{ "_id": "6aca855cfe5cc25786e8ac6a", "Package": "asus", "Type": "Package", "Title": "Adaptive SURE Thresholding Using Side Information", "Version": "1.5.0", "Authors@R": "c(person(\"Trambak\",\"Banerjee\", , \"trambak@ku.edu\", role=c(\"aut\",\"cre\")),\nperson(\"Gourab\",\"Mukherjee\", , \"gourab@usc.edu\", role=\"aut\"),\nperson(\"Wenguang\",\"Sun\", , \"wgsun@zju.edu.cn\", role=\"aut\"))", "Description": "Provides the ASUS procedure for estimating a high\ndimensional sparse parameter in the presence of auxiliary data\nthat encode side information on sparsity. It is a robust data\ncombination procedure in the sense that even when pooling\nnon-informative auxiliary data ASUS would be at least as\nefficient as competing soft thresholding based methods that do\nnot use auxiliary data. For more information, please see the\npaper Adaptive Sparse Estimation with Side Information by\nBanerjee, Mukherjee and Sun (JASA 2020).", "License": "GPL(>=2)", "Encoding": "UTF-8", "URL": "https://github.com/trambakbanerjee/asus#asus", "RoxygenNote": "7.2.3", "VignetteBuilder": "knitr", "Repository": "https://trambakbanerjee.r-universe.dev", "Date/Publication": "2023-08-24 15:49:24 UTC", "RemoteUrl": "https://github.com/trambakbanerjee/asus", "RemoteRef": "HEAD", "RemoteSha": "cb074d872a2cb87ec8cb3530388fcdec71ac1fc9", "NeedsCompilation": "no", "Packaged": { "Date": "2026-10-10 17:37:07 UTC", "User": "root" }, "Author": "Trambak Banerjee [aut, cre],\nGourab Mukherjee [aut],\nWenguang Sun [aut]", "Maintainer": "Trambak Banerjee ", "_user": "trambakbanerjee", "_type": "src", "_file": "asus_1.5.0.tar.gz", "_fileid": "https://r2.ropensci.org/305dca2ca7a9a151009e0598135fa7dd30a51ad8d5e696728db0733a7b2b4a21", "_filesize": 439512, "_sha256": "305dca2ca7a9a151009e0598135fa7dd30a51ad8d5e696728db0733a7b2b4a21", "_expires": "2027-01-18T18:35:05.000Z", "_created": "2026-10-10T17:37:07.000Z", "_published": "2026-10-10T18:35:07.847Z", "_buildurl": "https://github.com/r-universe/trambakbanerjee/actions/runs/38072265546", "_status": "success", "_host": "GitHub-Actions", "_jobs": [ { "job": 114272619283, "time": 95, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "NOTE", "artifact": "11677242318" }, { "job": 114272619227, "time": 99, "config": "linux-release-x86_64", "r": "4.6.1", "check": "NOTE", "artifact": "11677139056" }, { "job": 114272619303, "time": 163, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "NOTE", "artifact": "11678900876" }, { "job": 114272619225, "time": 149, "config": "macos-release-arm64", "r": "4.6.1", "check": "NOTE", "artifact": "11678830936" }, { "job": 114272047810, "time": 167, "config": "source", "r": "4.6.1", "check": "OK", "artifact": "11676804300" }, { "job": 114272619214, "time": 77, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "11676929260" }, { "job": 114272619206, "time": 61, "config": "windows-devel-x86_64", "r": "4.7.0", "check": "NOTE", "artifact": "11676864249" }, { "job": 114272619278, "time": 64, "config": "windows-oldrel-x86_64", "r": "4.5.3", "check": "NOTE", "artifact": "11676584830" }, { "job": 114272619221, "time": 71, "config": "windows-release-x86_64", "r": "4.6.1", "check": "NOTE", "artifact": "11676834390" } ], "_upstream": "https://github.com/trambakbanerjee/asus", "_commit": { "id": "cb074d872a2cb87ec8cb3530388fcdec71ac1fc9", "author": "Trambak Banerjee ", "committer": "GitHub ", "message": "Add files via upload", "time": 1692892164 }, "_maintainer": { "name": "Trambak Banerjee", "email": "trambak@ku.edu" }, "_distro": "resolute", "_registered": true, "_dependencies": [ { "package": "wavethresh", "role": "Imports" }, { "package": "stats", "role": "Imports" }, { "package": "utils", "role": "Imports" }, { "package": "knitr", "role": "Suggests" }, { "package": "rmarkdown", "role": "Suggests" } ], "_owner": "trambakbanerjee", "_selfowned": true, "_usedby": 0, "_updates": [], "_tags": [], "_stars": 2, "_contributors": [ { "user": "trambakbanerjee", "count": 31, "uuid": 20582841 } ], "_userbio": { "uuid": 20582841, "type": "user", "name": "Trambak Banerjee", "followers": 5 }, "_downloads": { "count": 471, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/asus" }, "_devurl": "https://github.com/trambakbanerjee/asus", "_searchresults": 13, "_rbuild": "4.6.1", "_assets": [ "extra/asus.html", "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/manual.pdf", "extra/NEWS.html", "extra/NEWS.txt", "extra/readme.html", "extra/readme.md", "LICENSE" ], "_homeurl": "https://github.com/trambakbanerjee/asus", "_realowner": "trambakbanerjee", "_cranurl": true, "_releases": [ { "version": "1.0.0", "date": "2017-10-25" }, { "version": "1.5.0", "date": "2023-08-24" } ], "_exports": [ "asus", "asus.cuts", "ejs", "softTh", "sureshrink", "sureshrink.mse" ], "_help": [ { "page": "asus", "title": "Adaptive SURE thresholding with side information (asus)", "topics": [ "asus" ] }, { "page": "asus.cuts", "title": "Risk of asus with pre-defined grouping thresholds", "topics": [ "asus.cuts" ] }, { "page": "ejs", "title": "Extended James-Stein (ejs) estimator", "topics": [ "ejs" ] }, { "page": "softTh", "title": "Soft Thresholding estimator", "topics": [ "softTh" ] }, { "page": "sureshrink", "title": "SureShrink estimator", "topics": [ "sureshrink" ] }, { "page": "sureshrink.mse", "title": "SURE estimate of risk", "topics": [ "sureshrink.mse" ] } ], "_readme": "https://github.com/trambakbanerjee/asus/raw/HEAD/README.md", "_rundeps": [ "MASS", "wavethresh" ], "_vignettes": [ { "source": "demo-asus.Rmd", "filename": "demo-asus.html", "title": "demo-asus", "engine": "knitr::rmarkdown", "headings": [ "Example 1 - 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