{
  "_id": "6a55bf42ff0138dec5d685a0",
  "Package": "MNP",
  "Version": "3.1-6",
  "Title": "Fitting the Multinomial Probit Model",
  "Authors@R": "c(\nperson(\"Kosuke\", \"Imai\", , \"imai@harvard.edu\", c(\"aut\", \"cre\")),\nperson(\"David\", \"van Dyk\", , \"dvandyk@imperial.ac.uk\", c(\"aut\")),\nperson(\"Hubert\", \"Jin\", , \"hubertj@princeton.edu\", c(\"ctb\"))\n)",
  "Maintainer": "Kosuke Imai <imai@harvard.edu>",
  "Description": "Fits the Bayesian multinomial probit model via Markov\nchain Monte Carlo.  The multinomial probit model is often used\nto analyze the discrete choices made by individuals recorded in\nsurvey data. Examples where the multinomial probit model may be\nuseful include the analysis of product choice by consumers in\nmarket research and the analysis of candidate or party choice\nby voters in electoral studies. The MNP package can also fit\nthe model with different choice sets for each individual, and\ncomplete or partial individual choice orderings of the\navailable alternatives from the choice set. The estimation is\nbased on the efficient marginal data augmentation algorithm\nthat is developed by Imai and van Dyk (2005). \"A Bayesian\nAnalysis of the Multinomial Probit Model Using the Data\nAugmentation.\" Journal of Econometrics, Vol. 124, No. 2\n(February), pp. 311-334. <doi:10.1016/j.jeconom.2004.02.002>\nDetailed examples are given in Imai and van Dyk (2005). \"MNP: R\nPackage for Fitting the Multinomial Probit Model.\"  Journal of\nStatistical Software, Vol. 14, No. 3 (May), pp. 1-32.\n<doi:10.18637/jss.v014.i03>.",
  "LazyLoad": "yes",
  "LazyData": "yes",
  "License": "GPL (>= 2)",
  "Encoding": "UTF-8",
  "URL": "https://github.com/kosukeimai/MNP",
  "BugReports": "https://github.com/kosukeimai/MNP/issues",
  "NeedsCompilation": "yes",
  "RoxygenNote": "7.3.1",
  "Repository": "https://kosukeimai.r-universe.dev",
  "Date/Publication": "2026-07-14 02:51:46 UTC",
  "RemoteUrl": "https://github.com/kosukeimai/mnp",
  "RemoteRef": "HEAD",
  "RemoteSha": "1cf2b6727cd4b69aca484ba9eb2f2e6666cbdee6",
  "Packaged": {
    "Date": "2026-07-14 04:41:10 UTC",
    "User": "root"
  },
  "Author": "Kosuke Imai [aut, cre],\nDavid van Dyk [aut],\nHubert Jin [ctb]",
  "_user": "kosukeimai",
  "_type": "src",
  "_file": "MNP_3.1-6.tar.gz",
  "_fileid": "https://r2.ropensci.org/6ff70be1eac58df4b682c9b33aa5dc4cc339be4fbb350ea08e58f0b6f3593614",
  "_filesize": 1669312,
  "_sha256": "6ff70be1eac58df4b682c9b33aa5dc4cc339be4fbb350ea08e58f0b6f3593614",
  "_expires": "2026-10-22T04:46:56.000Z",
  "_created": "2026-07-14T04:41:10.000Z",
  "_published": "2026-07-14T04:46:58.407Z",
  "_jobs": [
    {
      "job": 87001060584,
      "time": 143,
      "config": "linux-devel-arm64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "8300475353"
    },
    {
      "job": 87001060556,
      "time": 125,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "8300470921"
    },
    {
      "job": 87001060570,
      "time": 123,
      "config": "linux-release-arm64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "8300470736"
    },
    {
      "job": 87001060597,
      "time": 111,
      "config": "linux-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "8300467819"
    },
    {
      "job": 87001060616,
      "time": 74,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "8300474491"
    },
    {
      "job": 87001060622,
      "time": 186,
      "config": "macos-oldrel-x86_64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "8300513450"
    },
    {
      "job": 87001060612,
      "time": 85,
      "config": "macos-release-arm64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "8300494462"
    },
    {
      "job": 87001060609,
      "time": 194,
      "config": "macos-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "8300500738"
    },
    {
      "job": 87000666999,
      "time": 192,
      "config": "source",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "8300439177"
    },
    {
      "job": 87001060596,
      "time": 84,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "8300461268"
    },
    {
      "job": 87001060552,
      "time": 100,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "8300465217"
    },
    {
      "job": 87001060553,
      "time": 98,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "8300464827"
    },
    {
      "job": 87001060543,
      "time": 88,
      "config": "windows-release",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "8300462558"
    }
  ],
  "_host": "GitHub-Actions",
  "_buildurl": "https://github.com/r-universe/kosukeimai/actions/runs/29306448813",
  "_status": "success",
  "_upstream": "https://github.com/kosukeimai/mnp",
  "_commit": {
    "id": "1cf2b6727cd4b69aca484ba9eb2f2e6666cbdee6",
    "author": "Kosuke Imai <imai@harvard.edu>",
    "committer": "Kosuke Imai <imai@harvard.edu>",
    "message": "allocation fix\n",
    "time": 1783997506
  },
  "_maintainer": {
    "name": "Kosuke Imai",
    "email": "imai@harvard.edu",
    "login": "kosukeimai",
    "description": "",
    "uuid": 6608243
  },
  "_distro": "resolute",
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 2.1",
      "role": "Depends"
    },
    {
      "package": "stats",
      "role": "Depends"
    },
    {
      "package": "utils",
      "role": "Depends"
    },
    {
      "package": "testthat",
      "role": "Suggests"
    }
  ],
  "_owner": "kosukeimai",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [
    {
      "week": "2026-29",
      "n": 4
    }
  ],
  "_tags": [
    {
      "name": "v3.1-6",
      "date": "2026-07-13"
    }
  ],
  "_stars": 13,
  "_contributors": [
    {
      "user": "hj08003",
      "count": 114,
      "uuid": 12300963
    },
    {
      "user": "kosukeimai",
      "count": 26,
      "uuid": 6608243
    },
    {
      "user": "ngreifer",
      "count": 3,
      "uuid": 20465600
    }
  ],
  "_userbio": {
    "uuid": 6608243,
    "type": "user",
    "name": "Kosuke Imai",
    "followers": 600
  },
  "_downloads": {
    "count": 2426,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/MNP"
  },
  "_mentions": 11,
  "_devurl": "https://github.com/kosukeimai/mnp",
  "_searchresults": 44,
  "_topics": [
    "openblas"
  ],
  "_rbuild": "4.6.1",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/MNP.html",
    "extra/readme.html",
    "extra/readme.md",
    "manual.pdf"
  ],
  "_homeurl": "https://github.com/kosukeimai/mnp",
  "_realowner": "kosukeimai",
  "_cranurl": true,
  "_releases": [
    {
      "version": "1.0-1",
      "date": "2004-06-27"
    },
    {
      "version": "1.0-2",
      "date": "2004-06-30"
    },
    {
      "version": "1.0-3",
      "date": "2004-07-02"
    },
    {
      "version": "1.0-4",
      "date": "2004-07-19"
    },
    {
      "version": "1.1-1",
      "date": "2004-08-31"
    },
    {
      "version": "1.1-2",
      "date": "2004-09-15"
    },
    {
      "version": "1.2-1",
      "date": "2004-09-27"
    },
    {
      "version": "1.3-1",
      "date": "2004-10-11"
    },
    {
      "version": "1.3-2",
      "date": "2004-11-18"
    },
    {
      "version": "1.4-1",
      "date": "2004-12-17"
    },
    {
      "version": "2.0-1",
      "date": "2005-02-14"
    },
    {
      "version": "2.1-1",
      "date": "2005-02-26"
    },
    {
      "version": "2.1-2",
      "date": "2005-04-04"
    },
    {
      "version": "2.2-1",
      "date": "2005-05-02"
    },
    {
      "version": "2.2-2",
      "date": "2005-05-10"
    },
    {
      "version": "2.2-3",
      "date": "2005-05-13"
    },
    {
      "version": "2.3-1",
      "date": "2005-05-30"
    },
    {
      "version": "2.3-2",
      "date": "2005-06-03"
    },
    {
      "version": "2.3-3",
      "date": "2005-06-24"
    },
    {
      "version": "2.3-4",
      "date": "2005-09-07"
    },
    {
      "version": "2.3-5",
      "date": "2005-12-27"
    },
    {
      "version": "2.3-6",
      "date": "2006-01-12"
    },
    {
      "version": "2.3-7",
      "date": "2006-04-25"
    },
    {
      "version": "2.3-8",
      "date": "2006-04-26"
    },
    {
      "version": "2.3-9",
      "date": "2006-09-21"
    },
    {
      "version": "2.4-1",
      "date": "2006-10-06"
    },
    {
      "version": "2.4-2",
      "date": "2006-10-18"
    },
    {
      "version": "2.5-1",
      "date": "2006-11-22"
    },
    {
      "version": "2.5-3",
      "date": "2006-12-06"
    },
    {
      "version": "2.5-4",
      "date": "2007-05-24"
    },
    {
      "version": "2.5-5",
      "date": "2007-08-02"
    },
    {
      "version": "2.5-6",
      "date": "2008-03-25"
    },
    {
      "version": "2.6-1",
      "date": "2009-09-24"
    },
    {
      "version": "2.6-2",
      "date": "2010-10-28"
    },
    {
      "version": "2.6-3",
      "date": "2011-12-07"
    },
    {
      "version": "2.6-4",
      "date": "2013-06-09"
    },
    {
      "version": "3.0-1",
      "date": "2017-05-06"
    },
    {
      "version": "3.0-2",
      "date": "2017-06-28"
    },
    {
      "version": "3.1-0",
      "date": "2017-09-27"
    },
    {
      "version": "3.1-1",
      "date": "2020-10-22"
    },
    {
      "version": "3.1-2",
      "date": "2021-05-13"
    },
    {
      "version": "3.1-3",
      "date": "2022-04-07"
    },
    {
      "version": "3.1-4",
      "date": "2023-03-14"
    },
    {
      "version": "3.1-5",
      "date": "2024-06-20"
    },
    {
      "version": "3.1-6",
      "date": "2026-07-13"
    }
  ],
  "_exports": [
    "mnp"
  ],
  "_datasets": [
    {
      "name": "detergent",
      "title": "Detergent Brand Choice",
      "object": "detergent",
      "class": [
        "data.frame"
      ],
      "fields": [
        "choice",
        "TidePrice",
        "WiskPrice",
        "EraPlusPrice",
        "SurfPrice",
        "SoloPrice",
        "AllPrice"
      ],
      "rows": 2657,
      "table": true,
      "tojson": true
    },
    {
      "name": "japan",
      "title": "Voters' Preferences of Political Parties in Japan (1995)",
      "object": "japan",
      "class": [
        "data.frame"
      ],
      "fields": [
        "LDP",
        "NFP",
        "SKG",
        "JCP",
        "gender",
        "education",
        "age"
      ],
      "rows": 418,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "coef.mnp",
      "title": "Extract Multinomial Probit Model Coefficients",
      "topics": [
        "coef.mnp"
      ]
    },
    {
      "page": "detergent",
      "title": "Detergent Brand Choice",
      "topics": [
        "detergent"
      ]
    },
    {
      "page": "japan",
      "title": "Voters' Preferences of Political Parties in Japan (1995)",
      "topics": [
        "japan"
      ]
    },
    {
      "page": "mnp",
      "title": "Fitting the Multinomial Probit Model via Markov chain Monte Carlo",
      "topics": [
        "MNP",
        "mnp"
      ]
    },
    {
      "page": "predict.mnp",
      "title": "Posterior Prediction under the Bayesian Multinomial Probit Models",
      "topics": [
        "predict.mnp"
      ]
    },
    {
      "page": "print.summary.mnp",
      "title": "Print the summary of the results for the Multinomial Probit Models",
      "topics": [
        "print.summary.mnp"
      ]
    },
    {
      "page": "summary.mnp",
      "title": "Summarizing the results for the Multinomial Probit Models",
      "topics": [
        "summary.mnp"
      ]
    },
    {
      "page": "vcov.mnp",
      "title": "Extract Multinomial Probit Model Covariance Matrix",
      "topics": [
        "vcov.mnp"
      ]
    }
  ],
  "_readme": "https://github.com/kosukeimai/mnp/raw/HEAD/README.md",
  "_rundeps": [],
  "_sysdeps": [
    {
      "shlib": "liblapack",
      "package": "libopenblas0-pthread",
      "source": "openblas",
      "version": "0.3.32+ds-5",
      "name": "openblas",
      "homepage": "https://www.openblas.net/",
      "description": "Optimized BLAS (linear algebra) library (shared lib, pthread)"
    }
  ],
  "_vignettes": [
    {
      "source": "MNP.Rnw",
      "filename": "MNP.pdf",
      "title": "MNP",
      "engine": "utils::Sweave",
      "headings": [
        "Title Page",
        "Introduction",
        "The Method",
        "Example 1: Detergent Brand Choice",
        "Example 2: Voters' Preference of Political Parties",
        "References"
      ],
      "created": "2015-04-09 13:31:04",
      "modified": "2026-07-13 09:36:03",
      "commits": 8
    }
  ],
  "_score": 7.142286825323578,
  "_indexed": true,
  "_nocasepkg": "mnp",
  "_universes": [
    "kosukeimai"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "3.1-6",
      "date": "2026-07-14T04:43:46.000Z",
      "distro": "resolute",
      "arch": "aarch64",
      "commit": "1cf2b6727cd4b69aca484ba9eb2f2e6666cbdee6",
      "fileid": "https://r2.ropensci.org/e1a48ad5c5db3180f2c834edc4d69d0ff5c47404861fd525dcee4dae3ce72c21",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/kosukeimai/actions/runs/29306448813"
    },
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "3.1-6",
      "date": "2026-07-14T04:43:21.000Z",
      "distro": "resolute",
      "arch": "x86_64",
      "commit": "1cf2b6727cd4b69aca484ba9eb2f2e6666cbdee6",
      "fileid": "https://r2.ropensci.org/ee0a9fbcc28b01946a4d781893437dfc0d7e08b87cb5d624ae7b689dc51815ce",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/kosukeimai/actions/runs/29306448813"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "3.1-6",
      "date": "2026-07-14T04:43:26.000Z",
      "distro": "resolute",
      "arch": "aarch64",
      "commit": "1cf2b6727cd4b69aca484ba9eb2f2e6666cbdee6",
      "fileid": "https://r2.ropensci.org/ce34b9126df09774eaa952d542afcd2f19524bea73410da4983dec5ae92a78b2",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/kosukeimai/actions/runs/29306448813"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "3.1-6",
      "date": "2026-07-14T04:43:08.000Z",
      "distro": "resolute",
      "arch": "x86_64",
      "commit": "1cf2b6727cd4b69aca484ba9eb2f2e6666cbdee6",
      "fileid": "https://r2.ropensci.org/dd17a5cb4574ed07d0ba94ab4c4c0fe5a595bf815b5e165568c970ae7c16ce04",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/kosukeimai/actions/runs/29306448813"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "3.1-6",
      "date": "2026-07-14T04:43:41.000Z",
      "arch": "aarch64",
      "commit": "1cf2b6727cd4b69aca484ba9eb2f2e6666cbdee6",
      "fileid": "https://r2.ropensci.org/5e05342323626016d5c852274e7ef473928fd32e68a6e4828c80603d192966f6",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/kosukeimai/actions/runs/29306448813"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "3.1-6",
      "date": "2026-07-14T04:46:02.000Z",
      "arch": "x86_64",
      "commit": "1cf2b6727cd4b69aca484ba9eb2f2e6666cbdee6",
      "fileid": "https://r2.ropensci.org/f0611356ad3c09902ae780c6a620d701afd4a13922733ba97da17104fe5de629",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/kosukeimai/actions/runs/29306448813"
    },
    {
      "r": "4.6.1",
      "os": "mac",
      "version": "3.1-6",
      "date": "2026-07-14T04:45:01.000Z",
      "arch": "aarch64",
      "commit": "1cf2b6727cd4b69aca484ba9eb2f2e6666cbdee6",
      "fileid": "https://r2.ropensci.org/3bab048238acdd30db4bbdf9c69df028d2713db2b1db1637a364fc5ac53a2eb4",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/kosukeimai/actions/runs/29306448813"
    },
    {
      "r": "4.6.1",
      "os": "mac",
      "version": "3.1-6",
      "date": "2026-07-14T04:45:11.000Z",
      "arch": "x86_64",
      "commit": "1cf2b6727cd4b69aca484ba9eb2f2e6666cbdee6",
      "fileid": "https://r2.ropensci.org/fe8e9fdcd724d79b73b6445abacb8c6cfcf17387bbff8a07405ec305eb314418",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/kosukeimai/actions/runs/29306448813"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "3.1-6",
      "date": "2026-07-14T04:42:55.000Z",
      "arch": "emscripten",
      "commit": "1cf2b6727cd4b69aca484ba9eb2f2e6666cbdee6",
      "fileid": "https://r2.ropensci.org/12f22475c8a104b6c9f63fedfac3a3d9a2f2377773a0c0c8e2130d59e62194e7",
      "status": "success",
      "buildurl": "https://github.com/r-universe/kosukeimai/actions/runs/29306448813"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "3.1-6",
      "date": "2026-07-14T04:42:41.000Z",
      "arch": "x86_64",
      "commit": "1cf2b6727cd4b69aca484ba9eb2f2e6666cbdee6",
      "fileid": "https://r2.ropensci.org/a55ac1277ee0d207b36b514fd373f2e4760f14f4b6c231ca56241f4e0d3140e1",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/kosukeimai/actions/runs/29306448813"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "3.1-6",
      "date": "2026-07-14T04:42:40.000Z",
      "arch": "x86_64",
      "commit": "1cf2b6727cd4b69aca484ba9eb2f2e6666cbdee6",
      "fileid": "https://r2.ropensci.org/7e904de8fbbac958c7a03f242d6e0397c9cbabf159f607f0eea2903b43f4cf46",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/kosukeimai/actions/runs/29306448813"
    },
    {
      "r": "4.6.1",
      "os": "win",
      "version": "3.1-6",
      "date": "2026-07-14T04:42:33.000Z",
      "arch": "x86_64",
      "commit": "1cf2b6727cd4b69aca484ba9eb2f2e6666cbdee6",
      "fileid": "https://r2.ropensci.org/bbff72768233cc5ba88bb0f458fda5523752bbf9a39ea4945c50be5b65dd1851",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/kosukeimai/actions/runs/29306448813"
    }
  ]
}