{ "_id": "6a290901732311cd87593654", "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 and Montgomery,\nHollenbach, and Ward (2012) .", "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": "2026-06-10 06:42:30 UTC", "User": "root" }, "Author": "Florian M. Hollenbach [aut, cre] (ORCID:\n),\nJacob M. Montgomery [aut],\nMichael D. Ward [aut]", "Maintainer": "Florian M. Hollenbach ", "MD5sum": "475ed4ca6a51a92a59840621fce6fb56", "_user": "fhollenbach", "_type": "src", "_file": "EBMAforecast_1.0.33.tar.gz", "_fileid": "61b4869c59c5342fc75bc56db8fe31b09def5771bd09584fd33663b24a2f19df", "_filesize": 239665, "_sha256": "61b4869c59c5342fc75bc56db8fe31b09def5771bd09584fd33663b24a2f19df", "_created": "2026-06-10T06:42:30.000Z", "_published": "2026-06-10T06:49:37.492Z", "_distro": "noble", "_jobs": [ { "job": 80497792258, "time": 151, "config": "linux-devel-arm64", "r": "4.7.0", "check": "OK", "artifact": "7528415777" }, { "job": 80497792241, "time": 157, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "7528416450" }, { "job": 80497792297, "time": 139, "config": "linux-release-arm64", "r": "4.6.0", "check": "OK", "artifact": "7528412445" }, { "job": 80497792312, "time": 178, "config": "linux-release-x86_64", "r": "4.6.0", "check": "OK", "artifact": "7528422270" }, { "job": 80497792293, "time": 194, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "7528418210" }, { "job": 80497792272, "time": 310, "config": "macos-oldrel-x86_64", "r": "4.5.3", "check": "OK", "artifact": "7528452504" }, { "job": 80497792353, "time": 183, "config": "macos-release-arm64", "r": "4.6.0", "check": "OK", "artifact": "7528414076" }, { "job": 80497792240, "time": 379, "config": "macos-release-x86_64", "r": "4.6.0", "check": "OK", "artifact": "7528466761" }, { "job": 80497251424, "time": 221, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "7528372535" }, { "job": 80497792226, "time": 122, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7528407082" }, { "job": 80497792223, "time": 120, "config": "windows-devel", "r": "4.7.0", "check": "OK", "artifact": "7528406666" }, { "job": 80497792231, "time": 154, "config": "windows-oldrel", "r": "4.5.3", "check": "OK", "artifact": "7528416181" }, { "job": 80497792230, "time": 154, "config": "windows-release", "r": "4.6.0", "check": "OK", "artifact": "7528415697" } ], "_buildurl": "https://github.com/r-universe/fhollenbach/actions/runs/27258166299", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/fhollenbach/ebma", "_commit": { "id": "a3d7f651a6c544d61921c92e67aefd78764afea7", "author": "fhollenbach ", "committer": "fhollenbach ", "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 }, "_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" }, "_downloads": { "count": 451, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/EBMAforecast" }, "_devurl": "https://github.com/fhollenbach/ebma", "_searchresults": 12, "_topics": [ "cpp" ], "_rbuild": "4.6.0", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/EBMAforecast.html", "extra/readme.html", "extra/readme.md", "manual.pdf" ], "_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": "14.2.0-4ubuntu2~24.04.1", "name": "c++", "homepage": "http://gcc.gnu.org/", "description": "GNU Standard C++ Library v3" } ], "_score": 3.079181246047625, "_indexed": true, "_nocasepkg": "ebmaforecast", "_universes": [ "fhollenbach" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "1.0.33", "date": "2026-06-10T06:45:03.000Z", "distro": "noble", "arch": "aarch64", "commit": "a3d7f651a6c544d61921c92e67aefd78764afea7", "fileid": "221f90171c82921f21e42f8731ccdbc1dcea42bf17a36705611118af3f208c46", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/fhollenbach/actions/runs/27258166299" }, { "r": "4.7.0", "os": "linux", "version": "1.0.33", "date": "2026-06-10T06:44:57.000Z", "distro": "noble", "arch": "x86_64", "commit": "a3d7f651a6c544d61921c92e67aefd78764afea7", "fileid": "82e95c97702c94d103a9c0652b787528cee09dd51a9167c468a0147ff97c6bed", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/fhollenbach/actions/runs/27258166299" }, { "r": "4.6.0", "os": "linux", "version": "1.0.33", "date": "2026-06-10T06:44:50.000Z", "distro": "noble", "arch": "aarch64", "commit": "a3d7f651a6c544d61921c92e67aefd78764afea7", "fileid": "e9b89b9b506778020bb1469a823c043ca8c5c9939c114991e15278929a42cf92", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/fhollenbach/actions/runs/27258166299" }, { "r": "4.6.0", "os": "linux", "version": "1.0.33", "date": "2026-06-10T06:44:57.000Z", "distro": "noble", "arch": "x86_64", "commit": "a3d7f651a6c544d61921c92e67aefd78764afea7", "fileid": "87b13e5369c691346e0015fe682e23ad681543a101da8d9accf9422114cd2091", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/fhollenbach/actions/runs/27258166299" }, { "r": "4.5.3", "os": "mac", "version": "1.0.33", "date": "2026-06-10T06:45:14.000Z", "arch": "aarch64", "commit": "a3d7f651a6c544d61921c92e67aefd78764afea7", "fileid": "7cb90ed133fee5177b199b4c8f3b991c0f23bd11828008868670a8cbf1adb03f", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/fhollenbach/actions/runs/27258166299" }, { "r": "4.5.3", "os": "mac", "version": "1.0.33", "date": "2026-06-10T06:46:42.000Z", "arch": "x86_64", "commit": "a3d7f651a6c544d61921c92e67aefd78764afea7", "fileid": "1d9094c64d0a92eb4fbe2453767c22d2def9dfdb91338c5fe355142c24d41373", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/fhollenbach/actions/runs/27258166299" }, { "r": "4.6.0", "os": "mac", "version": "1.0.33", "date": "2026-06-10T06:44:53.000Z", "arch": "aarch64", "commit": "a3d7f651a6c544d61921c92e67aefd78764afea7", "fileid": "e8c4cc96499047ad975ba1f41cf80b560e5694d570c4ed9c939e661d9fc01c22", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/fhollenbach/actions/runs/27258166299" }, { "r": "4.6.0", "os": "mac", "version": "1.0.33", "date": "2026-06-10T06:47:18.000Z", "arch": "x86_64", "commit": "a3d7f651a6c544d61921c92e67aefd78764afea7", "fileid": "17ca4a50fa9914bd80e9ce7af83c0a7c8a34871177678eb5849fb1d08bc3da5b", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/fhollenbach/actions/runs/27258166299" }, { "r": "4.6.0", "os": "wasm", "version": "1.0.33", "date": "2026-06-10T06:44:56.000Z", "arch": "emscripten", "commit": "a3d7f651a6c544d61921c92e67aefd78764afea7", "fileid": "38a4607eda0d820cfc8340ca18daa9396dcb6f3e8e3542ade0909a8831ca48c2", "status": "success", "buildurl": "https://github.com/r-universe/fhollenbach/actions/runs/27258166299" }, { "r": "4.7.0", "os": "win", "version": "1.0.33", "date": "2026-06-10T06:43:59.000Z", "arch": "x86_64", "commit": "a3d7f651a6c544d61921c92e67aefd78764afea7", "fileid": "a96d0b1f940673e7874465de153057291fe5c783987a2d5a6cf7ed3ae7b2e168", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/fhollenbach/actions/runs/27258166299" }, { "r": "4.5.3", "os": "win", "version": "1.0.33", "date": "2026-06-10T06:44:17.000Z", "arch": "x86_64", "commit": "a3d7f651a6c544d61921c92e67aefd78764afea7", "fileid": "aa40b039f13552a5dc789b616f1cfbff77f08c4dc1cdacc53211d707020ada5f", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/fhollenbach/actions/runs/27258166299" }, { "r": "4.6.0", "os": "win", "version": "1.0.33", "date": "2026-06-10T06:44:27.000Z", "arch": "x86_64", "commit": "a3d7f651a6c544d61921c92e67aefd78764afea7", "fileid": "0f39f2e64cf5e155a94f9ebed1984020927fab890ea4a3907646afa3d1bacffb", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/fhollenbach/actions/runs/27258166299" } ] }