{
  "_id": "6a2287d9cd65a98ecbd5381d",
  "Package": "BMIselect",
  "Title": "Bayesian MI-LASSO for Variable Selection on Multiply-Imputed\nDatasets",
  "Version": "1.0.3",
  "Author": "Jungang Zou [aut, cre], Sijian Wang [aut], Qixuan Chen [aut]",
  "Authors@R": "c(person(\"Jungang\", \"Zou\", email = \"jungang.zou@gmail.com\", role = c(\"aut\", \"cre\")),\nperson(given = \"Sijian\",\nfamily = \"Wang\",\nrole = c(\"aut\")\n),\nperson(given = \"Qixuan\",\nfamily = \"Chen\",\nrole = c(\"aut\")\n))",
  "Maintainer": "Jungang Zou <jungang.zou@gmail.com>",
  "Description": "Provides a suite of Bayesian MI-LASSO for variable\nselection methods for multiply-imputed datasets. The package\nincludes four Bayesian MI-LASSO models using shrinkage\n(Multi-Laplace, Horseshoe, ARD) and Spike-and-Slab\n(Spike-and-Laplace) priors, along with tools for model fitting\nvia MCMC, four-step projection predictive variable selection,\nand hyperparameter calibration. Methods are suitable for both\ncontinuous and binary covariates under missing-at-random or\nmissing-completely-at-random assumptions. See Zou, J., Wang, S.\nand Chen, Q. (2025), Bayesian MI-LASSO for Variable Selection\non Multiply-Imputed Data. ArXiv, 2211.00114.\n<doi:10.48550/arXiv.2211.00114> for more details. We also\nprovide the frequentist`s MI-LASSO function.",
  "License": "Apache License (>= 2)",
  "Encoding": "UTF-8",
  "RoxygenNote": "7.3.2",
  "VignetteBuilder": "knitr",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-06-05 08:21:16 UTC",
    "User": "root"
  },
  "Config/pak/sysreqs": "cmake make libicu-dev libx11-dev zlib1g-dev",
  "Repository": "https://zjg540066169.r-universe.dev",
  "Date/Publication": "2025-08-25 13:20:13 UTC",
  "RemoteUrl": "https://github.com/cran/BMIselect",
  "RemoteRef": "HEAD",
  "RemoteSha": "64c4b15cda8e982ff8bbf694cddd206591a3dfc7",
  "MD5sum": "86e2d912cf599762f6ebd3a1688badb6",
  "_user": "zjg540066169",
  "_type": "src",
  "_file": "BMIselect_1.0.3.tar.gz",
  "_fileid": "02af816fe1af8de3b14d05c73379c3c3e3fd4964db941b567901f6f378558b7d",
  "_filesize": 194503,
  "_sha256": "02af816fe1af8de3b14d05c73379c3c3e3fd4964db941b567901f6f378558b7d",
  "_created": "2026-06-05T08:21:16.000Z",
  "_published": "2026-06-05T08:24:57.974Z",
  "_distro": "noble",
  "_jobs": [
    {
      "job": 79690998338,
      "time": 184,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7432109974"
    },
    {
      "job": 79690998349,
      "time": 176,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7432107224"
    },
    {
      "job": 79690998373,
      "time": 125,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7432091837"
    },
    {
      "job": 79690998324,
      "time": 132,
      "config": "macos-release-arm64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7432093527"
    },
    {
      "job": 79690166049,
      "time": 333,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7432052941"
    },
    {
      "job": 79690998323,
      "time": 139,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7432095859"
    },
    {
      "job": 79690998381,
      "time": 122,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7432091179"
    },
    {
      "job": 79690998391,
      "time": 116,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7432088760"
    },
    {
      "job": 79690998350,
      "time": 123,
      "config": "windows-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7432091380"
    }
  ],
  "_buildurl": "https://github.com/r-universe/zjg540066169/actions/runs/27003748924",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/cran/BMIselect",
  "_commit": {
    "id": "64c4b15cda8e982ff8bbf694cddd206591a3dfc7",
    "author": "Jungang Zou <jungang.zou@gmail.com>",
    "committer": "cran-robot <csardi.gabor+cran@gmail.com>",
    "message": "version 1.0.3\n",
    "time": 1756128013
  },
  "_maintainer": {
    "name": "Jungang Zou",
    "email": "jungang.zou@gmail.com",
    "login": "zjg540066169",
    "description": "I am a Ph.D. student of Biostatistics at Columbia University. My research focuses on Bayesian statistics and missing data.",
    "uuid": 18543895
  },
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 3.5.0",
      "role": "Depends"
    },
    {
      "package": "MCMCpack",
      "role": "Imports"
    },
    {
      "package": "mvnfast",
      "role": "Imports"
    },
    {
      "package": "GIGrvg",
      "role": "Imports"
    },
    {
      "package": "MASS",
      "role": "Imports"
    },
    {
      "package": "Rfast",
      "role": "Imports"
    },
    {
      "package": "foreach",
      "role": "Imports"
    },
    {
      "package": "doParallel",
      "role": "Imports"
    },
    {
      "package": "arm",
      "role": "Imports"
    },
    {
      "package": "mice",
      "role": "Imports"
    },
    {
      "package": "abind",
      "role": "Imports"
    },
    {
      "package": "stringr",
      "role": "Imports"
    },
    {
      "package": "stats",
      "role": "Imports"
    },
    {
      "package": "posterior",
      "role": "Imports"
    },
    {
      "package": "testthat",
      "role": "Suggests"
    },
    {
      "package": "knitr",
      "role": "Suggests"
    },
    {
      "package": "rmarkdown",
      "role": "Suggests"
    }
  ],
  "_owner": "cran",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [
    {
      "week": "2025-28",
      "n": 1
    },
    {
      "week": "2025-34",
      "n": 1
    },
    {
      "week": "2025-35",
      "n": 1
    }
  ],
  "_tags": [
    {
      "name": "1.0.1",
      "date": "2025-07-09"
    },
    {
      "name": "1.0.2",
      "date": "2025-08-20"
    },
    {
      "name": "1.0.3",
      "date": "2025-08-25"
    }
  ],
  "_stars": 0,
  "_contributors": [
    {
      "user": "zjg540066169",
      "count": 3,
      "uuid": 18543895
    }
  ],
  "_userbio": {
    "uuid": 18543895,
    "type": "user",
    "name": "Jungang Zou",
    "description": "I am a Ph.D. student of Biostatistics at Columbia University. My research focuses on Bayesian statistics and missing data."
  },
  "_downloads": {
    "count": 517,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/BMIselect"
  },
  "_searchresults": 1,
  "_rbuild": "4.6.0",
  "_assets": [
    "extra/BMIselect.html",
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "manual.pdf"
  ],
  "_realowner": "zjg540066169",
  "_cranurl": false,
  "_releases": [
    {
      "version": "1.0.1",
      "date": "2025-07-09"
    },
    {
      "version": "1.0.2",
      "date": "2025-08-20"
    },
    {
      "version": "1.0.3",
      "date": "2025-08-25"
    }
  ],
  "_exports": [
    "ARD_mcmc",
    "BMI_LASSO",
    "horseshoe_mcmc",
    "MI_LASSO",
    "multi_laplace_mcmc",
    "projection_mean",
    "projection_posterior",
    "sim_A",
    "sim_B",
    "sim_C",
    "spike_laplace_partially_mcmc"
  ],
  "_help": [
    {
      "page": "ARD_mcmc",
      "title": "ARD MCMC Sampler for Multiply-Imputed Regression",
      "topics": [
        "ARD_mcmc"
      ]
    },
    {
      "page": "BMI_LASSO",
      "title": "Bayesian MI-LASSO for Multiply-Imputed Regression",
      "topics": [
        "BMI_LASSO"
      ]
    },
    {
      "page": "horseshoe_mcmc",
      "title": "Horseshoe MCMC Sampler for Multiply-Imputed Regression",
      "topics": [
        "horseshoe_mcmc"
      ]
    },
    {
      "page": "MI_LASSO",
      "title": "Multiple-Imputation LASSO (MI-LASSO)",
      "topics": [
        "MI_LASSO"
      ]
    },
    {
      "page": "multi_laplace_mcmc",
      "title": "Multi-Laplace MCMC Sampler for Multiply-Imputed Regression",
      "topics": [
        "multi_laplace_mcmc"
      ]
    },
    {
      "page": "projection_mean",
      "title": "Projecting Posterior Means of Full-Model Coefficients onto a Reduced Subset Model",
      "topics": [
        "projection_mean"
      ]
    },
    {
      "page": "projection_posterior",
      "title": "Projection of Full-Posterior Draws onto a Reduced-Subset Model",
      "topics": [
        "projection_posterior"
      ]
    },
    {
      "page": "sim_A",
      "title": "Simulate dataset A: Independent continuous covariates with MCAR/MAR missingness",
      "topics": [
        "sim_A"
      ]
    },
    {
      "page": "sim_B",
      "title": "Simulate dataset B: AR(1)-correlated continuous covariates with MCAR/MAR missingness",
      "topics": [
        "sim_B"
      ]
    },
    {
      "page": "sim_C",
      "title": "Simulate dataset C: AR(1)-latent Gaussian dichotomized to binary covariates with MCAR/MAR missingness",
      "topics": [
        "sim_C"
      ]
    },
    {
      "page": "spike_laplace_partially_mcmc",
      "title": "Spike-and-Laplace MCMC Sampler for Multiply-Imputed Regression",
      "topics": [
        "spike_laplace_partially_mcmc"
      ]
    }
  ],
  "_rundeps": [
    "abind",
    "arm",
    "backports",
    "BH",
    "bit",
    "bit64",
    "boot",
    "broom",
    "checkmate",
    "cli",
    "clipr",
    "coda",
    "codetools",
    "cpp11",
    "crayon",
    "distributional",
    "doParallel",
    "dplyr",
    "forcats",
    "foreach",
    "generics",
    "GIGrvg",
    "glmnet",
    "glue",
    "haven",
    "hms",
    "iterators",
    "jomo",
    "lattice",
    "lifecycle",
    "lme4",
    "magrittr",
    "MASS",
    "Matrix",
    "MatrixModels",
    "matrixStats",
    "mcmc",
    "MCMCpack",
    "mice",
    "minqa",
    "mitml",
    "mvnfast",
    "nlme",
    "nloptr",
    "nnet",
    "numDeriv",
    "ordinal",
    "pan",
    "pillar",
    "pkgconfig",
    "posterior",
    "prettyunits",
    "progress",
    "purrr",
    "quantreg",
    "R6",
    "rbibutils",
    "Rcpp",
    "RcppArmadillo",
    "RcppEigen",
    "RcppParallel",
    "Rdpack",
    "readr",
    "reformulas",
    "Rfast",
    "rlang",
    "rpart",
    "shape",
    "SparseM",
    "stringi",
    "stringr",
    "survival",
    "tensorA",
    "tibble",
    "tidyr",
    "tidyselect",
    "tzdb",
    "ucminf",
    "utf8",
    "vctrs",
    "vroom",
    "withr",
    "zigg"
  ],
  "_vignettes": [
    {
      "source": "Introduction.Rmd",
      "filename": "Introduction.html",
      "title": "An Introduction to BMIselect",
      "author": "Jungang Zou",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Introduction",
        "Data Preparation",
        "Variable Selection Using Bayesian MI-LASSO",
        "Example of Horseshoe model",
        "Hyerparameters Specification",
        "Parallel Computing for Multiple Chains",
        "Frequentists MI-LASSO",
        "Discussion",
        "Disclaimer"
      ],
      "created": "2025-08-25 13:20:13",
      "modified": "2025-08-25 13:20:13",
      "commits": 1
    }
  ],
  "_score": 2.4771212547196626,
  "_indexed": true,
  "_nocasepkg": "bmiselect",
  "_universes": [
    "zjg540066169"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "1.0.3",
      "date": "2026-06-05T08:24:04.000Z",
      "distro": "noble",
      "commit": "64c4b15cda8e982ff8bbf694cddd206591a3dfc7",
      "fileid": "7c9277546691aa909c0533e2e16e50cc5c083a07f9e47b706249c3ce95c28c75",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/zjg540066169/actions/runs/27003748924"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "1.0.3",
      "date": "2026-06-05T08:23:59.000Z",
      "distro": "noble",
      "commit": "64c4b15cda8e982ff8bbf694cddd206591a3dfc7",
      "fileid": "5888ccb4eb1318675a3de579462e24a8614022e4e348c6333b4017bde89be31b",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/zjg540066169/actions/runs/27003748924"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "1.0.3",
      "date": "2026-06-05T08:23:16.000Z",
      "commit": "64c4b15cda8e982ff8bbf694cddd206591a3dfc7",
      "fileid": "5590cdfda4cf8e99e6d3abc261b6126aa2ad4124591ec9ea5c83f0b4a4fcf1a2",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/zjg540066169/actions/runs/27003748924"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "1.0.3",
      "date": "2026-06-05T08:23:18.000Z",
      "commit": "64c4b15cda8e982ff8bbf694cddd206591a3dfc7",
      "fileid": "c2f45a31949d6fe02455dc076bc3767e459b74ffbe1611a53edfd5fe936c539e",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/zjg540066169/actions/runs/27003748924"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "1.0.3",
      "date": "2026-06-05T08:23:55.000Z",
      "commit": "64c4b15cda8e982ff8bbf694cddd206591a3dfc7",
      "fileid": "57e7a7b2e886e9555dcdc107c875c8caaeca7f9ac2765137f6407bd0f49cfd33",
      "status": "success",
      "buildurl": "https://github.com/r-universe/zjg540066169/actions/runs/27003748924"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "1.0.3",
      "date": "2026-06-05T08:23:05.000Z",
      "commit": "64c4b15cda8e982ff8bbf694cddd206591a3dfc7",
      "fileid": "3f6b09c96a40468740fd815233e8ed6ee2e0bb2397cbea3347592cd4515cd08e",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/zjg540066169/actions/runs/27003748924"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "1.0.3",
      "date": "2026-06-05T08:22:57.000Z",
      "commit": "64c4b15cda8e982ff8bbf694cddd206591a3dfc7",
      "fileid": "d6431ccb41d6ba1efdedf2101c3ed741a3391b52e708cd0a1fe1ffa454cd51ee",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/zjg540066169/actions/runs/27003748924"
    },
    {
      "r": "4.6.0",
      "os": "win",
      "version": "1.0.3",
      "date": "2026-06-05T08:22:58.000Z",
      "commit": "64c4b15cda8e982ff8bbf694cddd206591a3dfc7",
      "fileid": "c50602fc9c1fc5d01c23f588af7e12b85c449e2af3ec00cc59b202e336799201",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/zjg540066169/actions/runs/27003748924"
    }
  ]
}