{ "_id": "6ad47215712795fb4dcaff5e", "Package": "LRQVB", "Title": "Low Rank Correction Quantile Variational Bayesian Algorithm for\nMulti-Source Heterogeneous Models", "Version": "1.0.0", "Authors@R": "c(person(given = \"Lu\",\nfamily = \"Luo\",\nemail = \"luolu@stu.ynu.edu.cn\",\nrole = c(\"aut\", \"cre\")),\nperson(given = \"Huiqiong\",\nfamily = \"Li\",\nrole = \"aut\"))", "Description": "A Low Rank Correction Variational Bayesian algorithm for\nhigh-dimensional multi-source heterogeneous quantile linear\nmodels. More details have been written up in a paper submitted\nto the journal Statistics in Medicine, and the details of\nvariational Bayesian methods can be found in Ray and Szabo\n(2021) . It simultaneously\nperforms parameter estimation and variable selection. The\nalgorithm supports two model settings: (1) local models, where\nvariable selection is only applied to homogeneous coefficients,\nand (2) global models, where variable selection is also\nperformed on heterogeneous coefficients. Two forms of parameter\nestimation are output: one is the standard variational Bayesian\nestimation, and the other is the variational Bayesian\nestimation corrected with low-rank adjustment.", "License": "MIT + file LICENSE", "Encoding": "UTF-8", "RoxygenNote": "7.3.2", "NeedsCompilation": "yes", "Packaged": { "Date": "2026-10-18 06:54:42 UTC", "User": "root" }, "Author": "Lu Luo [aut, cre], Huiqiong Li [aut]", "Maintainer": "Lu Luo ", "Repository": "https://luluo1999.r-universe.dev", "Date/Publication": "2025-10-25 12:54:48 UTC", "RemoteUrl": "https://github.com/cran/LRQVB", "RemoteRef": "HEAD", "RemoteSha": "404cddb1496c331782e13ac44cfbafc935f4cd37", "_user": "luluo1999", "_type": "src", "_file": "LRQVB_1.0.0.tar.gz", "_fileid": "https://r2.ropensci.org/6d2b3fd134b233274997a29948c09bc71b4f7ece85fc365c60557945e759d2b1", "_filesize": 90984, "_sha256": "6d2b3fd134b233274997a29948c09bc71b4f7ece85fc365c60557945e759d2b1", "_expires": "2027-01-26T07:15:31.000Z", "_created": "2026-10-18T06:54:42.000Z", "_published": "2026-10-18T07:15:33.195Z", "_buildurl": "https://github.com/r-universe/luluo1999/actions/runs/39105553306", "_status": "success", "_host": "GitHub-Actions", "_jobs": [ { "job": 117611070666, "time": 150, "config": "linux-devel-arm64", "r": "4.7.0", "check": "OK", "artifact": "12127939037" }, { "job": 117611070768, "time": 149, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "12127907615" }, { "job": 117611070702, "time": 126, "config": "linux-release-arm64", "r": "4.6.1", "check": "OK", "artifact": "12128820377" }, { "job": 117611070710, "time": 148, "config": "linux-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "12127763088" }, { "job": 117611070665, "time": 142, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "12128528632" }, { "job": 117611070663, "time": 343, "config": "macos-oldrel-x86_64", "r": "4.5.3", "check": "OK", "artifact": "12128990036" }, { "job": 117611070696, "time": 165, "config": "macos-release-arm64", "r": "4.6.1", "check": "OK", "artifact": "12129210380" }, { "job": 117611070660, "time": 401, "config": "macos-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "12128093801" }, { "job": 117610559480, "time": 166, "config": "source", "r": "4.6.1", "check": "OK", "artifact": "12127993525" }, { "job": 117611070670, "time": 103, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "12128855167" }, { "job": 117611070740, "time": 337, "config": "windows-devel-arm64", "r": "4.7.0", "check": "OK", "artifact": "12128557180" }, { "job": 117611070691, "time": 153, "config": "windows-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "12128790509" }, { "job": 117611070685, "time": 85, "config": "windows-oldrel-x86_64", "r": "4.5.3", "check": "OK", "artifact": "12128780400" }, { "job": 117611070681, "time": 354, "config": "windows-release-arm64", "r": "4.6.1", "check": "OK", "artifact": "12128067628" }, { "job": 117611070656, "time": 108, "config": "windows-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "12128765529" } ], "_upstream": "https://github.com/cran/LRQVB", "_commit": { "id": "404cddb1496c331782e13ac44cfbafc935f4cd37", "author": "Lu Luo ", "committer": "cran-robot ", "message": "version 1.0.0\n", "time": 1761396888 }, "_maintainer": { "name": "Lu Luo", "email": "luolu@stu.ynu.edu.cn", "login": "luluo1999", "description": "", "uuid": 232359434 }, "_distro": "resolute", "_registered": true, "_dependencies": [ { "package": "Rcpp", "role": "LinkingTo" }, { "package": "RcppEigen", "role": "LinkingTo" }, { "package": "Rcpp", "version": ">= 1.0.0", "role": "Imports" }, { "package": "glmnet", "role": "Imports" }, { "package": "lava", "role": "Imports" }, { "package": "stats", "role": "Imports" }, { "package": "MASS", "role": "Imports" } ], "_owner": "cran", "_selfowned": true, "_usedby": 0, "_updates": [ { "week": "2025-43", "n": 1 } ], "_tags": [ { "name": "1.0.0", "date": "2025-10-25" } ], "_stars": 0, "_contributors": [ { "user": "luluo1999", "count": 1, "uuid": 232359434 } ], "_userbio": { "uuid": 232359434, "type": "user", "name": "LULUO1999", "followers": 0 }, "_downloads": { "count": 224, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/LRQVB" }, "_searchresults": 0, "_topics": [ "cpp" ], "_rbuild": "4.6.1", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/LRQVB.html", "extra/manual.pdf", "LICENSE" ], "_realowner": "luluo1999", "_cranurl": false, "_releases": [ { "version": "1.0.0", "date": "2025-10-25" } ], "_exports": [ "lr_qvb_global", "lr_qvb_local", "vbms" ], "_help": [ { "page": "lr_qvb_global", "title": "Global Low Rank Correction Quantile VB", "topics": [ "lr_qvb_global" ] }, { "page": "lr_qvb_local", "title": "Local Low Rank Correction Quantile VB", "topics": [ "lr_qvb_local" ] }, { "page": "vbms", "title": "Low Rank Correction Variational Bayesian Algorithm for Multi-Source Heterogeneous Models.", "topics": [ "vbms" ] } ], "_rundeps": [ "cli", "codetools", "digest", "foreach", "future", "future.apply", "glmnet", "globals", "iterators", "lattice", "lava", "listenv", "MASS", "Matrix", "numDeriv", "parallelly", "progressr", "Rcpp", "RcppEigen", "shape", "SQUAREM", "survival" ], "_sysdeps": [ { "shlib": "libstdc++", "package": "libstdc++6", "source": "gcc", "version": "16-20260322-1ubuntu1", "name": "c++", "homepage": "http://gcc.gnu.org/", "description": "GNU Standard C++ Library v3" } ], "_score": 1, "_indexed": true, "_nocasepkg": "lrqvb", "_universes": [ "luluo1999" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "1.0.0", "date": "2026-10-18T06:57:07.000Z", "distro": "resolute", "arch": "aarch64", "commit": "404cddb1496c331782e13ac44cfbafc935f4cd37", "fileid": "https://r2.ropensci.org/a24e2936fc9a04659af384595396efd6e1d268f41124b8888e9717a543c9aab8", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/luluo1999/actions/runs/39105553306" }, { "r": "4.7.0", "os": "linux", "version": "1.0.0", "date": "2026-10-18T06:57:06.000Z", "distro": "resolute", "arch": "x86_64", "commit": "404cddb1496c331782e13ac44cfbafc935f4cd37", "fileid": "https://r2.ropensci.org/eddde5abcfc8e1b3d9b19d3b28e16af462f98feae0d47eedc7b0ea8e93e70bd7", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/luluo1999/actions/runs/39105553306" }, { "r": "4.6.1", "os": "linux", "version": "1.0.0", "date": "2026-10-18T06:56:47.000Z", "distro": "resolute", "arch": "aarch64", "commit": "404cddb1496c331782e13ac44cfbafc935f4cd37", "fileid": "https://r2.ropensci.org/5cfbd268da5e1c5538aca50eee5f596bb7a79b080aaa4f8ebd9a1ef7f43133cd", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/luluo1999/actions/runs/39105553306" }, { "r": "4.6.1", "os": "linux", "version": "1.0.0", "date": "2026-10-18T06:57:00.000Z", "distro": "resolute", "arch": "x86_64", "commit": "404cddb1496c331782e13ac44cfbafc935f4cd37", "fileid": "https://r2.ropensci.org/8c9c0785d5e7b8d2840ff0b9b10932be036c3e0d41163e4e1d94bc27408751ce", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/luluo1999/actions/runs/39105553306" }, { "r": "4.5.3", "os": "mac", "version": "1.0.0", "date": "2026-10-18T07:11:40.000Z", "arch": "aarch64", "commit": "404cddb1496c331782e13ac44cfbafc935f4cd37", "fileid": "https://r2.ropensci.org/fc912d836ac6f374c6f1e3d3e10917f3792b727e60d9aa43a707bd40991ce46c", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/luluo1999/actions/runs/39105553306" }, { "r": "4.5.3", "os": "mac", "version": "1.0.0", "date": "2026-10-18T07:02:59.000Z", "arch": "x86_64", "commit": "404cddb1496c331782e13ac44cfbafc935f4cd37", "fileid": "https://r2.ropensci.org/c90950718fb992fd8c1dd64716040071a8d33bfced6daf446adf43cf24500664", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/luluo1999/actions/runs/39105553306" }, { "r": "4.6.1", "os": "mac", "version": "1.0.0", "date": "2026-10-18T07:14:19.000Z", "arch": "aarch64", "commit": "404cddb1496c331782e13ac44cfbafc935f4cd37", "fileid": "https://r2.ropensci.org/4afad362f122322a140905057df9e116fd7a14f6ceadd8204b88eb4b5fc897a0", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/luluo1999/actions/runs/39105553306" }, { "r": "4.6.1", "os": "mac", "version": "1.0.0", "date": "2026-10-18T06:59:28.000Z", "arch": "x86_64", "commit": "404cddb1496c331782e13ac44cfbafc935f4cd37", "fileid": "https://r2.ropensci.org/72ff5323681034c1da514245efa9ddd1369a0d671868f6e9e866362ddca643b0", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/luluo1999/actions/runs/39105553306" }, { "r": "4.6.0", "os": "wasm", "version": "1.0.0", "date": "2026-10-18T06:56:41.000Z", "arch": "emscripten", "commit": "404cddb1496c331782e13ac44cfbafc935f4cd37", "fileid": "https://r2.ropensci.org/4477efc0df1d369c7fb0c5989ccfcd4b174578e8c28082cb1d050c5e82ff5ee8", "status": "success", "buildurl": "https://github.com/r-universe/luluo1999/actions/runs/39105553306" }, { "r": "4.7.0", "os": "win", "version": "1.0.0", "date": "2026-10-18T06:59:27.000Z", "arch": "aarch64", "commit": "404cddb1496c331782e13ac44cfbafc935f4cd37", "fileid": "https://r2.ropensci.org/69aa9ec8e9a3d43a4fcfe885268bea3044cab895043a9cb94d848525fc209bc9", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/luluo1999/actions/runs/39105553306" }, { "r": "4.7.0", "os": "win", "version": "1.0.0", "date": "2026-10-18T06:56:01.000Z", "arch": "x86_64", "commit": "404cddb1496c331782e13ac44cfbafc935f4cd37", "fileid": "https://r2.ropensci.org/2b0667eecea84eafc9fabf7de01946b591f298fab2d6b1b8d4041f002ad18029", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/luluo1999/actions/runs/39105553306" }, { "r": "4.5.3", "os": "win", "version": "1.0.0", "date": "2026-10-18T06:55:48.000Z", "arch": "x86_64", "commit": "404cddb1496c331782e13ac44cfbafc935f4cd37", "fileid": "https://r2.ropensci.org/45029ed1ebf560fcc2107ff5e708ad9e54e450cc0d81e98e6c4bdb09019e3719", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/luluo1999/actions/runs/39105553306" }, { "r": "4.6.1", "os": "win", "version": "1.0.0", "date": "2026-10-18T06:59:55.000Z", "arch": "aarch64", "commit": "404cddb1496c331782e13ac44cfbafc935f4cd37", "fileid": "https://r2.ropensci.org/025bb634ee68e8965d7b110960ac9f28bc3e3fe0567d368fe14a9491d653b8dd", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/luluo1999/actions/runs/39105553306" }, { "r": "4.6.1", "os": "win", "version": "1.0.0", "date": "2026-10-18T06:55:53.000Z", "arch": "x86_64", "commit": "404cddb1496c331782e13ac44cfbafc935f4cd37", "fileid": "https://r2.ropensci.org/4263627b0838b19ce7334809233634dd5dc9e2aeb3e94aef5b91b59c05557832", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/luluo1999/actions/runs/39105553306" } ] }