifTabPFN", "LearnerClassifVotedPerceptron", "LearnerCompRisksCoxboost", "LearnerCompRisksRandomForestSRC", "LearnerRegrAbess", "LearnerRegrBart", "LearnerRegrBcart", "LearnerRegrBgp", "LearnerRegrBgpllm", "LearnerRegrBlm", "LearnerRegrBlockForest", "LearnerRegrBotorchFullyBayesian", "LearnerRegrBotorchMixedSingleTaskGP", "LearnerRegrBotorchSingleTaskGP", "LearnerRegrBrnn", "LearnerRegrBst", "LearnerRegrBtgp", "LearnerRegrBtgpllm", "LearnerRegrBtlm", "LearnerRegrCatboost", "LearnerRegrCForest", "LearnerRegrCrs", "LearnerRegrCTree", "LearnerRegrCubist", "LearnerRegrDecisionStump", "LearnerRegrDecisionTable", "LearnerRegrEarth", "LearnerRegrEvtree", "LearnerRegrExhaustiveSearch", "LearnerRegrFNN", "LearnerRegrFrbs", "LearnerRegrGam", "LearnerRegrGAMBoost", "LearnerRegrGaussianProcesses", "LearnerRegrGausspr", "LearnerRegrGBM", "LearnerRegrGlm", "LearnerRegrGLMBoost", "LearnerRegrGPfit", "LearnerRegrH2ODeeplearning", "LearnerRegrH2OGBM", "LearnerRegrH2OGLM", "LearnerRegrH2ORandomForest", "LearnerRegrIBk", "LearnerRegrKStar", "LearnerRegrKSVM", "LearnerRegrLaGP", "LearnerRegrLiblineaR", "LearnerRegrLightGBM", "LearnerRegrLinearRegression", "LearnerRegrLmer", "LearnerRegrM5P", "LearnerRegrM5Rules", "LearnerRegrMars", "LearnerRegrMob", "LearnerRegrMQGam", "LearnerRegrMultilayerPerceptron", "LearnerRegrNCVreg", "LearnerRegrObliqueRandomForest", "LearnerRegrPcr", "LearnerRegrPenalized", "LearnerRegrPlsr", "LearnerRegrPoly", "LearnerRegrPriorityLasso", "LearnerRegrQGam", "LearnerRegrRandomForest", "LearnerRegrRandomForestSRC", "LearnerRegrRandomForestWeka", "LearnerRegrRandomTree", "LearnerRegrREPTree", "LearnerRegrRRF", "LearnerRegrRSM", "LearnerRegrRVM", "LearnerRegrSGD", "LearnerRegrSimpleLinearRegression", "LearnerRegrSMOreg", "LearnerRegrTabPFN", "LearnerSurvAorsf", "LearnerSurvBlackBoost", "LearnerSurvBlockForest", "LearnerSurvCForest", "LearnerSurvCoxboost", "LearnerSurvCTree", "LearnerSurvCVCoxboost", "LearnerSurvCVGlmnet", "LearnerSurvDNN", "LearnerSurvFlexReg", "LearnerSurvFlexSpline", "LearnerSurvGAMBoost", "LearnerSurvGamCox", "LearnerSurvGBM", "LearnerSurvGLMBoost", "LearnerSurvGlmnet", "LearnerSurvLearnerSurvBART", "LearnerSurvMBoost", "LearnerSurvNCVsurv", "LearnerSurvNelson", "LearnerSurvPenalized", "LearnerSurvPriorityLasso", "LearnerSurvRandomForestSRC", "LearnerSurvRanger", "LearnerSurvSVM", "LearnerSurvXgboostAFT", "LearnerSurvXgboostCox", "list_mlr3learners" ], "_help": [ { "page": "mlr3extralearners-package", "title": "mlr3extralearners: Extra Learners For mlr3", "topics": [ "mlr3extralearners-package", "mlr3extralearners" ] }, { "page": "assert_python_packages", "title": "Assert Python Packages", "topics": [ "assert_python_packages" ] }, { "page": "install_learners", "title": "Install Learner Dependencies", "topics": [ "install_learners" ] }, { "page": "list_mlr3learners", "title": "List Learners in mlr3verse", "topics": [ "list_mlr3learners" ] }, { "page": "mlr_learners_classif.abess", "title": "Classification Abess Learner", "topics": [ "LearnerClassifAbess", "mlr_learners_classif.abess" ] }, { "page": "mlr_learners_classif.ada", "title": "Classification Boosting Learner", "topics": [ "LearnerClassifAdaBoosting", "mlr_learners_classif.ada" ] }, { "page": "mlr_learners_classif.adabag", "title": "Classification Boosting Learner", "topics": [ "LearnerClassifAdabag", "mlr_learners_classif.adabag" ] }, { "page": "mlr_learners_classif.AdaBoostM1", "title": "Classification AdaBoostM1 Learner", "topics": [ "LearnerClassifAdaBoostM1", "mlr_learners_classif.AdaBoostM1" ] }, { "page": "mlr_learners_classif.aorsf", "title": "Oblique Random Forest Classifier", "topics": [ "LearnerClassifObliqueRandomForest", "mlr_learners_classif.aorsf" ] }, { "page": "mlr_learners_classif.bart", "title": "Classification BART (Bayesian Additive Regression Trees) Learner", "topics": [ "LearnerClassifBart", "mlr_learners_classif.bart" ] }, { "page": "mlr_learners_classif.bayes_net", "title": "Classification Bayes Network Learner", "topics": [ "LearnerClassifBayesNet", "mlr_learners_classif.bayes_net" ] }, { "page": "mlr_learners_classif.blockforest", "title": "BlockForest Classification Learner", "topics": [ "LearnerClassifBlockForest", "mlr_learners_classif.blockforest" ] }, { "page": "mlr_learners_classif.bst", "title": "Classification Gradient Boosting Learner", "topics": [ "LearnerClassifBst", "mlr_learners_classif.bst" ] }, { "page": "mlr_learners_classif.C50", "title": "Classification C5.0 Learner", "topics": [ "LearnerClassifC50", "mlr_learners_classif.C50" ] }, { "page": "mlr_learners_classif.catboost", "title": "Gradient Boosted Decision Trees Classification Learner", "topics": [ "LearnerClassifCatboost", "mlr_learners_classif.catboost" ] }, { "page": "mlr_learners_classif.cforest", "title": "Classification Conditional Random Forest Learner", "topics": [ "LearnerClassifCForest", "mlr_learners_classif.cforest" ] }, { "page": "mlr_learners_classif.ctree", "title": "Classification Conditional Inference Tree Learner", "topics": [ "LearnerClassifCTree", "mlr_learners_classif.ctree" ] }, { "page": "mlr_learners_classif.cv_ncvreg", "title": "Cross-Validated MCP- or SCAD-penalized Classification Learner", "topics": [ "LearnerClassifNCVreg", "mlr_learners_classif.cv_ncvreg" ] }, { "page": "mlr_learners_classif.dbnDNN", "title": "Deep Neural Network with DBN Pretraining Learner", "topics": [ "LearnerClassifDbnDNN", "mlr_learners_classif.dbnDNN" ] }, { "page": "mlr_learners_classif.decision_stump", "title": "Classification Decision Stump Learner", "topics": [ "LearnerClassifDecisionStump", "mlr_learners_classif.decision_stump" ] }, { "page": "mlr_learners_classif.decision_table", "title": "Classification Decision Table Learner", "topics": [ "LearnerClassifDecisionTable", "mlr_learners_classif.decision_table" ] }, { "page": "mlr_learners_classif.dlda", "title": "Classification Diagonal Linear Discriminant Analysis Learner", "topics": [ "LearnerClassifDiagLda", "mlr_learners_classif.dlda" ] }, { "page": "mlr_learners_classif.earth", "title": "Classification MARS (Multivariate Adaptive Regression Splines) Learner", "topics": [ "LearnerClassifEarth", "mlr_learners_classif.earth" ] }, { "page": "mlr_learners_classif.evtree", "title": "Classification Decision Tree Learner", "topics": [ "LearnerClassifEvtree", "mlr_learners_classif.evtree" ] }, { "page": "mlr_learners_classif.exhaustive_search", "title": "Logistic Regression with Exhaustive Search", "topics": [ "LearnerClassifExhaustiveSearch", "mlr_learners_classif.exhaustive_search" ] }, { "page": "mlr_learners_classif.fastai", "title": "Classification Neural Network Learner", "topics": [ "LearnerClassifFastai", "mlr_learners_classif.fastai" ] }, { "page": "mlr_learners_classif.fnn", "title": "Fast Nearest Neighbour Classification", "topics": [ "LearnerClassifFNN", "mlr_learners_classif.fnn" ] }, { "page": "mlr_learners_classif.gam", "title": "Classification Generalized Additive Model Learner", "topics": [ "LearnerClassifGam", "mlr_learners_classif.gam" ] }, { "page": "mlr_learners_classif.gamboost", "title": "Boosted Generalized Additive Classification Learner", "topics": [ "LearnerClassifGAMBoost", "mlr_learners_classif.gamboost" ] }, { "page": "mlr_learners_classif.gausspr", "title": "Classification Gaussian Process Learner", "topics": [ "LearnerClassifGausspr", "mlr_learners_classif.gausspr" ] }, { "page": "mlr_learners_classif.gbm", "title": "Gradient Boosting Classification Learner", "topics": [ "LearnerClassifGBM", "mlr_learners_classif.gbm" ] }, { "page": "mlr_learners_classif.glmboost", "title": "Boosted Generalized Linear Classification Learner", "topics": [ "LearnerClassifGLMBoost", "mlr_learners_classif.glmboost" ] }, { "page": "mlr_learners_classif.glmer", "title": "Classification Linear Mixed Effect Learner", "topics": [ "LearnerClassifGlmer", "mlr_learners_classif.glmer" ] }, { "page": "mlr_learners_classif.h2o.deeplearning", "title": "Classification H2O Deep Learning Learner", "topics": [ "LearnerClassifH2ODeeplearning", "mlr_learners_classif.h2o.deeplearning" ] }, { "page": "mlr_learners_classif.h2o.gbm", "title": "Classification H2O GBM Learner", "topics": [ "LearnerClassifH2OGBM", "mlr_learners_classif.h2o.gbm" ] }, { "page": "mlr_learners_classif.h2o.glm", "title": "Classification H2O GLM Learner", "topics": [ "LearnerClassifH2OGLM", "mlr_learners_classif.h2o.glm" ] }, { "page": "mlr_learners_classif.h2o.randomForest", "title": "Classification H2O Random Forest Learner", "topics": [ "LearnerClassifH2ORandomForest", "mlr_learners_classif.h2o.randomForest" ] }, { "page": "mlr_learners_classif.IBk", "title": "Classification IBk Learner", "topics": [ "LearnerClassifIBk", "mlr_learners_classif.IBk" ] }, { "page": "mlr_learners_classif.imbalanced_rfsrc", "title": "Classification Imbalanced Random Forest Src Learner", "topics": [ "LearnerClassifImbalancedRandomForestSRC", "mlr_learners_classif.imbalanced_rfsrc" ] }, { "page": "mlr_learners_classif.J48", "title": "Classification J48 Learner", "topics": [ "LearnerClassifJ48", "mlr_learners_classif.J48" ] }, { "page": "mlr_learners_classif.JRip", "title": "Classification JRip Learner", "topics": [ "LearnerClassifJRip", "mlr_learners_classif.JRip" ] }, { "page": "mlr_learners_classif.knn", "title": "Classification K-nearest Neighbour Learner", "topics": [ "LearnerClassifKnn", "mlr_learners_classif.knn" ] }, { "page": "mlr_learners_classif.kstar", "title": "Classification KStar Learner", "topics": [ "LearnerClassifKStar", "mlr_learners_classif.kstar" ] }, { "page": "mlr_learners_classif.ksvm", "title": "Classification Kernlab Support Vector Machine", "topics": [ "LearnerClassifKSVM", "mlr_learners_classif.ksvm" ] }, { "page": "mlr_learners_classif.liblinear", "title": "LiblineaR Classification Learner", "topics": [ "LearnerClassifLiblineaR", "mlr_learners_classif.liblinear" ] }, { "page": "mlr_learners_classif.lightgbm", "title": "Classification LightGBM Learner", "topics": [ "LearnerClassifLightGBM", "mlr_learners_classif.lightgbm" ] }, { "page": "mlr_learners_classif.LMT", "title": "Classification Logistic Model Trees Learner", "topics": [ "LearnerClassifLMT", "mlr_learners_classif.LMT" ] }, { "page": "mlr_learners_classif.logistic", "title": "Classification Logistic Regression Learner", "topics": [ "LearnerClassifLogistic", "mlr_learners_classif.logistic" ] }, { "page": "mlr_learners_classif.lssvm", "title": "Classification Least Squares Support Vector Machine Learner", "topics": [ "LearnerClassifLSSVM", "mlr_learners_classif.lssvm" ] }, { "page": "mlr_learners_classif.lvq1", "title": "Classification Learning Vector Quantization 1", "topics": [ "LearnerClassifLvq1", "mlr_learners_classif.lvq1" ] }, { "page": "mlr_learners_classif.mda", "title": "Classification Discriminant Analysis Learner", "topics": [ "LearnerClassifMda", "mlr_learners_classif.mda" ] }, { "page": "mlr_learners_classif.mdeb", "title": "Classification Linear Discriminant Analysis Learner", "topics": [ "LearnerClassifMdeb", "mlr_learners_classif.mdeb" ] }, { "page": "mlr_learners_classif.mlp", "title": "Classification Multilayer Perceptron Learner", "topics": [ "LearnerClassifMLP", "mlr_learners_classif.mlp" ] }, { "page": "mlr_learners_classif.mob", "title": "Classification Model-based Recursive Partitioning Learner", "topics": [ "LearnerClassifMob", "mlr_learners_classif.mob" ] }, { "page": "mlr_learners_classif.multilayer_perceptron", "title": "Classification MultilayerPerceptron Learner", "topics": [ "LearnerClassifMultilayerPerceptron", "mlr_learners_classif.multilayer_perceptron" ] }, { "page": "mlr_learners_classif.naive_bayes_multinomial", "title": "Classification Multinomial Naive Bayes Learner From Weka", "topics": [ "LearnerClassifNaiveBayesMultinomial", "mlr_learners_classif.naive_bayes_multinomial" ] }, { "page": "mlr_learners_classif.naive_bayes_weka", "title": "Classification Naive Bayes Learner From Weka", "topics": [ "LearnerClassifNaiveBayesWeka", "mlr_learners_classif.naive_bayes_weka" ] }, { "page": "mlr_learners_classif.neuralnet", "title": "Classification Neural Network Learner", "topics": [ "LearnerClassifNeuralnet", "mlr_learners_classif.neuralnet" ] }, { "page": "mlr_learners_classif.nnTrain", "title": "Classification Neural Network Learner", "topics": [ "LearnerClassifNNTrain", "mlr_learners_classif.nnTrain" ] }, { "page": "mlr_learners_classif.OneR", "title": "Classification OneR Learner", "topics": [ "LearnerClassifOneR", "mlr_learners_classif.OneR" ] }, { "page": "mlr_learners_classif.PART", "title": "Classification PART Learner", "topics": [ "LearnerClassifPART", "mlr_learners_classif.PART" ] }, { "page": "mlr_learners_classif.penalized", "title": "Classification L1 and L2 Penalized Learner", "topics": [ "LearnerClassifPenalized", "mlr_learners_classif.penalized" ] }, { "page": "mlr_learners_classif.plsdaCaret", "title": "Partial Least Squares Discriminant Analysis Learner", "topics": [ "LearnerClassifPlsdaCaret", "mlr_learners_classif.plsdaCaret" ] }, { "page": "mlr_learners_classif.polyFit", "title": "Polynomial GLM Learner", "topics": [ "LearnerClassifPolyFit", "mlr_learners_classif.polyFit" ] }, { "page": "mlr_learners_classif.priority_lasso", "title": "Classification Priority Lasso Learner", "topics": [ "LearnerClassifPriorityLasso", "mlr_learners_classif.priority_lasso" ] }, { "page": "mlr_learners_classif.random_forest_weka", "title": "Classification Random Forest Learner from Weka", "topics": [ "LearnerClassifRandomForestWeka", "mlr_learners_classif.random_forest_weka" ] }, { "page": "mlr_learners_classif.random_tree", "title": "Classification Random Tree Learner", "topics": [ "LearnerClassifRandomTree", "mlr_learners_classif.random_tree" ] }, { "page": "mlr_learners_classif.randomForest", "title": "Classification Random Forest Learner", "topics": [ "LearnerClassifRandomForest", "mlr_learners_classif.randomForest" ] }, { "page": "mlr_learners_classif.rda", "title": "Classification Discriminant Analysis Learner", "topics": [ "LearnerClassifRda", "mlr_learners_classif.rda" ] }, { "page": "mlr_learners_classif.reptree", "title": "Classification Decision Tree Learner", "topics": [ "LearnerClassifREPTree", "mlr_learners_classif.reptree" ] }, { "page": "mlr_learners_classif.rFerns", "title": "Random Ferns Classification Learner", "topics": [ "LearnerClassifRferns", "mlr_learners_classif.rFerns" ] }, { "page": "mlr_learners_classif.rfsrc", "title": "Classification Random Forest SRC Learner", "topics": [ "LearnerClassifRandomForestSRC", "mlr_learners_classif.rfsrc" ] }, { "page": "mlr_learners_classif.rotationForest", "title": "Classification Rotation Forest Learner", "topics": [ "LearnerClassifRotationForest", "mlr_learners_classif.rotationForest" ] }, { "page": "mlr_learners_classif.saeDNN", "title": "Classification Stacked Autoencoder Deep Neural Network Learner", "topics": [ "LearnerClassifSaeDNN", "mlr_learners_classif.saeDNN" ] }, { "page": "mlr_learners_classif.sda", "title": "Shrinkage Discriminant Analysis", "topics": [ "LearnerClassifSda", "mlr_learners_classif.sda" ] }, { "page": "mlr_learners_classif.sdlda", "title": "Classification Linear Discriminant Analysis Learner", "topics": [ "LearnerClassifSdlda", "mlr_learners_classif.sdlda" ] }, { "page": "mlr_learners_classif.sgd", "title": "Classification Stochastic Gradient Descent Learner", "topics": [ "LearnerClassifSGD", "mlr_learners_classif.sgd" ] }, { "page": "mlr_learners_classif.simple_logistic", "title": "Classification SimpleLogistic Learner", "topics": [ "LearnerClassifSimpleLogistic", "mlr_learners_classif.simple_logistic" ] }, { "page": "mlr_learners_classif.smo", "title": "Classification Support Vector Machine Learner", "topics": [ "LearnerClassifSMO", "mlr_learners_classif.smo" ] }, { "page": "mlr_learners_classif.sparseLDA", "title": "Sparse Discriminant Analysis", "topics": [ "LearnerClassifSparseLDA", "mlr_learners_classif.sparseLDA" ] }, { "page": "mlr_learners_classif.stepPlr", "title": "Classification Logistic Regression Learner", "topics": [ "LearnerClassifStepPlr", "mlr_learners_classif.stepPlr" ] }, { "page": "mlr_learners_classif.tabpfn", "title": "TabPFN Classification Learner", "topics": [ "LearnerClassifTabPFN", "mlr_learners_classif.tabpfn" ] }, { "page": "mlr_learners_classif.voted_perceptron", "title": "Classification Voted Perceptron Learner", "topics": [ "LearnerClassifVotedPerceptron", "mlr_learners_classif.voted_perceptron" ] }, { "page": "mlr_learners_cmprsk.coxboost", "title": "Competing Risks Cox Learner with Likelihood Based Boosting", "topics": [ "LearnerCompRisksCoxboost", "mlr_learners_cmprsk.coxboost" ] }, { "page": "mlr_learners_cmprsk.rfsrc", "title": "Random Forest Competing Risks Learner", "topics": [ "LearnerCompRisksRandomForestSRC", "mlr_learners_cmprsk.rfsrc" ] }, { "page": "mlr_learners_regr.abess", "title": "Regression Abess Learner", "topics": [ "LearnerRegrAbess", "mlr_learners_regr.abess" ] }, { "page": "mlr_learners_regr.aorsf", "title": "Oblique Random Forest Regressor", "topics": [ "LearnerRegrObliqueRandomForest", "mlr_learners_regr.aorsf" ] }, { "page": "mlr_learners_regr.bart", "title": "Regression BART (Bayesian Additive Regression Trees) Learner", "topics": [ "LearnerRegrBart", "mlr_learners_regr.bart" ] }, { "page": "mlr_learners_regr.bcart", "title": "Regression Bayesian CART Learner", "topics": [ "LearnerRegrBcart", "mlr_learners_regr.bcart" ] }, { "page": "mlr_learners_regr.bgp", "title": "Regression Bayesian Gaussian Process Learner", "topics": [ "LearnerRegrBgp", "mlr_learners_regr.bgp" ] }, { "page": "mlr_learners_regr.bgpllm", "title": "Regression Bayesian Gaussian Process LLM Learner", "topics": [ "LearnerRegrBgpllm", "mlr_learners_regr.bgpllm" ] }, { "page": "mlr_learners_regr.blm", "title": "Regression Bayesian Linear Model Learner", "topics": [ "LearnerRegrBlm", "mlr_learners_regr.blm" ] }, { "page": "mlr_learners_regr.blockforest", "title": "BlockForest Regression Learner", "topics": [ "LearnerRegrBlockForest", "mlr_learners_regr.blockforest" ] }, { "page": "mlr_learners_regr.botorch_fullybayesian", "title": "BoTorch Fully Bayesian SingleTaskGP Regression Learner", "topics": [ "LearnerRegrBotorchFullyBayesian", "mlr_learners_regr.botorch_fullybayesian" ] }, { "page": "mlr_learners_regr.botorch_mixedsingletaskgp", "title": "BoTorch MixedSingleTaskGP Regression Learner", "topics": [ "LearnerRegrBotorchMixedSingleTaskGP", "mlr_learners_regr.botorch_mixedsingletaskgp" ] }, { "page": "mlr_learners_regr.botorch_singletaskgp", "title": "BoTorch SingleTaskGP Regression Learner", "topics": [ "LearnerRegrBotorchSingleTaskGP", "mlr_learners_regr.botorch_singletaskgp" ] }, { "page": "mlr_learners_regr.brnn", "title": "Regression Neural Network Learner", "topics": [ "LearnerRegrBrnn", "mlr_learners_regr.brnn" ] }, { "page": "mlr_learners_regr.bst", "title": "Regression Gradient Boosting Learner", "topics": [ "LearnerRegrBst", "mlr_learners_regr.bst" ] }, { "page": "mlr_learners_regr.btgp", "title": "Regression Bayesian Treed Gaussian Process Learner", "topics": [ "LearnerRegrBtgp", "mlr_learners_regr.btgp" ] }, { "page": "mlr_learners_regr.btgpllm", "title": "Regression Bayesian Treed Gaussian Process LLM Learner", "topics": [ "LearnerRegrBtgpllm", "mlr_learners_regr.btgpllm" ] }, { "page": "mlr_learners_regr.btlm", "title": "Regression Bayesian Treed Linear Model Learner", "topics": [ "LearnerRegrBtlm", "mlr_learners_regr.btlm" ] }, { "page": "mlr_learners_regr.catboost", "title": "Gradient Boosted Decision Trees Regression Learner", "topics": [ "LearnerRegrCatboost", "mlr_learners_regr.catboost" ] }, { "page": "mlr_learners_regr.cforest", "title": "Regression Conditional Random Forest Learner", "topics": [ "LearnerRegrCForest", "mlr_learners_regr.cforest" ] }, { "page": "mlr_learners_regr.crs", "title": "Regression Splines Learner", "topics": [ "LearnerRegrCrs", "mlr_learners_regr.crs" ] }, { "page": "mlr_learners_regr.ctree", "title": "Regression Conditional Inference Tree Learner", "topics": [ "LearnerRegrCTree", "mlr_learners_regr.ctree" ] }, { "page": "mlr_learners_regr.cubist", "title": "Regression Cubist Learner", "topics": [ "LearnerRegrCubist", "mlr_learners_regr.cubist" ] }, { "page": "mlr_learners_regr.cv_ncvreg", "title": "Cross-Validated MCP- or SCAD-penalized Regression Learner", "topics": [ "LearnerRegrNCVreg", "mlr_learners_regr.cv_ncvreg" ] }, { "page": "mlr_learners_regr.decision_stump", "title": "Regression Decision Stump Learner", "topics": [ "LearnerRegrDecisionStump", "mlr_learners_regr.decision_stump" ] }, { "page": "mlr_learners_regr.decision_table", "title": "Regression Decision Table Learner", "topics": [ "LearnerRegrDecisionTable", "mlr_learners_regr.decision_table" ] }, { "page": "mlr_learners_regr.earth", "title": "Implementation of Multivariate Adaptive Regression Splines", "topics": [ "LearnerRegrEarth", "mlr_learners_regr.earth" ] }, { "page": "mlr_learners_regr.evtree", "title": "Regression Decision Tree Learner", "topics": [ "LearnerRegrEvtree", "mlr_learners_regr.evtree" ] }, { "page": "mlr_learners_regr.exhaustive_search", "title": "Linear Regression with Exhaustive Search", "topics": [ "LearnerRegrExhaustiveSearch", "mlr_learners_regr.exhaustive_search" ] }, { "page": "mlr_learners_regr.fnn", "title": "Regression Fast Nearest Neighbor Search Learner", "topics": [ "LearnerRegrFNN", "mlr_learners_regr.fnn" ] }, { "page": "mlr_learners_regr.frbs", "title": "Regression Fuzzy Rule-based System Learner", "topics": [ "LearnerRegrFrbs", "mlr_learners_regr.frbs" ] }, { "page": "mlr_learners_regr.gam", "title": "Regression Generalized Additive Model Learner", "topics": [ "LearnerRegrGam", "mlr_learners_regr.gam" ] }, { "page": "mlr_learners_regr.gamboost", "title": "Boosted Generalized Additive Regression Learner", "topics": [ "LearnerRegrGAMBoost", "mlr_learners_regr.gamboost" ] }, { "page": "mlr_learners_regr.gaussian_processes", "title": "Regression Gaussian Processes Learner From Weka", "topics": [ "LearnerRegrGaussianProcesses", "mlr_learners_regr.gaussian_processes" ] }, { "page": "mlr_learners_regr.gausspr", "title": "Regression Gaussian Process Learner", "topics": [ "LearnerRegrGausspr", "mlr_learners_regr.gausspr" ] }, { "page": "mlr_learners_regr.gbm", "title": "Regression Gradient Boosting Machine Learner", "topics": [ "LearnerRegrGBM", "mlr_learners_regr.gbm" ] }, { "page": "mlr_learners_regr.glm", "title": "Generalized Linear Regression", "topics": [ "LearnerRegrGlm", "mlr_learners_regr.glm" ] }, { "page": "mlr_learners_regr.glmboost", "title": "Boosted Generalized Linear Regression Learner", "topics": [ "LearnerRegrGLMBoost", "mlr_learners_regr.glmboost" ] }, { "page": "mlr_learners_regr.gpfit", "title": "Regression Gaussian Process Learner (GPfit)", "topics": [ "LearnerRegrGPfit", "mlr_learners_regr.gpfit" ] }, { "page": "mlr_learners_regr.h2o.deeplearning", "title": "Regression H2O Deep Learning Learner", "topics": [ "LearnerRegrH2ODeeplearning", "mlr_learners_regr.h2o.deeplearning" ] }, { "page": "mlr_learners_regr.h2o.gbm", "title": "Regression H2O GBM Learner", "topics": [ "LearnerRegrH2OGBM", "mlr_learners_regr.h2o.gbm" ] }, { "page": "mlr_learners_regr.h2o.glm", "title": "Generalized Linear Regression H2O Learner", "topics": [ "LearnerRegrH2OGLM", "mlr_learners_regr.h2o.glm" ] }, { "page": "mlr_learners_regr.h2o.randomForest", "title": "Regression H2O Random Forest Learner", "topics": [ "LearnerRegrH2ORandomForest", "mlr_learners_regr.h2o.randomForest" ] }, { "page": "mlr_learners_regr.IBk", "title": "Regression IBk Learner", "topics": [ "LearnerRegrIBk", "mlr_learners_regr.IBk" ] }, { "page": "mlr_learners_regr.kstar", "title": "Regression KStar Learner", "topics": [ "LearnerRegrKStar", "mlr_learners_regr.kstar" ] }, { "page": "mlr_learners_regr.ksvm", "title": "Regression Kernlab Support Vector Machine", "topics": [ "LearnerRegrKSVM", "mlr_learners_regr.ksvm" ] }, { "page": "mlr_learners_regr.laGP", "title": "Regression Local Approximate Gaussian Process Learner", "topics": [ "LearnerRegrLaGP", "mlr_learners_regr.laGP" ] }, { "page": "mlr_learners_regr.liblinear", "title": "L2-Regularized Support Vector Regression Learner", "topics": [ "LearnerRegrLiblineaR", "mlr_learners_regr.liblinear" ] }, { "page": "mlr_learners_regr.lightgbm", "title": "Regression LightGBM Learner", "topics": [ "LearnerRegrLightGBM", "mlr_learners_regr.lightgbm" ] }, { "page": "mlr_learners_regr.linear_regression", "title": "Regression Linear Regression Learner From Weka", "topics": [ "LearnerRegrLinearRegression", "mlr_learners_regr.linear_regression" ] }, { "page": "mlr_learners_regr.lmer", "title": "Regression Linear Mixed Effects Learner", "topics": [ "LearnerRegrLmer", "mlr_learners_regr.lmer" ] }, { "page": "mlr_learners_regr.m5p", "title": "Regression M5P Learner", "topics": [ "LearnerRegrM5P", "mlr_learners_regr.m5p" ] }, { "page": "mlr_learners_regr.M5Rules", "title": "Regression M5Rules Learner", "topics": [ "LearnerRegrM5Rules", "mlr_learners_regr.M5Rules" ] }, { "page": "mlr_learners_regr.mars", "title": "Regression Mars Learner", "topics": [ "LearnerRegrMars", "mlr_learners_regr.mars" ] }, { "page": "mlr_learners_regr.mob", "title": "Regression Model-based Recursive Partitioning Learner", "topics": [ "LearnerRegrMob", "mlr_learners_regr.mob" ] }, { "page": "mlr_learners_regr.mqgam", "title": "Generalized Additive Quantile Regression Model for Multiple Quantiles", "topics": [ "LearnerRegrMQGam", "mlr_learners_regr.mqgam" ] }, { "page": "mlr_learners_regr.multilayer_perceptron", "title": "Regression MultilayerPerceptron Learner", "topics": [ "LearnerRegrMultilayerPerceptron", "mlr_learners_regr.multilayer_perceptron" ] }, { "page": "mlr_learners_regr.pcr", "title": "Principal Component Regression Learner", "topics": [ "LearnerRegrPcr", "mlr_learners_regr.pcr" ] }, { "page": "mlr_learners_regr.penalized", "title": "Regression L1 and L2 Penalized Learner", "topics": [ "LearnerRegrPenalized", "mlr_learners_regr.penalized" ] }, { "page": "mlr_learners_regr.plsr", "title": "Partial Least Squares Regression", "topics": [ "LearnerRegrPlsr", "mlr_learners_regr.plsr" ] }, { "page": "mlr_learners_regr.polyFit", "title": "Polynomial Regression Learner", "topics": [ "LearnerRegrPoly", "mlr_learners_regr.polyFit" ] }, { "page": "mlr_learners_regr.priority_lasso", "title": "Regression Priority Lasso Learner", "topics": [ "LearnerRegrPriorityLasso", "mlr_learners_regr.priority_lasso" ] }, { "page": "mlr_learners_regr.qgam", "title": "Generalized Additive Quantile Regression Model", "topics": [ "LearnerRegrQGam", "mlr_learners_regr.qgam" ] }, { "page": "mlr_learners_regr.random_forest_weka", "title": "Regression Random Forest Learner from Weka", "topics": [ "LearnerRegrRandomForestWeka", "mlr_learners_regr.random_forest_weka" ] }, { "page": "mlr_learners_regr.random_tree", "title": "Regression Random Tree Learner", "topics": [ "LearnerRegrRandomTree", "mlr_learners_regr.random_tree" ] }, { "page": "mlr_learners_regr.randomForest", "title": "Regression Random Forest Learner", "topics": [ "LearnerRegrRandomForest", "mlr_learners_regr.randomForest" ] }, { "page": "mlr_learners_regr.reptree", "title": "Regression Decision Tree Learner", "topics": [ "LearnerRegrREPTree", "mlr_learners_regr.reptree" ] }, { "page": "mlr_learners_regr.rfsrc", "title": "Regression Random Forest SRC Learner", "topics": [ "LearnerRegrRandomForestSRC", "mlr_learners_regr.rfsrc" ] }, { "page": "mlr_learners_regr.RRF", "title": "Regression Regularized Random Forest Learner", "topics": [ "LearnerRegrRRF", "mlr_learners_regr.RRF" ] }, { "page": "mlr_learners_regr.rsm", "title": "Regression Response Surface Model Learner", "topics": [ "LearnerRegrRSM", "mlr_learners_regr.rsm" ] }, { "page": "mlr_learners_regr.rvm", "title": "Regression Relevance Vector Machine Learner", "topics": [ "LearnerRegrRVM", "mlr_learners_regr.rvm" ] }, { "page": "mlr_learners_regr.sgd", "title": "Regression Stochastic Gradient Descent Learner", "topics": [ "LearnerRegrSGD", "mlr_learners_regr.sgd" ] }, { "page": "mlr_learners_regr.simple_linear_regression", "title": "Regression SimpleLinearRegression Learner from Weka", "topics": [ "LearnerRegrSimpleLinearRegression", "mlr_learners_regr.simple_linear_regression" ] }, { "page": "mlr_learners_regr.smo_reg", "title": "Regression Support Vector Machine Learner", "topics": [ "LearnerRegrSMOreg", "mlr_learners_regr.smo_reg" ] }, { "page": "mlr_learners_regr.tabpfn", "title": "TabPFN Regression Learner", "topics": [ "LearnerRegrTabPFN", "mlr_learners_regr.tabpfn" ] }, { "page": "mlr_learners_surv.aorsf", "title": "Accelerated Oblique Random Survival Forest Learner", "topics": [ "LearnerSurvAorsf", "mlr_learners_surv.aorsf" ] }, { "page": "mlr_learners_surv.bart", "title": "Survival Bayesian Additive Regression Trees Learner", "topics": [ "LearnerSurvLearnerSurvBART", "mlr_learners_surv.bart" ] }, { "page": "mlr_learners_surv.blackboost", "title": "Gradient Boosting with Regression Trees Survival Learner", "topics": [ "LearnerSurvBlackBoost", "mlr_learners_surv.blackboost" ] }, { "page": "mlr_learners_surv.blockforest", "title": "BlockForest Survival Learner", "topics": [ "LearnerSurvBlockForest", "mlr_learners_surv.blockforest" ] }, { "page": "mlr_learners_surv.cforest", "title": "Survival Conditional Random Forest Learner", "topics": [ "LearnerSurvCForest", "mlr_learners_surv.cforest" ] }, { "page": "mlr_learners_surv.coxboost", "title": "Survival Cox Model with Likelihood Based Boosting Learner", "topics": [ "LearnerSurvCoxboost", "mlr_learners_surv.coxboost" ] }, { "page": "mlr_learners_surv.ctree", "title": "Survival Conditional Inference Tree Learner", "topics": [ "LearnerSurvCTree", "mlr_learners_surv.ctree" ] }, { "page": "mlr_learners_surv.cv_coxboost", "title": "Survival Cox Model with Cross-Validation Likelihood Based Boosting Learner", "topics": [ "LearnerSurvCVCoxboost", "mlr_learners_surv.cv_coxboost" ] }, { "page": "mlr_learners_surv.cv_glmnet", "title": "Cross-Validated GLM with Elastic Net Regularization Survival Learner", "topics": [ "LearnerSurvCVGlmnet", "mlr_learners_surv.cv_glmnet" ] }, { "page": "mlr_learners_surv.cv_ncvsurv", "title": "Cross-Validated MCP- or SCAD-penalized Survival Learner", "topics": [ "LearnerSurvNCVsurv", "mlr_learners_surv.cv_ncvsurv" ] }, { "page": "mlr_learners_surv.flexreg", "title": "Survival Flexible Parametric Learner", "topics": [ "LearnerSurvFlexReg", "mlr_learners_surv.flexreg" ] }, { "page": "mlr_learners_surv.flexspline", "title": "Survival Flexible Parametric Spline Learner", "topics": [ "LearnerSurvFlexSpline", "mlr_learners_surv.flexspline" ] }, { "page": "mlr_learners_surv.gam.cox", "title": "Cox Proportional Hazards Generalized Additive Learner", "topics": [ "LearnerSurvGamCox", "mlr_learners_surv.gam.cox" ] }, { "page": "mlr_learners_surv.gamboost", "title": "Boosted Generalized Additive Survival Learner", "topics": [ "LearnerSurvGAMBoost", "mlr_learners_surv.gamboost" ] }, { "page": "mlr_learners_surv.gbm", "title": "Survival Gradient Boosting Machine Learner", "topics": [ "LearnerSurvGBM", "mlr_learners_surv.gbm" ] }, { "page": "mlr_learners_surv.glmboost", "title": "Boosted Generalized Linear Survival Learner", "topics": [ "LearnerSurvGLMBoost", "mlr_learners_surv.glmboost" ] }, { "page": "mlr_learners_surv.glmnet", "title": "GLM with Elastic Net Regularization Survival Learner", "topics": [ "LearnerSurvGlmnet", "mlr_learners_surv.glmnet" ] }, { "page": "mlr_learners_surv.mboost", "title": "Boosted Generalized Additive Survival Learner", "topics": [ "LearnerSurvMBoost", "mlr_learners_surv.mboost" ] }, { "page": "mlr_learners_surv.nelson", "title": "Survival Nelson-Aalen Estimator Learner", "topics": [ "LearnerSurvNelson", "mlr_learners_surv.nelson" ] }, { "page": "mlr_learners_surv.penalized", "title": "Survival L1 and L2 Penalized Cox Learner", "topics": [ "LearnerSurvPenalized", "mlr_learners_surv.penalized" ] }, { "page": "mlr_learners_surv.priority_lasso", "title": "Survival Priority Lasso Learner", "topics": [ "LearnerSurvPriorityLasso", "mlr_learners_surv.priority_lasso" ] }, { "page": "mlr_learners_surv.ranger", "title": "Ranger Survival Learner", "topics": [ "LearnerSurvRanger", "mlr_learners_surv.ranger" ] }, { "page": "mlr_learners_surv.rfsrc", "title": "Survival Random Forest SRC Learner", "topics": [ "LearnerSurvRandomForestSRC", "mlr_learners_surv.rfsrc" ] }, { "page": "mlr_learners_surv.survdnn", "title": "SurvDNN Survival Learner", "topics": [ "LearnerSurvDNN", "mlr_learners_surv.survdnn" ] }, { "page": "mlr_learners_surv.svm", "title": "Survival Support Vector Machine Learner", "topics": [ "LearnerSurvSVM", "mlr_learners_surv.svm" ] }, { "page": "mlr_learners_surv.xgboost.aft", "title": "Extreme Gradient Boosting AFT Survival Learner", "topics": [ "LearnerSurvXgboostAFT", "mlr_learners_surv.xgboost.aft" ] }, { "page": "mlr_learners_surv.xgboost.cox", "title": "Extreme Gradient Boosting Cox Survival Learner", "topics": [ "LearnerSurvXgboostCox", "mlr_learners_surv.xgboost.cox" ] } ], "_readme": "https://github.com/mlr-org/mlr3extralearners/raw/v1.5.2/README.md", "_rundeps": [ "backports", "base64enc", "bslib", "cachem", "checkmate", "cli", "cluster", "cmprsk", "codetools", "colorspace", "cpp11", "data.table", "diagram", "dictionar6", "digest", "distr6", "doParallel", "evaluate", "farver", "fastmap", "fontawesome", "foreach", "foreign", "Formula", "fs", "future", "future.apply", "ggplot2", "glmnet", "globals", "glue", "gridExtra", "gtable", "highr", "Hmisc", "htmlTable", "htmltools", "htmlwidgets", "isoband", "iterators", "jquerylib", "jsonlite", "KernSmooth", "knitr", "labeling", "lattice", "lava", "lgr", "lifecycle", "listenv", "magrittr", "MASS", "Matrix", "MatrixModels", "memoise", "mets", "mime", "mirai", "mlbench", "mlr3", "mlr3cmprsk", "mlr3measures", "mlr3misc", "mlr3pipelines", "mlr3proba", "multcomp", "mvtnorm", "nanonext", "nlme", "nnet", "numDeriv", "ooplah", "palmerpenguins", "paradox", "parallelly", "param6", "plotrix", "polspline", "prodlim", "progressr", "PRROC", "Publish", "quantreg", "R6", "ranger", "rappdirs", "RColorBrewer", "Rcpp", "RcppArmadillo", "RcppEigen", "riskRegression", "rlang", "rmarkdown", "rms", "rpart", "rstudioapi", "S7", "sandwich", "sass", "scales", "set6", "shape", "SparseM", "SQUAREM", "stringi", "stringr", "survdistr", "survival", "TH.data", "timereg", "tinytex", "uuid", "vctrs", "viridisLite", "withr", "xfun", "yaml", "zoo" ], "_vignettes": [ { "source": "common_issues.Rmd", "filename": "common_issues.html", "title": "Common Issues when Creating a new Learner", "engine": "knitr::rmarkdown", "headings": [ "Ordering Features", "Accessing Internals From $state", "Default vs. Initial Parameters", "Complex Defaults" ], "created": "2024-08-13 08:02:10", "modified": "2025-08-19 09:25:45", "commits": 5 }, { "source": "extending.Rmd", "filename": "extending.html", "title": "Creating a new Learner", "engine": "knitr::rmarkdown", "headings": [ "Defining the Parameter Set of a Learner", "Train function", "Predict function", "Optional Extractors", "Testing the learner", "Autotest", "Skipping tests for optional dependencies", "Special considerations for Python learners", "Checking Parameters", "Documenting the Learner", "Example Templates", "When to Use Custom Templates", "Creating a Custom Template", "Using Templates in Learner Files", "Contributing to mlr3extralearners" ], "created": "2023-06-26 13:14:49", "modified": "2026-02-03 09:02:19", "commits": 17 } ], "_score": 9.991382039171782, "_indexed": true, "_nocasepkg": "mlr3extralearners", "_universes": [ "mlr-org", "sebffischer" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "1.5.2", "date": "2026-05-22T19:09:30.000Z", "distro": "noble", "commit": "ad16c882198aad421e1add7533d3c28a215cff12", "fileid": "5c1143feaf57021bd3844d88c2cd483aedd817b46930e71d53c207efaf364da8", "status": "failure", "check": "ERROR", "buildurl": "https://github.com/r-universe/mlr-org/actions/runs/26278417385" }, { "r": "4.6.0", "os": "linux", "version": "1.5.2", "date": "2026-05-22T19:09:09.000Z", "distro": "noble", "commit": "ad16c882198aad421e1add7533d3c28a215cff12", "fileid": "98c41957ba7ccdf5f7cf4e63f846d90962e2c6d06e5b6fa5720e4eddeb5abfc7", "status": "failure", "check": "ERROR", "buildurl": "https://github.com/r-universe/mlr-org/actions/runs/26278417385" }, { "r": "4.5.3", "os": "mac", "version": "1.5.2", "date": "2026-05-22T19:29:52.000Z", "commit": "ad16c882198aad421e1add7533d3c28a215cff12", "fileid": "ff0ba3f4443a4f8b4fe32ab64abab0de097182bc1c98a4677d3c730f7c8e9556", "status": "failure", "check": "ERROR", "buildurl": "https://github.com/r-universe/mlr-org/actions/runs/26278417385" }, { "r": "4.6.0", "os": "mac", "version": "1.5.2", "date": "2026-05-22T19:27:23.000Z", "commit": "ad16c882198aad421e1add7533d3c28a215cff12", "fileid": "9d6e917862aea3a5479ceb34df4d4e33251282d1adc9ffe0268107268575d83d", "status": "failure", "check": "ERROR", "buildurl": "https://github.com/r-universe/mlr-org/actions/runs/26278417385" }, { "r": "4.6.0", "os": "wasm", "version": "1.5.2", "date": "2026-05-22T19:09:44.000Z", "commit": "ad16c882198aad421e1add7533d3c28a215cff12", "fileid": "86fe5a05c513c0d66bcef8513945410b444b40666a288e1a2524a3a9163d6ae0", "status": "success", "buildurl": "https://github.com/r-universe/mlr-org/actions/runs/26278417385" }, { "r": "4.7.0", "os": "win", "version": "1.5.2", "date": "2026-05-22T19:08:03.000Z", "commit": "ad16c882198aad421e1add7533d3c28a215cff12", "fileid": "b9fd3e24bfabfa497c7b06a2429125ff5717289ec55fcfb6fb30364b42a9fad9", "status": "failure", "check": "ERROR", "buildurl": "https://github.com/r-universe/mlr-org/actions/runs/26278417385" }, { "r": "4.5.3", "os": "win", "version": "1.5.2", "date": "2026-05-22T19:07:58.000Z", "commit": "ad16c882198aad421e1add7533d3c28a215cff12", "fileid": "51ead007712596a48c584f721eefffd0a443f6c42a29d3752d5b8a55852ac831", "status": "failure", "check": "ERROR", "buildurl": "https://github.com/r-universe/mlr-org/actions/runs/26278417385" }, { "r": "4.6.0", "os": "win", "version": "1.5.2", "date": "2026-05-22T19:08:44.000Z", "commit": "ad16c882198aad421e1add7533d3c28a215cff12", "fileid": "c9e3ad72fcfc8aafa4f2ebbfc0856e223aa6676375632a0d57f7cad60e418085", "status": "failure", "check": "ERROR", "buildurl": "https://github.com/r-universe/mlr-org/actions/runs/26278417385" } ] }