{ "_id": "6a105a58acfb0bcc41ca39fb", "Package": "fabPrediction", "Title": "Compute FAB (Frequentist and Bayes) Conformal Prediction\nIntervals", "Version": "1.0.4", "Authors@R": "person(\"Elizabeth\",\"Bersson\",email = \"elizabeth.bersson@duke.edu\",role = c(\"aut\",\"cre\",\"cph\"))", "Description": "Computes and plots prediction intervals for numerical data\nor prediction sets for categorical data using prior\ninformation. Empirical Bayes procedures to estimate the prior\ninformation from multi-group data are included. See,\ne.g.,Bersson and Hoff (2022) \"Optimal\nConformal Prediction for Small Areas\".", "License": "GPL-3", "Encoding": "UTF-8", "RoxygenNote": "7.2.3", "NeedsCompilation": "yes", "ByteCompile": "yes", "VignetteBuilder": "knitr", "URL": "https://github.com/betsybersson/fabPrediction", "BugReports": "https://github.com/betsybersson/fabPrediction/issues", "Config/pak/sysreqs": "cmake make", "Repository": "https://betsybersson.r-universe.dev", "Date/Publication": "2024-03-27 14:21:26 UTC", "RemoteUrl": "https://github.com/betsybersson/fabprediction", "RemoteRef": "HEAD", "RemoteSha": "31cbcd68f34fa6ab7102c343f72bae686da94412", "Packaged": { "Date": "2026-05-09 06:06:15 UTC", "User": "root" }, "Author": "Elizabeth Bersson [aut, cre, cph]", "Maintainer": "Elizabeth Bersson ", "MD5sum": "244b2abe7a489436c6e8c83692235fd3", "_user": "betsybersson", "_type": "src", "_file": "fabPrediction_1.0.4.tar.gz", "_fileid": "66b6c1a1e3f76a761402955e54df605f50d403229416dace04b1296d6e0a3a7d", "_filesize": 271410, "_sha256": "66b6c1a1e3f76a761402955e54df605f50d403229416dace04b1296d6e0a3a7d", "_created": "2026-05-09T06:06:15.000Z", "_published": "2026-05-22T13:30:00.792Z", "_distro": "noble", "_jobs": [ { "job": 77389469506, "time": 144, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "NOTE", "artifact": "6893464769" }, { "job": 77389469990, "time": 144, "config": "linux-release-x86_64", "r": "4.6.0", "check": "NOTE", "artifact": "6893464220" }, { "job": 77389469404, "time": 158, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "NOTE", "artifact": "6893463279" }, { "job": 77389469467, "time": 156, "config": "macos-release-arm64", "r": "4.6.0", "check": "NOTE", "artifact": "6893461651" }, { "job": 77389469019, "time": 214, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "6893447914" }, { "job": 77389468967, "time": 114, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7161700410" }, { "job": 77389469671, "time": 95, "config": "windows-devel", "r": "4.7.0", "check": "NOTE", "artifact": "6893459107" }, { "job": 77389470226, "time": 76, "config": "windows-oldrel", "r": "4.5.3", "check": "NOTE", "artifact": "6893457002" }, { "job": 77389469402, "time": 86, "config": "windows-release", "r": "4.6.0", "check": "NOTE", "artifact": "6893458401" } ], "_buildurl": "https://github.com/r-universe/betsybersson/actions/runs/25593611863", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/betsybersson/fabprediction", "_commit": { "id": "31cbcd68f34fa6ab7102c343f72bae686da94412", "author": "Betsy Bersson ", "committer": "GitHub ", "message": "move around readme sections", "time": 1711549286 }, "_maintainer": { "name": "Elizabeth Bersson", "email": "elizabeth.bersson@duke.edu" }, "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 3.5.0", "role": "Depends" }, { "package": "sae", "version": ">= 1.3", "role": "Imports" }, { "package": "parallel", "role": "Imports" }, { "package": "stats", "role": "Imports" }, { "package": "graphics", "role": "Imports" }, { "package": "knitr", "role": "Suggests" }, { "package": "devtools", "role": "Suggests" } ], "_owner": "betsybersson", "_selfowned": true, "_usedby": 0, "_updates": [], "_tags": [], "_stars": 0, "_contributors": [ { "user": "betsybersson", "count": 79, "uuid": 53584545 } ], "_userbio": { "uuid": 53584545, "type": "user", "name": "Betsy Bersson" }, "_downloads": { "count": 194, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/fabPrediction" }, "_devurl": "https://github.com/betsybersson/fabprediction", "_searchresults": 2, "_rbuild": "4.6.0", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/fabPrediction.html", "extra/NEWS.html", "extra/NEWS.txt", "extra/readme.html", "extra/readme.md", "manual.pdf" ], "_homeurl": "https://github.com/betsybersson/fabprediction", "_realowner": "betsybersson", "_cranurl": true, "_releases": [ { "version": "1.0.4", "date": "2024-03-26" } ], "_exports": [ "bayesMultinomialPrediction", "bayesNormalPrediction", "dtaPrediction", "eye", "fabCategoricalPrediction", "fabContinuousPrediction", "fayHerriotEB", "initMoM", "normalPrediction", "pluginValues", "polyaGradient", "polyaHessian", "polyaMLE", "predictionInterval", "predictionSet", "rdirichlet", "row_standardize" ], "_datasets": [ { "name": "radon", "title": "Minnesota Radon Data", "object": "radon", "file": "radon.rda", "class": [ "data.frame" ], "fields": [ "radon", "group" ], "rows": 2512, "table": true, "tojson": true }, { "name": "W", "title": "Minnesota County Adjacency Matrix", "object": "W", "file": "W.rda", "class": [ "matrix", "array" ], "fields": [ "27001", "27003", "27005", "27007", "27009", "27011", "27013", "27015", "27017", "27019", "27021", "27023", "27025", "27027", "27029", "27031", "27033", "27035", "27037", "27039", "27041", "27043", "27045", "27047", "27049", "27053", "27055", "27057", "27059", "27061", "27063", "27065", "27067", "27069", "27071", "27073", "27075", "27077", "27079", "27081", "27083", "27087", "27091", "27085", "27093", "27095", "27097", "27099", "27103", "27105", "27107", "27109", "27111", "27113", "27115", "27117", "27119", "27121", "27123", "27127", "27129", "27131", "27133", "27135", "27139", "27141", "27143", "27137", "27145", "27147", "27149", "27151", "27153", "27155", "27157", "27159", "27161", "27163", "27165", "27169", "27171", "27173", "38001", "38003", "38005", "38007", "38009", "38011", "38013", "38015", "38017", "38019", "38021", "38023", "38025", "38027", "38029", "38031", "38033", "38035", "38037", "38039", "38041", "38043", "38045", "38047", "38049", "38051", "38053", "38055", "38057", "38059", "38061", "38063", "38065", "38067", "38069", "38071", "38073", "38075", "38077", "38079", "38081", "38083", "38085", "38087", "38089", "38091", "38093", "38095", "38097", "38099", "38101", "38103", "38105" ], "rows": 135, "table": true, "tojson": true } ], "_help": [ { "page": "bayesMultinomialPrediction", "title": "Obtain a Bayesian prediction interval for categorical data", "topics": [ "bayesMultinomialPrediction" ] }, { "page": "bayesNormalPrediction", "title": "Obtain a Bayesian prediction interval", "topics": [ "bayesNormalPrediction" ] }, { "page": "dtaPrediction", "title": "Obtain a distance-to-average conformal prediction interval", "topics": [ "dtaPrediction" ] }, { "page": "eye", "title": "Create Identity Matrix", "topics": [ "eye" ] }, { "page": "fabCategoricalPrediction", "title": "Obtain a FAB conformal prediction interval for categorical data", "topics": [ "fabCategoricalPrediction" ] }, { "page": "fabContinuousPrediction", "title": "Obtain a FAB conformal prediction interval", "topics": [ "fabContinuousPrediction" ] }, { "page": "fabPrediction", "title": "fabPrediction: Compute FAB Conformal Prediction Intervals", "concept": [ "pred methods" ], "topics": [ "fabPrediction" ] }, { "page": "fayHerriotEB", "title": "Obtain empirical Bayesian estimates for group j", "topics": [ "fayHerriotEB" ] }, { "page": "initMoM", "title": "Obtain inital guess of MLE of the marginal Dirichlet-multinomial likelihood", "topics": [ "initMoM" ] }, { "page": "normalPrediction", "title": "Obtain a pivot prediction interval", "topics": [ "normalPrediction" ] }, { "page": "plot", "title": "Plot a `pred` object constructed for a categorical response", "concept": [ "pred plots" ], "topics": [ "plot.pred" ] }, { "page": "pluginValues", "title": "Obtain empirical Bayesian estimates for conjugate normal spatial Fay-Herriot model", "topics": [ "pluginValues" ] }, { "page": "polyaGradient", "title": "Obtain gradient of the marginal Dirichlet-multinomial likelihood", "topics": [ "polyaGradient" ] }, { "page": "polyaHessian", "title": "Obtain Hessian of the marginal Dirichlet-multinomial likelihood", "topics": [ "polyaHessian" ] }, { "page": "polyaMLE", "title": "Obtain MLE of marginal Dirichlet-multinomial likelihood", "topics": [ "polyaMLE" ] }, { "page": "predictionInterval", "title": "Wrapper to obtain a prediction interval for continuous data", "topics": [ "predictionInterval" ] }, { "page": "predictionSet", "title": "Wrapper to obtain a prediction set for categorical data", "topics": [ "predictionSet" ] }, { "page": "radon", "title": "Minnesota Radon Data", "topics": [ "radon" ] }, { "page": "rdirichlet", "title": "Generate a random sample from a Dirichlet distribution", "topics": [ "rdirichlet" ] }, { "page": "row_standardize", "title": "Row standardize a matrix", "topics": [ "row_standardize" ] }, { "page": "W", "title": "Minnesota County Adjacency Matrix", "topics": [ "W" ] } ], "_readme": "https://github.com/betsybersson/fabprediction/raw/HEAD/README.md", "_rundeps": [ "boot", "lattice", "lme4", "MASS", "Matrix", "minqa", "nlme", "nloptr", "rbibutils", "Rcpp", "RcppEigen", "Rdpack", "reformulas", "rlang", "sae" ], "_vignettes": [ { "source": "fabPrediction-vignette.Rmd", "filename": "fabPrediction-vignette.html", "title": "Using the fabPrediction Package to obtain Nonparametric Prediction Regions Using Indirect Information", "author": "Elizabeth Bersson", "engine": "knitr::rmarkdown", "headings": [ "Installation", "Demo - Continuous Data", "Single Group Analysis", "Multiple Group Analysis", "Demo - Categorical Data" ], "created": "2023-03-27 02:04:42", "modified": "2024-03-20 15:36:28", "commits": 17 } ], "_score": 3.6989700043360187, "_indexed": true, "_nocasepkg": "fabprediction", "_universes": [ "betsybersson" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "1.0.4", "date": "2026-05-09T06:08:49.000Z", "distro": "noble", "commit": "31cbcd68f34fa6ab7102c343f72bae686da94412", "fileid": "8e7200be0ab3a8692cae07e8b8794488075fa00a3528b8b3206e3d9232f17ddb", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/betsybersson/actions/runs/25593611863" }, { "r": "4.6.0", "os": "linux", "version": "1.0.4", "date": "2026-05-09T06:08:43.000Z", "distro": "noble", "commit": "31cbcd68f34fa6ab7102c343f72bae686da94412", "fileid": "295dc5cc297f2d0d1baac4636b997c8f04eb6d7921f9cec256e1ae8404e9e408", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/betsybersson/actions/runs/25593611863" }, { "r": "4.5.3", "os": "mac", "version": "1.0.4", "date": "2026-05-09T06:08:39.000Z", "commit": "31cbcd68f34fa6ab7102c343f72bae686da94412", "fileid": "23726b91191121dbc4c43dcce281f84c693b80edefd4f50eef0728b0618c598f", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/betsybersson/actions/runs/25593611863" }, { "r": "4.6.0", "os": "mac", "version": "1.0.4", "date": "2026-05-09T06:08:21.000Z", "commit": "31cbcd68f34fa6ab7102c343f72bae686da94412", "fileid": "30eb6a838abf0a0463d18ff98ceb6abeb82735a26bd66d9d300ff2dcbc00349e", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/betsybersson/actions/runs/25593611863" }, { "r": "4.7.0", "os": "win", "version": "1.0.4", "date": "2026-05-09T06:07:51.000Z", "commit": "31cbcd68f34fa6ab7102c343f72bae686da94412", "fileid": "ee283f144ff04b9f01068a2634ca560375ee0de983c6d13a97c9d0e2f4d39c2a", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/betsybersson/actions/runs/25593611863" }, { "r": "4.5.3", "os": "win", "version": "1.0.4", "date": "2026-05-09T06:07:34.000Z", "commit": "31cbcd68f34fa6ab7102c343f72bae686da94412", "fileid": "8b35236abac05ca82b390acbc95df1eff44782b7818e9d820ae6caf0458d918a", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/betsybersson/actions/runs/25593611863" }, { "r": "4.6.0", "os": "win", "version": "1.0.4", "date": "2026-05-09T06:07:45.000Z", "commit": "31cbcd68f34fa6ab7102c343f72bae686da94412", "fileid": "7b97919bcf3f144eb5f6157e39ede4e5dd769934e2becab8e0d709385dfd5a00", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/betsybersson/actions/runs/25593611863" }, { "r": "4.6.0", "os": "wasm", "version": "1.0.4", "date": "2026-05-22T13:29:46.000Z", "commit": "31cbcd68f34fa6ab7102c343f72bae686da94412", "fileid": "5b00e3702bab302722cbd82d14f8b7ff4de2458ba2bb52227b8cbaf51b8a6b42", "status": "success", "buildurl": "https://github.com/r-universe/betsybersson/actions/runs/25593611863" } ] }