{
  "_id": "6ad201c6c96d212026e705f7",
  "Package": "vglmer",
  "Type": "Package",
  "Title": "Variational Inference for Hierarchical Generalized Linear Models",
  "Version": "1.0.7",
  "Authors@R": "person(\"Max\", \"Goplerud\", email = \"mgoplerud@austin.utexas.edu\", \nrole = c(\"aut\", \"cre\"))",
  "Encoding": "UTF-8",
  "License": "GPL (>= 2)",
  "Description": "Estimates hierarchical models using variational inference.\nAt present, it can estimate logistic, linear, and negative\nbinomial models. It can accommodate models with an arbitrary\nnumber of random effects and requires no integration to\nestimate. It also provides the ability to improve the quality\nof the approximation using marginal augmentation. Goplerud\n(2022) <doi:10.1214/21-BA1266> and Goplerud (2024)\n<doi:10.1017/S0003055423000035> provide details on the\nvariational algorithms.",
  "URL": "https://github.com/mgoplerud/vglmer",
  "BugReports": "https://github.com/mgoplerud/vglmer/issues",
  "RoxygenNote": "7.3.3",
  "Config/pak/sysreqs": "cmake make",
  "Repository": "https://mgoplerud.r-universe.dev",
  "Date/Publication": "2025-11-09 21:18:01 UTC",
  "RemoteUrl": "https://github.com/mgoplerud/vglmer",
  "RemoteRef": "HEAD",
  "RemoteSha": "76c18849b06929243629ab0ef59bec02a383b953",
  "NeedsCompilation": "yes",
  "Packaged": {
    "Date": "2026-10-16 10:44:10 UTC",
    "User": "root"
  },
  "Author": "Max Goplerud [aut, cre]",
  "Maintainer": "Max Goplerud <mgoplerud@austin.utexas.edu>",
  "_user": "mgoplerud",
  "_type": "src",
  "_file": "vglmer_1.0.7.tar.gz",
  "_fileid": "https://r2.ropensci.org/7e74f13ea3050564471cae3219785e57eccaafb8acbc973879e3a1a20624d577",
  "_filesize": 283761,
  "_sha256": "7e74f13ea3050564471cae3219785e57eccaafb8acbc973879e3a1a20624d577",
  "_expires": "2027-01-24T10:51:48.000Z",
  "_created": "2026-10-16T10:44:10.000Z",
  "_published": "2026-10-16T10:51:50.610Z",
  "_buildurl": "https://github.com/r-universe/mgoplerud/actions/runs/38888870580",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_jobs": [
    {
      "job": 116934533263,
      "time": 227,
      "config": "linux-devel-arm64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "12041455597"
    },
    {
      "job": 116934533348,
      "time": 248,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "12041038998"
    },
    {
      "job": 116934533354,
      "time": 205,
      "config": "linux-release-arm64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "12040344394"
    },
    {
      "job": 116934533411,
      "time": 255,
      "config": "linux-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "12041450597"
    },
    {
      "job": 116934533370,
      "time": 150,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "12041023726"
    },
    {
      "job": 116934533307,
      "time": 381,
      "config": "macos-oldrel-x86_64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "12041565743"
    },
    {
      "job": 116934533311,
      "time": 177,
      "config": "macos-release-arm64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "12040804419"
    },
    {
      "job": 116934533464,
      "time": 310,
      "config": "macos-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "12041316320"
    },
    {
      "job": 116933331642,
      "time": 200,
      "config": "source",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "12040897866"
    },
    {
      "job": 116934533459,
      "time": 126,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "12040799115"
    },
    {
      "job": 116934533331,
      "time": 323,
      "config": "windows-devel-arm64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "12040739934"
    },
    {
      "job": 116934533401,
      "time": 193,
      "config": "windows-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "12040689798"
    },
    {
      "job": 116934533351,
      "time": 228,
      "config": "windows-oldrel-x86_64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "12041128604"
    },
    {
      "job": 116934533319,
      "time": 312,
      "config": "windows-release-arm64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "12041186835"
    },
    {
      "job": 116934533527,
      "time": 206,
      "config": "windows-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "12041033451"
    }
  ],
  "_upstream": "https://github.com/mgoplerud/vglmer",
  "_commit": {
    "id": "76c18849b06929243629ab0ef59bec02a383b953",
    "author": "mgoplerud <mgoplerud@austin.utexas.edu>",
    "committer": "mgoplerud <mgoplerud@austin.utexas.edu>",
    "message": "Update tests for reltol [run ci]\n",
    "time": 1762723081
  },
  "_maintainer": {
    "name": "Max Goplerud",
    "email": "mgoplerud@austin.utexas.edu",
    "login": "mgoplerud",
    "description": "Assistant Professor of Government at the University of Texas at Austin",
    "uuid": 25274138
  },
  "_distro": "resolute",
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 3.0.2",
      "role": "Depends"
    },
    {
      "package": "Rcpp",
      "role": "LinkingTo"
    },
    {
      "package": "RcppEigen",
      "version": ">= 0.3.3.4.0",
      "role": "LinkingTo"
    },
    {
      "package": "Rcpp",
      "version": ">= 1.0.1",
      "role": "Imports"
    },
    {
      "package": "lme4",
      "role": "Imports"
    },
    {
      "package": "CholWishart",
      "role": "Imports"
    },
    {
      "package": "mvtnorm",
      "role": "Imports"
    },
    {
      "package": "Matrix",
      "role": "Imports"
    },
    {
      "package": "stats",
      "role": "Imports"
    },
    {
      "package": "graphics",
      "role": "Imports"
    },
    {
      "package": "methods",
      "role": "Imports"
    },
    {
      "package": "lmtest",
      "role": "Imports"
    },
    {
      "package": "splines",
      "role": "Imports"
    },
    {
      "package": "mgcv",
      "role": "Imports"
    },
    {
      "package": "SuperLearner",
      "role": "Suggests"
    },
    {
      "package": "MASS",
      "role": "Suggests"
    },
    {
      "package": "tictoc",
      "role": "Suggests"
    },
    {
      "package": "testthat",
      "role": "Suggests"
    },
    {
      "package": "gKRLS",
      "role": "Suggests"
    }
  ],
  "_owner": "mgoplerud",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [
    {
      "week": "2025-45",
      "n": 5
    }
  ],
  "_tags": [],
  "_stars": 21,
  "_contributors": [
    {
      "user": "mgoplerud",
      "count": 22,
      "uuid": 25274138
    }
  ],
  "_userbio": {
    "uuid": 25274138,
    "type": "user",
    "name": "Max Goplerud",
    "followers": 17,
    "description": "Assistant Professor of Government at the University of Texas at Austin"
  },
  "_downloads": {
    "count": 459,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/vglmer"
  },
  "_devurl": "https://github.com/mgoplerud/vglmer",
  "_searchresults": 13,
  "_topics": [
    "cpp"
  ],
  "_rbuild": "4.6.1",
  "_assets": [
    "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",
    "extra/vglmer.html"
  ],
  "_homeurl": "https://github.com/mgoplerud/vglmer",
  "_realowner": "mgoplerud",
  "_cranurl": true,
  "_releases": [
    {
      "version": "1.0.0",
      "date": "2022-09-14"
    },
    {
      "version": "1.0.1",
      "date": "2022-09-17"
    },
    {
      "version": "1.0.2",
      "date": "2022-09-23"
    },
    {
      "version": "1.0.3",
      "date": "2022-10-27"
    },
    {
      "version": "1.0.5",
      "date": "2024-09-12"
    },
    {
      "version": "1.0.6",
      "date": "2024-11-07"
    }
  ],
  "_exports": [
    "add_formula_SL",
    "ELBO",
    "fixef",
    "format_glmer",
    "format_vglmer",
    "MAVB",
    "posterior_samples.vglmer",
    "predict_MAVB",
    "ranef",
    "SL.glmer",
    "SL.vglmer",
    "v_s",
    "vglmer",
    "vglmer_control"
  ],
  "_help": [
    {
      "page": "MAVB",
      "title": "Perform MAVB after fitting vglmer",
      "topics": [
        "MAVB"
      ]
    },
    {
      "page": "posterior_samples.vglmer",
      "title": "Draw samples from the variational distribution",
      "topics": [
        "posterior_samples.vglmer"
      ]
    },
    {
      "page": "sl_vglmer",
      "title": "SuperLearner with (Variational) Hierarchical Models",
      "topics": [
        "add_formula_SL",
        "predict.SL.glmer",
        "predict.SL.vglmer",
        "SL.glmer",
        "SL.vglmer",
        "sl_vglmer"
      ]
    },
    {
      "page": "v_s",
      "title": "Create splines for use in vglmer",
      "topics": [
        "v_s"
      ]
    },
    {
      "page": "vglmer",
      "title": "Variational Inference for Hierarchical Generalized Linear Models",
      "topics": [
        "vglmer"
      ]
    },
    {
      "page": "vglmer_control",
      "title": "Control for vglmer estimation",
      "topics": [
        "vglmer_control"
      ]
    },
    {
      "page": "vglmer_predict",
      "title": "Predict after vglmer",
      "topics": [
        "predict.vglmer",
        "predict_MAVB",
        "vglmer_predict"
      ]
    },
    {
      "page": "vglmer-class",
      "title": "Generic Functions after Running vglmer",
      "topics": [
        "coef.vglmer",
        "ELBO",
        "fitted.vglmer",
        "fixef.vglmer",
        "format_glmer",
        "format_vglmer",
        "formula.vglmer",
        "print.vglmer",
        "ranef.vglmer",
        "sigma.vglmer",
        "summary.vglmer",
        "vcov.vglmer",
        "vglmer-class"
      ]
    }
  ],
  "_readme": "https://github.com/mgoplerud/vglmer/raw/HEAD/README.md",
  "_rundeps": [
    "boot",
    "CholWishart",
    "lattice",
    "lme4",
    "lmtest",
    "MASS",
    "Matrix",
    "mgcv",
    "minqa",
    "mvtnorm",
    "nlme",
    "nloptr",
    "rbibutils",
    "Rcpp",
    "RcppEigen",
    "Rdpack",
    "reformulas",
    "zoo"
  ],
  "_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": 4.135132651376775,
  "_indexed": true,
  "_nocasepkg": "vglmer",
  "_universes": [
    "mgoplerud"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "1.0.7",
      "date": "2026-10-16T10:47:12.000Z",
      "distro": "resolute",
      "arch": "aarch64",
      "commit": "76c18849b06929243629ab0ef59bec02a383b953",
      "fileid": "https://r2.ropensci.org/da3ce74cd4cfbbdc11c841834ac9af67d99ae573dff3c00555123492899cbd43",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/mgoplerud/actions/runs/38888870580"
    },
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "1.0.7",
      "date": "2026-10-16T10:47:17.000Z",
      "distro": "resolute",
      "arch": "x86_64",
      "commit": "76c18849b06929243629ab0ef59bec02a383b953",
      "fileid": "https://r2.ropensci.org/396c3b8b6ae4c7ca6f9c9d450553392a74e82d4e4ec77434b650bc567fbf4397",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/mgoplerud/actions/runs/38888870580"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "1.0.7",
      "date": "2026-10-16T10:46:56.000Z",
      "distro": "resolute",
      "arch": "aarch64",
      "commit": "76c18849b06929243629ab0ef59bec02a383b953",
      "fileid": "https://r2.ropensci.org/5bac46caaaae5860bb36c0fa563b710e2de549baf4af318820db63e9a5ff1261",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/mgoplerud/actions/runs/38888870580"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "1.0.7",
      "date": "2026-10-16T10:47:19.000Z",
      "distro": "resolute",
      "arch": "x86_64",
      "commit": "76c18849b06929243629ab0ef59bec02a383b953",
      "fileid": "https://r2.ropensci.org/adb27fdca2125ae2a326f5a6fbafe2a5af8a35712e207be2a101293536a5b46b",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/mgoplerud/actions/runs/38888870580"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "1.0.7",
      "date": "2026-10-16T10:46:16.000Z",
      "arch": "aarch64",
      "commit": "76c18849b06929243629ab0ef59bec02a383b953",
      "fileid": "https://r2.ropensci.org/e9736eb6a05381d8ec44cb12e2a79f9373ad97a8d209a6276f74b4c84d570c83",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/mgoplerud/actions/runs/38888870580"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "1.0.7",
      "date": "2026-10-16T10:48:24.000Z",
      "arch": "x86_64",
      "commit": "76c18849b06929243629ab0ef59bec02a383b953",
      "fileid": "https://r2.ropensci.org/cecabd65f3f039511b08f23455415300a22a1c1931b56c0a5ca69d5480bdb899",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/mgoplerud/actions/runs/38888870580"
    },
    {
      "r": "4.6.1",
      "os": "mac",
      "version": "1.0.7",
      "date": "2026-10-16T10:46:20.000Z",
      "arch": "aarch64",
      "commit": "76c18849b06929243629ab0ef59bec02a383b953",
      "fileid": "https://r2.ropensci.org/3973c279a7ed1121f5f5fc24fcf1546bdf6fc609a9dbb17fb1c1d45e8b62b9eb",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/mgoplerud/actions/runs/38888870580"
    },
    {
      "r": "4.6.1",
      "os": "mac",
      "version": "1.0.7",
      "date": "2026-10-16T10:47:47.000Z",
      "arch": "x86_64",
      "commit": "76c18849b06929243629ab0ef59bec02a383b953",
      "fileid": "https://r2.ropensci.org/31d9d6607ee77bd852b1b2d235a7d2f9bc76e030d7c52c34dab3ec238a5eff7d",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/mgoplerud/actions/runs/38888870580"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "1.0.7",
      "date": "2026-10-16T10:46:49.000Z",
      "arch": "emscripten",
      "commit": "76c18849b06929243629ab0ef59bec02a383b953",
      "fileid": "https://r2.ropensci.org/1393e25c1ad2ac902ead42285d25c822d8c7200148b20b842b5ccb4aee746f84",
      "status": "success",
      "buildurl": "https://github.com/r-universe/mgoplerud/actions/runs/38888870580"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "1.0.7",
      "date": "2026-10-16T10:48:18.000Z",
      "arch": "aarch64",
      "commit": "76c18849b06929243629ab0ef59bec02a383b953",
      "fileid": "https://r2.ropensci.org/6edf738f48bb4c01c5f8b24ba19d59f01102efc947ee5da16d372c83fe5b4b4f",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/mgoplerud/actions/runs/38888870580"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "1.0.7",
      "date": "2026-10-16T10:45:45.000Z",
      "arch": "x86_64",
      "commit": "76c18849b06929243629ab0ef59bec02a383b953",
      "fileid": "https://r2.ropensci.org/daff70e2af029594824522d0f2a7564ee8bb9733d6f34f9c2b291efb83b31b8a",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/mgoplerud/actions/runs/38888870580"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "1.0.7",
      "date": "2026-10-16T10:46:15.000Z",
      "arch": "x86_64",
      "commit": "76c18849b06929243629ab0ef59bec02a383b953",
      "fileid": "https://r2.ropensci.org/57b1215e565b6c0179699eb42ce978a62c91a3283a56105a076adfb27e7429b6",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/mgoplerud/actions/runs/38888870580"
    },
    {
      "r": "4.6.1",
      "os": "win",
      "version": "1.0.7",
      "date": "2026-10-16T10:48:14.000Z",
      "arch": "aarch64",
      "commit": "76c18849b06929243629ab0ef59bec02a383b953",
      "fileid": "https://r2.ropensci.org/3961909b9537439421a86b052b37a3ac03df737575098c5a5106490f1f200058",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/mgoplerud/actions/runs/38888870580"
    },
    {
      "r": "4.6.1",
      "os": "win",
      "version": "1.0.7",
      "date": "2026-10-16T10:45:51.000Z",
      "arch": "x86_64",
      "commit": "76c18849b06929243629ab0ef59bec02a383b953",
      "fileid": "https://r2.ropensci.org/3a9c9e5b7a100b21cc217824b997ac1ae28e9df39761ed437228eacdcc903ee1",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/mgoplerud/actions/runs/38888870580"
    }
  ]
}