{ "_id": "6a1040acacfb0bcc41c9d2d8", "Package": "SDModels", "Title": "Spectrally Deconfounded Models", "Version": "2.0.2", "Authors@R": "c(\nperson(\"Markus\", \"Ulmer\", email = \"markus.ulmer@stat.math.ethz.ch\",\nrole = c(\"aut\", \"cre\", \"cph\"), comment = c(ORCID = \"0000-0001-7783-8475\")),\nperson(\"Cyrill\", \"Scheidegger\", role = \"aut\", comment = c(ORCID = \"0009-0005-2851-1384\")))", "Description": "Screen for and analyze non-linear sparse direct effects in\nthe presence of unobserved confounding using the spectral\ndeconfounding techniques (Ćevid, Bühlmann, and Meinshausen\n(2020), Guo, Ćevid, and\nBühlmann (2022) ). These methods have\nbeen shown to be a good estimate for the true direct effect if\nwe observe many covariates, e.g., high-dimensional settings,\nand we have fairly dense confounding. Even if the assumptions\nare violated, it seems like there is not much to lose, and the\ndeconfounded models will, in general, estimate a function\ncloser to the true one than classical least squares\noptimization. 'SDModels' provides functions SDAM() for\nSpectrally Deconfounded Additive Models (Scheidegger, Guo, and\nBühlmann (2025) ) and SDForest() for\nSpectrally Deconfounded Random Forests (Ulmer, Scheidegger, and\nBühlmann (2025) ).", "License": "GPL-3", "RdMacros": "Rdpack", "Encoding": "UTF-8", "RoxygenNote": "7.3.3", "VignetteBuilder": "knitr", "URL": "https://www.markus-ulmer.ch/SDModels/", "BugReports": "https://github.com/markusul/SDModels/issues", "Config/testthat/edition": "3", "Config/pak/sysreqs": "cmake libfontconfig1-dev libfreetype6-dev\nlibglpk-dev make libicu-dev libuv1-dev libxml2-dev libx11-dev", "Repository": "https://markusul.r-universe.dev", "Date/Publication": "2025-12-12 16:40:09 UTC", "RemoteUrl": "https://github.com/markusul/sdmodels", "RemoteRef": "HEAD", "RemoteSha": "c1dd77fba4993f957620093e052f91616cb7f98e", "NeedsCompilation": "no", "Packaged": { "Date": "2026-05-11 08:14:33 UTC", "User": "root" }, "Author": "Markus Ulmer [aut, cre, cph] (ORCID:\n),\nCyrill Scheidegger [aut] (ORCID:\n)", "Maintainer": "Markus Ulmer ", "MD5sum": "0d7d15ba1169fab7886472bdf6c22d20", "_user": "markusul", "_type": "src", "_file": "SDModels_2.0.2.tar.gz", "_fileid": "e59d32c99b3510e62ebf38d142c7a98a5f26ddc9b7c4f38253d371524b21a1df", "_filesize": 1035352, "_sha256": "e59d32c99b3510e62ebf38d142c7a98a5f26ddc9b7c4f38253d371524b21a1df", "_created": "2026-05-11T08:14:33.000Z", "_published": "2026-05-22T11:40:28.962Z", "_distro": "noble", "_jobs": [ { "job": 77372185312, "time": 182, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "6913506525" }, { "job": 77372185393, "time": 182, "config": "linux-release-x86_64", "r": "4.6.0", "check": "OK", "artifact": "6913504769" }, { "job": 77372185390, "time": 198, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "6913498422" }, { "job": 77372185159, "time": 205, "config": "macos-release-arm64", "r": "4.6.0", "check": "OK", "artifact": "6913502117" }, { "job": 77372184825, "time": 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