{
  "_id": "6ac7572fde46216d5edce8ee",
  "Package": "EBMAforecast",
  "Type": "Package",
  "Title": "Estimate Ensemble Bayesian Model Averaging Forecasts using Gibbs\nSampling or EM-Algorithms",
  "Version": "1.0.33",
  "Date": "2026-05-04",
  "Authors@R": "c(person(\"Florian M.\", \"Hollenbach\", email = \"fho.egb@cbs.dk\",\nrole = c(\"aut\", \"cre\"), comment = c(ORCID = \"0000-0002-9599-556X\")),\nperson(\"Jacob M.\", \"Montgomery\", role = c(\"aut\")),\nperson(\"Michael D.\", \"Ward\", role = c(\"aut\")))",
  "URL": "https://github.com/fhollenbach/EBMA/",
  "Description": "Create forecasts from multiple predictions using ensemble\nBayesian model averaging (EBMA). EBMA models can be estimated\nusing an expectation maximization (EM) algorithm or as fully\nBayesian models via Gibbs sampling. The methods in this package\nare Montgomery, Hollenbach, and Ward (2015)\n<doi:10.1016/j.ijforecast.2014.08.001> and Montgomery,\nHollenbach, and Ward (2012) <doi:10.1093/pan/mps002>.",
  "License": "GPL (>= 2)",
  "Encoding": "UTF-8",
  "LazyData": "true",
  "Collate": "'EBMAforecast-package.R' 'forecastData.R' 'EBMApredict.R'\n'RcppExports.R' 'calibrateEnsemble.R' 'compareModels.R'\n'document-data.R' 'fitEnsembleLogit.R' 'fitEnsembleNormal.R'\n'global.R' 'makeForecastData.R' 'predictLogit.R'\n'predictNormal.R' 'summary_plot.R' 'print_show.R'\n'utility-functions.R'",
  "Config/roxygen2/version": "8.0.0",
  "Config/pak/sysreqs": "cmake make libicu-dev libuv1-dev",
  "Repository": "https://fhollenbach.r-universe.dev",
  "Date/Publication": "2026-05-04 07:40:32 UTC",
  "RemoteUrl": "https://github.com/fhollenbach/ebma",
  "RemoteRef": "HEAD",
  "RemoteSha": "a3d7f651a6c544d61921c92e67aefd78764afea7",
  "RemoteSubdir": "EBMAforecast",
  "NeedsCompilation": "yes",
  "Packaged": {
    "Date": "2026-10-08 08:26:05 UTC",
    "User": "root"
  },
  "Author": "Florian M. Hollenbach [aut, cre] (ORCID:\n<https://orcid.org/0000-0002-9599-556X>),\nJacob M. Montgomery [aut],\nMichael D. Ward [aut]",
  "Maintainer": "Florian M. Hollenbach <fho.egb@cbs.dk>",
  "_user": "fhollenbach",
  "_type": "src",
  "_file": "EBMAforecast_1.0.33.tar.gz",
  "_fileid": "https://r2.ropensci.org/1c95d5cc19d9cc35fc3cbe9ad1ada8c8edc896844b251944339ad0db50dd2419",
  "_filesize": 238889,
  "_sha256": "1c95d5cc19d9cc35fc3cbe9ad1ada8c8edc896844b251944339ad0db50dd2419",
  "_expires": "2027-01-16T08:41:17.000Z",
  "_created": "2026-10-08T08:26:05.000Z",
  "_published": "2026-10-08T08:41:19.379Z",
  "_buildurl": "https://github.com/r-universe/fhollenbach/actions/runs/37749422581",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_jobs": [
    {
      "job": 113220164887,
      "time": 159,
      "config": "linux-devel-arm64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "11536819865"
    },
    {
      "job": 113220164904,
      "time": 142,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "11537745782"
    },
    {
      "job": 113220165064,
      "time": 113,
      "config": "linux-release-arm64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "11537636098"
    },
    {
      "job": 113220165114,
      "time": 142,
      "config": "linux-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "11537084522"
    },
    {
      "job": 113220165060,
      "time": 209,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "11537249976"
    },
    {
      "job": 113220165017,
      "time": 268,
      "config": "macos-oldrel-x86_64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "11537716475"
    },
    {
      "job": 113220164945,
      "time": 199,
      "config": "macos-release-arm64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "11537323321"
    },
    {
      "job": 113220165031,
      "time": 323,
      "config": "macos-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "11537692854"
    },
    {
      "job": 113218868084,
      "time": 210,
      "config": "source",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "11537158660"
    },
    {
      "job": 113220164771,
      "time": 105,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "11537800576"
    },
    {
      "job": 113220164975,
      "time": 355,
      "config": "windows-devel-arm64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "11537990614"
    },
    {
      "job": 113220164952,
      "time": 165,
      "config": "windows-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "11538235020"
    },
    {
      "job": 113220164987,
      "time": 106,
      "config": "windows-oldrel-x86_64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "11537318349"
    },
    {
      "job": 113220164967,
      "time": 358,
      "config": "windows-release-arm64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "11537353611"
    },
    {
      "job": 113220165024,
      "time": 105,
      "config": "windows-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "11537820459"
    }
  ],
  "_upstream": "https://github.com/fhollenbach/ebma",
  "_commit": {
    "id": "a3d7f651a6c544d61921c92e67aefd78764afea7",
    "author": "fhollenbach <florian.hollenbach@gmail.com>",
    "committer": "fhollenbach <florian.hollenbach@gmail.com>",
    "message": "Fix package\n",
    "time": 1777880432
  },
  "_maintainer": {
    "name": "Florian M. Hollenbach",
    "email": "fho.egb@cbs.dk",
    "login": "fhollenbach",
    "orcid": "0000-0002-9599-556X",
    "description": "",
    "uuid": 1372634
  },
  "_distro": "resolute",
  "_registered": true,
  "_dependencies": [
    {
      "package": "Rcpp",
      "role": "LinkingTo"
    },
    {
      "package": "Rcpp",
      "version": ">= 1.0.2",
      "role": "Imports"
    },
    {
      "package": "plyr",
      "role": "Imports"
    },
    {
      "package": "graphics",
      "role": "Imports"
    },
    {
      "package": "separationplot",
      "role": "Imports"
    },
    {
      "package": "Hmisc",
      "role": "Imports"
    },
    {
      "package": "abind",
      "role": "Imports"
    },
    {
      "package": "gtools",
      "role": "Imports"
    },
    {
      "package": "methods",
      "role": "Imports"
    },
    {
      "package": "glue",
      "role": "Imports"
    }
  ],
  "_owner": "fhollenbach",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [
    {
      "week": "2026-19",
      "n": 2
    }
  ],
  "_tags": [],
  "_stars": 2,
  "_contributors": [
    {
      "user": "fhollenbach",
      "count": 18,
      "uuid": 1372634
    },
    {
      "user": "mhoehle",
      "count": 1,
      "uuid": 5960279
    }
  ],
  "_userbio": {
    "uuid": 1372634,
    "type": "user",
    "name": "Florian M. Hollenbach",
    "followers": 34
  },
  "_downloads": {
    "count": 481,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/EBMAforecast"
  },
  "_devurl": "https://github.com/fhollenbach/ebma",
  "_searchresults": 11,
  "_topics": [
    "cpp"
  ],
  "_rbuild": "4.6.1",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/EBMAforecast.html",
    "extra/manual.pdf",
    "extra/readme.html",
    "extra/readme.md"
  ],
  "_homeurl": "https://github.com/fhollenbach/ebma",
  "_realowner": "fhollenbach",
  "_cranurl": true,
  "_releases": [
    {
      "version": "0.3",
      "date": "2012-06-14"
    },
    {
      "version": "0.4",
      "date": "2012-08-20"
    },
    {
      "version": "0.41",
      "date": "2012-08-23"
    },
    {
      "version": "0.42",
      "date": "2013-02-25"
    },
    {
      "version": "0.52",
      "date": "2016-02-10"
    },
    {
      "version": "1.0.0",
      "date": "2020-05-20"
    },
    {
      "version": "1.0.2",
      "date": "2020-10-28"
    },
    {
      "version": "1.0.3",
      "date": "2022-10-13"
    },
    {
      "version": "1.0.31",
      "date": "2023-11-10"
    },
    {
      "version": "1.0.32",
      "date": "2024-03-20"
    },
    {
      "version": "1.0.33",
      "date": "2026-05-04"
    }
  ],
  "_exports": [
    "calibrateEnsemble",
    "compareModels",
    "EBMApredict",
    "makeForecastData",
    "plot",
    "print",
    "setModelNames<-",
    "setOutcomeCalibration<-",
    "setOutcomeTest<-",
    "setPredCalibration<-",
    "setPredTest<-",
    "show",
    "summary"
  ],
  "_datasets": [
    {
      "name": "calibrationSample",
      "title": "Sample data Insurgency Predictions",
      "object": "calibrationSample",
      "class": [
        "matrix",
        "array"
      ],
      "fields": [
        "LMER",
        "SAE",
        "GLM",
        "Insurgency"
      ],
      "rows": 696,
      "table": true,
      "tojson": true
    },
    {
      "name": "presidentialForecast",
      "title": "Sample data Presidential Election",
      "object": "presidentialForecast",
      "class": [
        "data.frame"
      ],
      "fields": [
        "Campbell",
        "Lewis-Beck",
        "EWT2C2",
        "Fair",
        "Hibbs",
        "Abramowitz",
        "Actual"
      ],
      "rows": 15,
      "table": true,
      "tojson": true
    },
    {
      "name": "testSample",
      "title": "Sample data Insurgency Predictions",
      "object": "testSample",
      "class": [
        "matrix",
        "array"
      ],
      "fields": [
        "LMER",
        "SAE",
        "GLM",
        "Insurgency"
      ],
      "rows": 348,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "calibrateEnsemble",
      "title": "Calibrate an ensemble Bayesian Model Averaging model",
      "topics": [
        "calibrateEnsemble",
        "calibrateEnsemble,ForecastData-method"
      ]
    },
    {
      "page": "InsurgencyPredictions",
      "title": "Sample data Insurgency Predictions",
      "topics": [
        "calibrationSample",
        "testSample"
      ]
    },
    {
      "page": "compareModels",
      "title": "Function for comparing multiple models based on predictive performance",
      "topics": [
        "compareModels",
        "compareModels,ForecastData-method",
        "CompareModels-class"
      ]
    },
    {
      "page": "EBMApredict",
      "title": "EBMApredict",
      "topics": [
        "EBMApredict",
        "EBMApredict,ForecastData-method"
      ]
    },
    {
      "page": "ForecastData",
      "title": "An ensemble forecasting data object",
      "topics": [
        "ForecastData-class"
      ]
    },
    {
      "page": "makeForecastData",
      "title": "Build a ensemble forecasting data object",
      "topics": [
        "makeForecastData",
        "makeForecastData,ANY-method"
      ]
    },
    {
      "page": "presidentialForecast",
      "title": "Sample data Presidential Election",
      "topics": [
        "presidentialForecast"
      ]
    },
    {
      "page": "PrintShow",
      "title": "Print and Show methods for forecast data",
      "topics": [
        "print,ForecastData-method",
        "print,SummaryForecastData-method",
        "show,ForecastData-method",
        "show,SummaryForecastData-method"
      ]
    },
    {
      "page": "setFunctions",
      "title": "\"Set\" functions",
      "topics": [
        "setModelNames<-",
        "setModelNames<-,ForecastData-method",
        "setOutcomeCalibration<-",
        "setOutcomeCalibration<-,ForecastData-method",
        "setOutcomeTest<-",
        "setOutcomeTest<-,ForecastData-method",
        "setPredCalibration<-",
        "setPredCalibration<-,ForecastData-method",
        "setPredTest<-",
        "setPredTest<-,ForecastData-method"
      ]
    },
    {
      "page": "SummarizePlot",
      "title": "Summarize and Plot Ensemble models",
      "topics": [
        "plot,FDatFitLogit-method",
        "plot,FDatFitNormal-method",
        "summary,FDatFitLogit-method",
        "summary,FDatFitNormal-method",
        "SummaryForecastData-class"
      ]
    }
  ],
  "_readme": "https://github.com/fhollenbach/ebma/raw/HEAD/README.md",
  "_rundeps": [
    "abind",
    "backports",
    "base64enc",
    "bslib",
    "cachem",
    "checkmate",
    "cli",
    "cluster",
    "colorspace",
    "cpp11",
    "data.table",
    "digest",
    "evaluate",
    "farver",
    "fastmap",
    "fontawesome",
    "foreign",
    "Formula",
    "fs",
    "ggplot2",
    "glue",
    "gridExtra",
    "gtable",
    "gtools",
    "highr",
    "Hmisc",
    "htmlTable",
    "htmltools",
    "htmlwidgets",
    "isoband",
    "jquerylib",
    "jsonlite",
    "knitr",
    "labeling",
    "lifecycle",
    "magrittr",
    "MASS",
    "memoise",
    "mime",
    "nnet",
    "plyr",
    "R6",
    "rappdirs",
    "RColorBrewer",
    "Rcpp",
    "rlang",
    "rmarkdown",
    "rpart",
    "rstudioapi",
    "S7",
    "sass",
    "scales",
    "separationplot",
    "stringi",
    "stringr",
    "tinytex",
    "vctrs",
    "viridisLite",
    "withr",
    "xfun",
    "yaml"
  ],
  "_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": 3.0413926851582254,
  "_indexed": true,
  "_nocasepkg": "ebmaforecast",
  "_universes": [
    "fhollenbach"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "1.0.33",
      "date": "2026-10-08T08:28:44.000Z",
      "distro": "resolute",
      "arch": "aarch64",
      "commit": "a3d7f651a6c544d61921c92e67aefd78764afea7",
      "fileid": "https://r2.ropensci.org/5f4bb5b0049a84e9bf7aa5fd78e30d9a5123bfe125d6555f942be4cefe3c4ac8",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/fhollenbach/actions/runs/37749422581"
    },
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "1.0.33",
      "date": "2026-10-08T08:28:16.000Z",
      "distro": "resolute",
      "arch": "x86_64",
      "commit": "a3d7f651a6c544d61921c92e67aefd78764afea7",
      "fileid": "https://r2.ropensci.org/af12a5e90bd9343ba811c127308430621fb220d6192ecd14edcdadec988ffe01",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/fhollenbach/actions/runs/37749422581"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "1.0.33",
      "date": "2026-10-08T08:28:01.000Z",
      "distro": "resolute",
      "arch": "aarch64",
      "commit": "a3d7f651a6c544d61921c92e67aefd78764afea7",
      "fileid": "https://r2.ropensci.org/be90e707d52ec2e5d3f25feb1c55099459c779d25a033ac1bc958d781d42ec09",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/fhollenbach/actions/runs/37749422581"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "1.0.33",
      "date": "2026-10-08T08:28:20.000Z",
      "distro": "resolute",
      "arch": "x86_64",
      "commit": "a3d7f651a6c544d61921c92e67aefd78764afea7",
      "fileid": "https://r2.ropensci.org/073a0aaa9b02436d747ee9d90e0e91137067ac39cfab56ab85eb394460ef1980",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/fhollenbach/actions/runs/37749422581"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "1.0.33",
      "date": "2026-10-08T08:33:36.000Z",
      "arch": "aarch64",
      "commit": "a3d7f651a6c544d61921c92e67aefd78764afea7",
      "fileid": "https://r2.ropensci.org/4271640079bfa60d8a0aff5ea03c1c3fdc4db3c59f49da80f319f75a7a46c4ce",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/fhollenbach/actions/runs/37749422581"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "1.0.33",
      "date": "2026-10-08T08:31:39.000Z",
      "arch": "x86_64",
      "commit": "a3d7f651a6c544d61921c92e67aefd78764afea7",
      "fileid": "https://r2.ropensci.org/6d16e8340f91712496b4c1b934643461b1446534e5ebe691575c44e1f1a220ad",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/fhollenbach/actions/runs/37749422581"
    },
    {
      "r": "4.6.1",
      "os": "mac",
      "version": "1.0.33",
      "date": "2026-10-08T08:28:59.000Z",
      "arch": "aarch64",
      "commit": "a3d7f651a6c544d61921c92e67aefd78764afea7",
      "fileid": "https://r2.ropensci.org/8f4ebf8cf02692f17fc07b646a107d010df32c780f2beae0a45da6b885a72971",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/fhollenbach/actions/runs/37749422581"
    },
    {
      "r": "4.6.1",
      "os": "mac",
      "version": "1.0.33",
      "date": "2026-10-08T08:39:18.000Z",
      "arch": "x86_64",
      "commit": "a3d7f651a6c544d61921c92e67aefd78764afea7",
      "fileid": "https://r2.ropensci.org/aad8c5393497415c37b87f19983a14d4752206df1e4f8ac70b7b2c000108ead1",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/fhollenbach/actions/runs/37749422581"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "1.0.33",
      "date": "2026-10-08T08:28:16.000Z",
      "arch": "emscripten",
      "commit": "a3d7f651a6c544d61921c92e67aefd78764afea7",
      "fileid": "https://r2.ropensci.org/cf59bd82c94554a059dbe02d0d5b0dd4f2179dc98bede40e6891b69c4ac6a7c7",
      "status": "success",
      "buildurl": "https://github.com/r-universe/fhollenbach/actions/runs/37749422581"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "1.0.33",
      "date": "2026-10-08T08:31:19.000Z",
      "arch": "aarch64",
      "commit": "a3d7f651a6c544d61921c92e67aefd78764afea7",
      "fileid": "https://r2.ropensci.org/83b356739d52d5990bb6a9363705e343ba35f0366f48455efb1b2d86fc317e4a",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/fhollenbach/actions/runs/37749422581"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "1.0.33",
      "date": "2026-10-08T08:27:36.000Z",
      "arch": "x86_64",
      "commit": "a3d7f651a6c544d61921c92e67aefd78764afea7",
      "fileid": "https://r2.ropensci.org/af8038216606746091481f5a29fb2f28533b10ec1aa507158a84efb52e34b1a7",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/fhollenbach/actions/runs/37749422581"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "1.0.33",
      "date": "2026-10-08T08:27:21.000Z",
      "arch": "x86_64",
      "commit": "a3d7f651a6c544d61921c92e67aefd78764afea7",
      "fileid": "https://r2.ropensci.org/52d78ba8b86a7a605c1b716ac7ce2a2f2a0e7cfec5806e8cb024a273f00b29ee",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/fhollenbach/actions/runs/37749422581"
    },
    {
      "r": "4.6.1",
      "os": "win",
      "version": "1.0.33",
      "date": "2026-10-08T08:31:12.000Z",
      "arch": "aarch64",
      "commit": "a3d7f651a6c544d61921c92e67aefd78764afea7",
      "fileid": "https://r2.ropensci.org/4087b3bdca96a72eeb0101af752f29386ba257a12c615736f74cc8e7f69cb592",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/fhollenbach/actions/runs/37749422581"
    },
    {
      "r": "4.6.1",
      "os": "win",
      "version": "1.0.33",
      "date": "2026-10-08T08:27:24.000Z",
      "arch": "x86_64",
      "commit": "a3d7f651a6c544d61921c92e67aefd78764afea7",
      "fileid": "https://r2.ropensci.org/6a51f87056dd733a3480377b440f1de00d474606a89e07a9b7b61ed4f3aca1a5",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/fhollenbach/actions/runs/37749422581"
    }
  ]
}