{ "_id": "6ad1e9edd3c80a766859c6b0", "Package": "savvyGLM", "Type": "Package", "Title": "Generalized Linear Models with Slab and Shrinkage Estimators", "Version": "0.1.4", "Authors@R": "c(person(given = \"Ziwei\", family = \"Chen\", role = c(\"aut\", \"cre\"),\nemail = \"Ziwei.Chen.3@citystgeorges.ac.uk\",\ncomment = c(ORCID = \"0009-0009-6376-3850\")),\nperson(given = \"Vali\", family = \"Asimit\", role = \"aut\",\nemail = \"asimit@citystgeorges.ac.uk\",\ncomment = c(ORCID = \"0000-0002-7706-0066\")),\nperson(given = \"Claudio\", family = \"Senatore\", role = \"aut\",\nemail = \"Claudio.Senatore@sas.com\"))", "Description": "Provides a flexible framework for fitting generalized\nlinear models (GLMs) with slab and shrinkage estimators.\nMethods include the Stein estimator (St), Diagonal Shrinkage\n(DSh), Simple Slab Regression (SR), Generalized Slab Regression\n(GSR), Ledoit-Wolf Linear Shrinkage (LW), Quadratic-Inverse\nShrinkage (QIS), and Shrinkage (Sh), all integrated into the\niteratively reweighted least squares (IRLS) algorithm. This\napproach enhances estimation accuracy, convergence, and\nrobustness in the presence of multicollinearity. The\nbest-fitting model is selected based on the Akaike Information\nCriterion (AIC). Methods are related to methods described in\nMarschner (2011) , Asimit et al.\n(2025) , Ledoit\nand Wolf (2004) , and Ledoit\nand Wolf (2022) .", "License": "GPL (>= 3)", "URL": "https://Ziwei-ChenChen.github.io/savvyGLM/", "BugReports": "https://github.com/ziwei-chenchen/savvyGLM/issues", "Encoding": "UTF-8", "RoxygenNote": "7.3.2", "VignetteBuilder": "knitr", "Config/testthat/edition": "3", "Config/pak/sysreqs": "cmake libgmp3-dev make pkg-config libclang-dev", "Repository": "https://ziwei-chenchen.r-universe.dev", "Date/Publication": "2026-05-10 12:27:31 UTC", "RemoteUrl": "https://github.com/ziwei-chenchen/savvyglm", "RemoteRef": "HEAD", "RemoteSha": "9e2bafbde66311b88e2d410dd95eab9f103e0201", "NeedsCompilation": "no", "Packaged": { "Date": "2026-10-16 08:06:37 UTC", "User": "root" }, "Author": "Ziwei Chen [aut, cre] (ORCID: ),\nVali Asimit [aut] (ORCID: ),\nClaudio Senatore [aut]", "Maintainer": "Ziwei Chen ", "_user": "ziwei-chenchen", "_type": "src", "_file": 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