{ "_id": "6ad1d1fad3c80a766859c0b3", "Package": "RobustPrediction", "Type": "Package", "Title": "Robust Tuning and Training for Cross-Source Prediction", "Version": "0.1.6", "Authors@R": "c(\nperson(\"Yuting\", \"He\", email = \"yutingh19@gmail.com\", role = c(\"aut\", \"cre\")),\nperson(\"Nicole\", \"Ellenbach\", role = \"ctb\"),\nperson(\"Roman\", \"Hornung\", role = \"ctb\"))", "Maintainer": "Yuting He ", "Description": "Provides robust parameter tuning and model training for\npredictive models applied across data sources where the data\ndistribution varies slightly from source to source. This\npackage implements three primary tuning methods:\ncross-validation-based internal tuning, external tuning, and\nthe 'RobustTuneC' method. External tuning includes a\nconservative option where parameters are tuned internally on\nthe training data and validating on an external dataset,\nproviding a slightly pessimistic AUC estimate. It supports\nLasso, Ridge, Random Forest, Boosting, and Support Vector\nMachine classifiers. Currently, only binary classification is\nsupported. The response variable must be the first column of\nthe dataset and a factor with exactly two levels. The tuning\nmethods are based on the paper by Nicole Ellenbach, Anne-Laure\nBoulesteix, Bernd Bischl, Kristian Unger, and Roman Hornung\n(2021) \"Improved Outcome Prediction Across Data Sources Through\nRobust Parameter Tuning\" .", "License": "GPL-3", "Encoding": "UTF-8", "RoxygenNote": "7.3.2", "NeedsCompilation": "no", "LazyData": "true", "URL": "https://github.com/Yuting-He/RobustPrediction", "Config/pak/sysreqs": "libgdal-dev gdal-bin libgeos-dev libglu1-mesa-dev\nlibgmp3-dev libgsl0-dev jags libicu-dev libxml2-dev libmpfr-dev\nlibopenmpi-dev libproj-dev", "Repository": "https://yuting-he.r-universe.dev", "Date/Publication": "2024-12-16 15:58:13 UTC", "RemoteUrl": "https://github.com/yuting-he/robustprediction", "RemoteRef": "HEAD", "RemoteSha": "81945018403de574e12f754d196c177b5d25a9d1", "Packaged": { "Date": "2026-10-16 07:09:12 UTC", "User": "root" }, "Author": "Yuting He [aut, cre],\nNicole Ellenbach [ctb],\nRoman Hornung [ctb]", "_user": "yuting-he", "_type": "src", "_file": 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