{ "_id": "6a48d3feb5e98c40829fe9e6", "Package": "predictset", "Title": "Conformal Prediction and Uncertainty Quantification", "Version": "0.3.2", "Authors@R": "person(\"Charles\", \"Coverdale\", email = \"charlesfcoverdale@gmail.com\",\nrole = c(\"aut\", \"cre\", \"cph\"))", "Description": "Implements conformal prediction methods for constructing\nprediction intervals (regression) and prediction sets\n(classification) with finite-sample coverage guarantees.\nMethods include split conformal, 'CV+' and 'Jackknife+' (Barber\net al. 2021) , 'Conformalized Quantile\nRegression' (Romano et al. 2019)\n, 'Adaptive Prediction Sets'\n(Romano, Sesia, Candes 2020) ,\n'Regularized Adaptive Prediction Sets' (Angelopoulos et al.\n2021) , Mondrian conformal\nprediction for group-conditional coverage (Vovk, Gammerman, and\nShafer 2005) , weighted conformal\nprediction for covariate shift (Tibshirani et al. 2019)\n, and adaptive conformal\ninference for sequential prediction (Gibbs and Candes 2021)\n. All methods are\ndistribution-free and provide calibrated uncertainty\nquantification without parametric assumptions. Works with any\nmodel that can produce predictions from new data, including\n'lm', 'glm', 'ranger', 'xgboost', and custom user-defined\nmodels.", "License": "MIT + file LICENSE", "Encoding": "UTF-8", "Language": "en-US", "URL": "https://charlescoverdale.github.io/predictset/,\nhttps://github.com/charlescoverdale/predictset", "BugReports": "https://github.com/charlescoverdale/predictset/issues", "Roxygen": "list(markdown = TRUE)", "RoxygenNote": "7.3.3", "VignetteBuilder": "knitr", "Config/testthat/edition": "3", "Repository": "https://charlescoverdale.r-universe.dev", "Date/Publication": "2026-05-30 15:06:31 UTC", "RemoteUrl": "https://github.com/charlescoverdale/predictset", "RemoteRef": "HEAD", "RemoteSha": "350b68bf5f8468a491aad60c414a1b300dad986e", "NeedsCompilation": "no", "Packaged": { "Date": "2026-07-04 09:01:13 UTC", "User": "root" }, "Author": "Charles Coverdale [aut, cre, cph]", "Maintainer": "Charles Coverdale ", "_user": "charlescoverdale", "_type": "src", "_file": "predictset_0.3.2.tar.gz", "_fileid": "https://r2.ropensci.org/d6ded29fd98b45b133a759d940a189d4875a89aab2515492f565666358bba52c", "_filesize": 4255623, "_sha256": "d6ded29fd98b45b133a759d940a189d4875a89aab2515492f565666358bba52c", "_expires": "2026-10-12T09:35:56.000Z", "_created": "2026-07-04T09:01:13.000Z", "_published": "2026-07-04T09:35:58.636Z", "_jobs": [ { "job": 85119697853, "time": 163, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "8080287246" }, { "job": 85119697851, "time": 166, "config": "linux-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "8080287497" }, { "job": 85119697879, "time": 81, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "8080506262" }, { "job": 85119697855, "time": 125, "config": "macos-release-arm64", "r": "4.6.1", "check": "OK", "artifact": "8080473193" }, { "job": 85119423680, "time": 249, "config": "source", "r": "4.6.1", "check": "OK", "artifact": "8080266055" }, { "job": 85119697866, "time": 150, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "8080285668" }, { "job": 85119697860, "time": 105, "config": "windows-devel", "r": "4.7.0", "check": "OK", "artifact": "8080280211" }, { "job": 85119697877, "time": 97, "config": "windows-oldrel", "r": "4.5.3", "check": "OK", "artifact": "8080279129" }, { "job": 85119697865, "time": 108, "config": "windows-release", "r": "4.6.1", "check": "OK", "artifact": "8080280410" } ], "_host": "GitHub-Actions", "_buildurl": "https://github.com/r-universe/charlescoverdale/actions/runs/28701200195", "_status": "success", "_upstream": "https://github.com/charlescoverdale/predictset", "_commit": { "id": "350b68bf5f8468a491aad60c414a1b300dad986e", "author": "Charles Coverdale ", "committer": "Charles Coverdale ", "message": "Add working-paper link to README intro\n\nLink the technical working paper hosted at charlescoverdale.github.io/files/coverdale_predictset_2026.pdf from the top of the README.\n", "time": 1780153591 }, "_maintainer": { "name": "Charles Coverdale", "email": "charlesfcoverdale@gmail.com", "login": "charlescoverdale", "linkedin": "in/charlescoverdale", "twitter": "@cfcoverdale", "description": "economics | climate science | R", "uuid": 21993492 }, "_distro": "resolute", "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 4.1.0", "role": "Depends" }, { "package": "cli", "version": ">= 3.6.0", "role": "Imports" }, { "package": "grDevices", "role": "Imports" }, { "package": "graphics", "role": "Imports" }, { "package": "stats", "role": "Imports" }, { "package": "testthat", "version": ">= 3.0.0", "role": "Suggests" }, { "package": "ranger", "role": "Suggests" }, { "package": "ggplot2", "role": "Suggests" }, { "package": "knitr", "role": "Suggests" }, { "package": "rmarkdown", "role": "Suggests" }, { "package": "parsnip", "version": ">= 1.0.0", "role": "Suggests" }, { "package": "probably", "role": "Suggests" }, { "package": "rsample", "role": "Suggests" }, { "package": "workflows", "role": "Suggests" } ], "_owner": "charlescoverdale", "_selfowned": true, "_usedby": 0, "_updates": [ { "week": "2026-11", "n": 22 }, { "week": "2026-12", "n": 2 }, { "week": "2026-13", "n": 1 }, { "week": "2026-14", "n": 1 }, { "week": "2026-15", "n": 2 }, { "week": "2026-16", "n": 2 }, { "week": "2026-17", "n": 10 }, { "week": "2026-19", "n": 1 }, { "week": "2026-22", "n": 2 } ], "_tags": [ { "name": "v0.3.0", "date": "2026-03-14" } ], "_stars": 1, "_contributors": [ { "user": "charlescoverdale", "count": 43, "uuid": 21993492 } ], "_userbio": { "uuid": 21993492, "type": "user", "name": "Charles Coverdale", "followers": 10, "description": "economics | climate science | R" }, "_downloads": { "count": 457, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/predictset" }, "_devurl": "https://github.com/charlescoverdale/predictset", "_pkgdown": "https://charlescoverdale.github.io/predictset/", "_searchresults": 0, "_rbuild": "4.6.1", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/NEWS.html", "extra/NEWS.txt", "extra/predictset.html", "extra/readme.html", "extra/readme.md", "LICENSE", "manual.pdf" ], "_homeurl": "https://github.com/charlescoverdale/predictset", "_realowner": "charlescoverdale", "_cranurl": true, "_releases": [ { "version": "0.3.0", "date": "2026-03-19" } ], "_exports": [ "conformal_aci", "conformal_aps", "conformal_class_split", "conformal_compare", "conformal_cqr", "conformal_cv", "conformal_jackknife", "conformal_lac", "conformal_mondrian", "conformal_mondrian_class", "conformal_pvalue", "conformal_raps", "conformal_split", "conformal_weighted", "coverage", "coverage_by_bin", "coverage_by_group", "interval_width", "make_model", "set_size" ], "_help": [ { "page": "conformal_aci", "title": "Adaptive Conformal Inference", "concept": [ "regression methods" ], "topics": [ "conformal_aci" ] }, { "page": "conformal_aps", "title": "Adaptive Prediction Sets", "concept": [ "classification methods" ], "topics": [ "conformal_aps" ] }, { "page": "conformal_class_split", "title": "Split Conformal Prediction Sets for Classification", "topics": [ "conformal_class_split" ] }, { "page": "conformal_compare", "title": "Compare Conformal Prediction Methods", "concept": [ "diagnostics" ], "topics": [ "conformal_compare" ] }, { "page": "conformal_cqr", "title": "Conformalized Quantile Regression", "concept": [ "regression methods" ], "topics": [ "conformal_cqr" ] }, { "page": "conformal_cv", "title": "CV+ Conformal Prediction Intervals", "concept": [ "regression methods" ], "topics": [ "conformal_cv" ] }, { "page": "conformal_jackknife", "title": "Jackknife+ Conformal Prediction Intervals", "concept": [ "regression methods" ], "topics": [ "conformal_jackknife" ] }, { "page": "conformal_lac", "title": "Least Ambiguous Classifier Prediction Sets", "concept": [ "classification methods" ], "topics": [ "conformal_lac" ] }, { "page": "conformal_mondrian", "title": "Mondrian Conformal Prediction Intervals (Group-Conditional)", "concept": [ "regression methods" ], "topics": [ "conformal_mondrian" ] }, { "page": "conformal_mondrian_class", "title": "Mondrian Conformal Prediction Sets for Classification", "concept": [ "classification methods" ], "topics": [ "conformal_mondrian_class" ] }, { "page": "conformal_pvalue", "title": "Conformal P-Values", "concept": [ "diagnostics" ], "topics": [ "conformal_pvalue" ] }, { "page": "conformal_raps", "title": "Regularized Adaptive Prediction Sets", "concept": [ "classification methods" ], "topics": [ "conformal_raps" ] }, { "page": "conformal_split", "title": "Split Conformal Prediction Intervals", "concept": [ "regression methods" ], "topics": [ "conformal_split" ] }, { "page": "conformal_weighted", "title": "Weighted Conformal Prediction Intervals", "concept": [ "regression methods" ], "topics": [ "conformal_weighted" ] }, { "page": "coverage", "title": "Empirical Coverage Rate", "concept": [ "diagnostics" ], "topics": [ "coverage", "coverage.predictset_class", "coverage.predictset_reg" ] }, { "page": "coverage_by_bin", "title": "Empirical Coverage by Prediction Bin", "concept": [ "diagnostics" ], "topics": [ "coverage_by_bin" ] }, { "page": "coverage_by_group", "title": "Empirical Coverage by Group", "concept": [ "diagnostics" ], "topics": [ "coverage_by_group" ] }, { "page": "interval_width", "title": "Prediction Interval Widths", "concept": [ "diagnostics" ], "topics": [ "interval_width" ] }, { "page": "make_model", "title": "Create a Model Specification for Conformal Prediction", "topics": [ "make_model" ] }, { "page": "plot.predictset_aci", "title": "Plot Method for ACI Objects", "topics": [ "plot.predictset_aci" ] }, { "page": "plot.predictset_class", "title": "Plot Method for Classification Conformal Objects", "topics": [ "plot.predictset_class" ] }, { "page": "plot.predictset_reg", "title": "Plot Method for Regression Conformal Objects", "topics": [ "plot.predictset_reg" ] }, { "page": "predict.predictset_class", "title": "Predict Method for Classification Conformal Objects", "topics": [ "predict.predictset_class" ] }, { "page": "predict.predictset_reg", "title": "Predict Method for Regression Conformal Objects", "topics": [ "predict.predictset_reg" ] }, { "page": "print.predictset_aci", "title": "Print Method for ACI Objects", "topics": [ "print.predictset_aci" ] }, { "page": "print.predictset_class", "title": "Print Method for Classification Conformal Objects", "topics": [ "print.predictset_class" ] }, { "page": "print.predictset_model", "title": "Print Method for Model Specifications", "topics": [ "print.predictset_model" ] }, { "page": "print.predictset_reg", "title": "Print Method for Regression Conformal Objects", "topics": [ "print.predictset_reg" ] }, { "page": "set_size", "title": "Prediction Set Sizes", "concept": [ "diagnostics" ], "topics": [ "set_size" ] }, { "page": "summary.predictset_class", "title": "Summary Method for Classification Conformal Objects", "topics": [ "summary.predictset_class" ] }, { "page": "summary.predictset_reg", "title": "Summary Method for Regression Conformal Objects", "topics": [ "summary.predictset_reg" ] } ], "_readme": "https://github.com/charlescoverdale/predictset/raw/HEAD/README.md", "_rundeps": [ "cli" ], "_vignettes": [ { "source": "predictset.Rmd", "filename": "predictset.html", "title": "Getting Started with predictset", "engine": "knitr::rmarkdown", "headings": [ "What is conformal prediction?", "Quick start: regression", "Model interface", "Classification with Adaptive Prediction Sets", "Mondrian conformal: group-conditional coverage", "Diagnostics", "Comparing methods", "Choosing a method", "Further reading" ], "created": "2026-03-13 20:29:40", "modified": "2026-03-14 10:16:23", "commits": 5 } ], "_score": 4.653212513775344, "_indexed": true, "_nocasepkg": "predictset", "_universes": [ "charlescoverdale" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.3.2", "date": "2026-07-04T09:03:48.000Z", "distro": "resolute", "commit": "350b68bf5f8468a491aad60c414a1b300dad986e", "fileid": "https://r2.ropensci.org/33978c3f712fa1118ad965d4a14f0431140ed224c5d7aa3af16e0e5b652c0bf8", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/charlescoverdale/actions/runs/28701200195" }, { "r": "4.6.1", "os": "linux", "version": "0.3.2", "date": "2026-07-04T09:03:48.000Z", "distro": "resolute", "commit": "350b68bf5f8468a491aad60c414a1b300dad986e", "fileid": "https://r2.ropensci.org/511f4b0496bfc755a6d3fe7335ddfaba3aca9ce652cda4a40ec69a5bc500993a", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/charlescoverdale/actions/runs/28701200195" }, { "r": "4.5.3", "os": "mac", "version": "0.3.2", "date": "2026-07-04T09:35:24.000Z", "commit": "350b68bf5f8468a491aad60c414a1b300dad986e", "fileid": "https://r2.ropensci.org/25b247b17a7a27c16efce9fe4f6730e1d75b597923edc51b2e7b790da5c6526b", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/charlescoverdale/actions/runs/28701200195" }, { "r": "4.6.1", "os": "mac", "version": "0.3.2", "date": "2026-07-04T09:30:31.000Z", "commit": "350b68bf5f8468a491aad60c414a1b300dad986e", "fileid": "https://r2.ropensci.org/e542b4fe19c5179916fc934b151af09d67d28ad0e3234fb669033df5a17bc68e", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/charlescoverdale/actions/runs/28701200195" }, { "r": "4.6.0", "os": "wasm", "version": "0.3.2", "date": "2026-07-04T09:04:03.000Z", "commit": "350b68bf5f8468a491aad60c414a1b300dad986e", "fileid": "https://r2.ropensci.org/f85b5a2a58213e7b3d2c047a79d3183bff9502c5ca1cff46f4558e93b418aabe", "status": "success", "buildurl": "https://github.com/r-universe/charlescoverdale/actions/runs/28701200195" }, { "r": "4.7.0", "os": "win", "version": "0.3.2", "date": "2026-07-04T09:02:42.000Z", "commit": "350b68bf5f8468a491aad60c414a1b300dad986e", "fileid": "https://r2.ropensci.org/5fc90b08f578168b580d8265a6336e1d6bec6e13986f25f40c0eacf4a3b2205b", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/charlescoverdale/actions/runs/28701200195" }, { "r": "4.5.3", "os": "win", "version": "0.3.2", "date": "2026-07-04T09:02:34.000Z", "commit": "350b68bf5f8468a491aad60c414a1b300dad986e", "fileid": "https://r2.ropensci.org/817fe50e640e985857fc576eb551cf7e6d10471e5d33fdec5a5af416e9b9b194", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/charlescoverdale/actions/runs/28701200195" }, { "r": "4.6.1", "os": "win", "version": "0.3.2", "date": "2026-07-04T09:02:39.000Z", "commit": "350b68bf5f8468a491aad60c414a1b300dad986e", "fileid": "https://r2.ropensci.org/8ae3c953cc919f66556f2957a02827c92850fe94b18673b9e31189516cb97167", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/charlescoverdale/actions/runs/28701200195" } ] }