{ "_id": "6a216782cd65a98ecbd35eda", "Package": "hbamr", "Title": "Hierarchical Bayesian Aldrich-McKelvey Scaling via 'Stan'", "Version": "2.4.6", "Authors@R": "person(\"Jørgen\", \"Bølstad\", , \"jorgen.bolstad@stv.uio.no\", role = c(\"aut\", \"cre\"),\ncomment = c(ORCID = \"0000-0002-7623-5741\"))", "Description": "Perform hierarchical Bayesian Aldrich-McKelvey scaling\nusing Hamiltonian Monte Carlo via 'Stan'. Aldrich-McKelvey\n('AM') scaling is a method for estimating the ideological\npositions of survey respondents and political actors on a\ncommon scale using positional survey data. The hierarchical\nversions of the Bayesian 'AM' model included in this package\noutperform other versions both in terms of yielding meaningful\nposterior distributions for respondent positions and in terms\nof recovering true respondent positions in simulations. The\npackage contains functions for preparing data, fitting models,\nextracting estimates, plotting key results, and comparing\nmodels using cross-validation. The original version of the\ndefault model is described in Bølstad (2024)\n.", "License": "GPL (>= 3)", "URL": "https://jbolstad.github.io/hbamr/", "BugReports": "https://github.com/jbolstad/hbamr/issues", "Biarch": "true", "Encoding": "UTF-8", "LazyData": "true", "Roxygen": "list(markdown = TRUE)", "RoxygenNote": "7.3.3", "SystemRequirements": "GNU make", "VignetteBuilder": "knitr", "Config/pak/sysreqs": "make libicu-dev", "Repository": "https://jbolstad.r-universe.dev", "Date/Publication": "2026-04-30 19:25:23 UTC", "RemoteUrl": "https://github.com/jbolstad/hbamr", "RemoteRef": "HEAD", "RemoteSha": "dcbe036b2a596c4b7400a0b054f4685cd5f96d5a", "NeedsCompilation": "no", "Packaged": { "Date": "2026-06-04 11:24:50 UTC", "User": "root" }, "Author": "Jørgen Bølstad [aut, cre] (ORCID:\n)", "Maintainer": "Jørgen Bølstad ", "MD5sum": "5823d6816f0aa7395430d59e16f6c733", "_user": "jbolstad", "_type": "src", "_file": "hbamr_2.4.6.tar.gz", "_fileid": "20321b5f9a717076418ae6ca501a08f7356930b6cba320da51f2b7bab9ff2722", "_filesize": 942164, "_sha256": "20321b5f9a717076418ae6ca501a08f7356930b6cba320da51f2b7bab9ff2722", "_created": "2026-06-04T11:24:50.000Z", "_published": "2026-06-04T11:54:42.025Z", "_distro": "noble", "_jobs": [ { "job": 79508515677, "time": 294, "config": "linux-devel-arm64", "r": "4.7.0", "check": "NOTE", "artifact": "7410289579" }, { "job": 79508515719, "time": 259, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "NOTE", "artifact": "7410277717" }, { "job": 79508515786, "time": 299, "config": "linux-release-arm64", "r": "4.6.0", "check": "NOTE", "artifact": "7410291765" }, { "job": 79508515742, "time": 303, "config": "linux-release-x86_64", "r": "4.6.0", "check": "NOTE", "artifact": "7410291319" }, { "job": 79508515740, "time": 407, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "NOTE", "artifact": "7410536841" }, { "job": 79508515751, "time": 741, "config": "macos-oldrel-x86_64", "r": "4.5.3", "check": "NOTE", "artifact": "7410701096" }, { "job": 79508515697, "time": 312, "config": "macos-release-arm64", "r": "4.6.0", "check": "NOTE", "artifact": "7410510003" }, { "job": 79508515725, "time": 467, "config": "macos-release-x86_64", "r": "4.6.0", "check": "NOTE", "artifact": "7410524948" }, { "job": 79507598847, "time": 354, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "7410196926" }, { "job": 79508515635, "time": 162, "config": "wasm-release", "r": "4.6.0", "check": "FAIL", "artifact": "" }, { "job": 79508515806, "time": 334, "config": "windows-devel", "r": "4.7.0", "check": "NOTE", "artifact": "7410302509" }, { "job": 79508515698, "time": 315, "config": "windows-oldrel", "r": "4.5.3", "check": "NOTE", "artifact": "7410295740" }, { "job": 79508515693, "time": 331, "config": "windows-release", "r": "4.6.0", "check": "NOTE", "artifact": "7410301811" } ], "_buildurl": "https://github.com/r-universe/jbolstad/actions/runs/26948537331", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/jbolstad/hbamr", "_commit": { "id": "dcbe036b2a596c4b7400a0b054f4685cd5f96d5a", "author": "Jørgen B ", "committer": "Jørgen B ", "message": "Clean commented lines\n", "time": 1777577123 }, "_maintainer": { "name": "Jørgen Bølstad", "email": "jorgen.bolstad@stv.uio.no", "orcid": "0000-0002-7623-5741" }, "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 3.4.0", "role": "Depends" }, { "package": "BH", "version": ">= 1.66.0", "role": "LinkingTo" }, { "package": "Rcpp", "version": ">= 1.0.7", "role": "LinkingTo" }, { "package": "RcppEigen", "version": ">= 0.3.3.9.1", "role": "LinkingTo" }, { "package": "RcppParallel", "version": ">= 5.1.4", "role": "LinkingTo" }, { "package": "rstan", "version": ">= 2.26.1", "role": "LinkingTo" }, { "package": "StanHeaders", "version": ">= 2.26.22", "role": "LinkingTo" }, { "package": "colorspace", "role": "Imports" }, { "package": "dplyr", "role": "Imports" }, { "package": "future", "role": "Imports" }, { "package": "future.apply", "role": "Imports" }, { "package": "ggplot2", "role": "Imports" }, { "package": "loo", "role": "Imports" }, { "package": "matrixStats", "role": "Imports" }, { "package": "methods", "role": "Imports" }, { "package": "parallel", "role": "Imports" }, { "package": "plyr", "role": "Imports" }, { "package": "progressr", "role": "Imports" }, { "package": "RColorBrewer", "role": "Imports" }, { "package": "Rcpp", "version": ">= 1.0.7", "role": "Imports" }, { "package": "RcppParallel", "version": ">= 5.1.4", "role": "Imports" }, { "package": "rlang", "role": "Imports" }, { "package": "rstan", "version": ">= 2.26.1", "role": "Imports" }, { "package": "rstantools", "version": ">= 2.2.0", "role": "Imports" }, { "package": "stats", "role": "Imports" }, { "package": "tidyr", "role": "Imports" }, { "package": "data.table", "role": "Suggests" }, { "package": "knitr", "role": "Suggests" }, { "package": "rmarkdown", "role": "Suggests" } ], "_owner": "jbolstad", "_selfowned": true, "_usedby": 0, "_updates": [ { "week": "2025-32", "n": 1 }, { "week": "2026-07", "n": 1 }, { "week": "2026-18", "n": 10 } ], "_tags": [], "_topics": [ "bayesian", "bayesian-inference", "ideal-point-estimation", "stan", "survey-analysis", "cpp" ], "_stars": 4, "_contributors": [ { "user": "jbolstad", "count": 301, "uuid": 83926777 }, { "user": "andrjohns", "count": 1, "uuid": 27717896 } ], "_userbio": { "uuid": 83926777, "type": "user", "name": "Jørgen Bølstad", "description": "Professor of Political Science. Doing causal inference & Bayesian stats." }, "_downloads": { "count": 521, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/hbamr" }, "_devurl": "https://github.com/jbolstad/hbamr", "_pkgdown": "https://jbolstad.github.io/hbamr/", "_searchresults": 0, "_rbuild": "4.6.0", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/hbamr.html", "extra/NEWS.html", "extra/NEWS.txt", "extra/readme.html", "extra/readme.md", "manual.pdf" ], "_homeurl": "https://github.com/jbolstad/hbamr", "_realowner": "jbolstad", "_cranurl": true, "_releases": [ { "version": "1.0.5", "date": "2023-03-14" }, { "version": "1.1.1", "date": "2023-04-24" }, { "version": "1.1.3", "date": "2023-06-07" }, { "version": "1.1.6", "date": "2023-06-09" }, { "version": "1.2.0", "date": "2023-09-25" }, { "version": "2.0.1", "date": "2024-01-08" }, { "version": "2.1.0", "date": "2024-01-17" }, { "version": "2.1.1", "date": "2024-01-25" }, { "version": "2.1.2", "date": "2024-02-07" }, { "version": "2.2.0", "date": "2024-02-14" }, { "version": "2.2.1", "date": "2024-02-23" }, { "version": "2.3.0", "date": "2024-03-31" }, { "version": "2.3.1", "date": "2024-06-04" }, { "version": "2.3.2", "date": "2024-09-23" }, { "version": "2.4.0", "date": "2025-01-26" }, { "version": "2.4.1", "date": "2025-02-13" }, { "version": "2.4.2", "date": "2025-03-05" }, { "version": "2.4.4", "date": "2025-08-18" }, { "version": "2.4.5", "date": "2026-02-16" }, { "version": "2.4.6", "date": "2026-04-28" } ], "_exports": [ "fbam", "get_est", "get_plot_data", "hbam", "hbam_cv", "plot_by_group", "plot_over_self", "plot_respondents", "plot_stimuli", "prep_data", "prep_data_cv" ], "_datasets": [ { "name": "LC1980", "title": "1980 Liberal-Conservative Scales", "object": "LC1980", "class": [ "matrix", "array" ], "fields": [ "Self", "Carter", "Reagan", "Kennedy", "Anderson", "Republicans", "Democrats" ], "rows": 888, "table": true, "tojson": true }, { "name": "LC2012", "title": "2012 Liberal-Conservative Scales", "object": "LC2012", "class": [ "data.frame" ], "fields": [ "caseid", "Self", "Obama", "Romney", "Democrats", "Republicans" ], "rows": 5914, "table": true, "tojson": true } ], "_help": [ { "page": "hbamr-package", "title": "Hierarchical Bayesian Aldrich-McKelvey Scaling via Stan", "topics": [ "hbamr-package", "hbamr" ] }, { "page": "fbam", "title": "Fit an FBAM model using optimization", "topics": [ "fbam" ] }, { "page": "get_est", "title": "Extract point estimates or other summaries of marginal posterior distributions", "topics": [ "get_est" ] }, { "page": "get_plot_data", "title": "Extract data for plotting results from an HBAM model", "topics": [ "get_plot_data" ] }, { "page": "hbam", "title": "Fit an HBAM model", "topics": [ "hbam" ] }, { "page": "hbam_cv", "title": "Perform K-fold cross-validation", "topics": [ "hbam_cv" ] }, { "page": "LC1980", "title": "1980 Liberal-Conservative Scales", "topics": [ "LC1980" ] }, { "page": "LC2012", "title": "2012 Liberal-Conservative Scales", "topics": [ "LC2012" ] }, { "page": "plot_by_group", "title": "Plot posterior densities of parameter averages by group", "topics": [ "plot_by_group" ] }, { "page": "plot_over_self", "title": "Plot individual parameter estimates over self-placements", "topics": [ "plot_over_self" ] }, { "page": "plot_respondents", "title": "Plot estimated respondent positions", "topics": [ "plot_respondents" ] }, { "page": "plot_stimuli", "title": "Plot estimated stimulus positions", "topics": [ "plot_stimuli" ] }, { "page": "prep_data", "title": "Prepare data to fit an HBAM or FBAM model", "topics": [ "prep_data" ] }, { "page": "prep_data_cv", "title": "Prepare data for a K-fold cross-validation of an HBAM model", "topics": [ "prep_data_cv" ] } ], "_pkglogo": "https://github.com/jbolstad/hbamr/raw/HEAD/man/figures/logo.png", "_readme": "https://github.com/jbolstad/hbamr/raw/HEAD/README.md", "_rundeps": [ "abind", "backports", "BH", "callr", "checkmate", "cli", "codetools", "colorspace", "cpp11", "desc", "digest", "distributional", "dplyr", "farver", "future", "future.apply", "generics", "ggplot2", "globals", "glue", "gridExtra", "gtable", "inline", "isoband", "labeling", "lifecycle", "listenv", "loo", "magrittr", "matrixStats", "numDeriv", "parallelly", "pillar", "pkgbuild", "pkgconfig", "plyr", "posterior", "processx", "progressr", "ps", "purrr", "QuickJSR", "R6", "RColorBrewer", "Rcpp", "RcppEigen", "RcppParallel", "rlang", "rstan", "rstantools", "S7", "scales", "StanHeaders", "stringi", "stringr", "tensorA", "tibble", "tidyr", "tidyselect", "utf8", "vctrs", "viridisLite", "withr" ], "_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" } ], "_vignettes": [ { "source": "hbamr.Rmd", "filename": "hbamr.html", "title": "Hierarchical Bayesian Aldrich-McKelvey Scaling in R via Stan", "engine": "knitr::rmarkdown", "headings": [ "Example Data", "Preparing the Data", "Models", "Summary of Model Features", "Fitting", "Fitting via Optimization", "Execution Times", "Plotting", "Stimuli Positions", "Respondent Positions", "Individual Parameters over Self-Placements", "Shifting", "Stretching", "Flipping", "Additional Parameters", "Posterior Summaries", "Cross-Validation", "Diagnostics", "Limits to Exact Replication", "References" ], "created": "2023-02-05 13:53:11", "modified": "2026-04-29 19:05:12", "commits": 54 } ], "_score": 4.778151250383644, "_indexed": true, "_nocasepkg": "hbamr", "_universes": [ "jbolstad" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "2.4.6", "date": "2026-06-04T11:28:56.000Z", "distro": "noble", "arch": "aarch64", "commit": "dcbe036b2a596c4b7400a0b054f4685cd5f96d5a", "fileid": "a323620241fa1de44d1eb3f0bf78f6b2545ee5c522fdad49afba0406ac4dbf26", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/jbolstad/actions/runs/26948537331" }, { "r": "4.7.0", "os": "linux", "version": "2.4.6", "date": "2026-06-04T11:28:18.000Z", "distro": "noble", "arch": "x86_64", "commit": "dcbe036b2a596c4b7400a0b054f4685cd5f96d5a", "fileid": "333f175cf88ab067d39a29126296920bd6c4a700ef0d86aa1473936e580bdcde", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/jbolstad/actions/runs/26948537331" }, { "r": "4.6.0", "os": "linux", "version": "2.4.6", "date": "2026-06-04T11:28:59.000Z", "distro": "noble", "arch": "aarch64", "commit": "dcbe036b2a596c4b7400a0b054f4685cd5f96d5a", "fileid": "22bf16ae0ae229a98e605d9aa4bb835ad17c9d9b9afe7d2e12177ae212d46b4a", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/jbolstad/actions/runs/26948537331" }, { "r": "4.6.0", "os": "linux", "version": "2.4.6", "date": "2026-06-04T11:28:55.000Z", "distro": "noble", "arch": "x86_64", "commit": "dcbe036b2a596c4b7400a0b054f4685cd5f96d5a", "fileid": "7a95be0c5432e1bb545ad5ddeaf45f123d8777a9103577576b6a5b782281299c", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/jbolstad/actions/runs/26948537331" }, { "r": "4.5.3", "os": "mac", "version": "2.4.6", "date": "2026-06-04T11:41:23.000Z", "arch": "aarch64", "commit": "dcbe036b2a596c4b7400a0b054f4685cd5f96d5a", "fileid": "5317a1d010eb67efb4e4edf6c6035a54e949a45a6475c23d3724248bf394396f", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/jbolstad/actions/runs/26948537331" }, { "r": "4.5.3", "os": "mac", "version": "2.4.6", "date": "2026-06-04T11:46:48.000Z", "arch": "x86_64", "commit": "dcbe036b2a596c4b7400a0b054f4685cd5f96d5a", "fileid": "66df942a6b263b38d3a6d3e33d807d7b312a1cbb7ccbc10887b28a35df07a218", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/jbolstad/actions/runs/26948537331" }, { "r": "4.6.0", "os": "mac", "version": "2.4.6", "date": "2026-06-04T11:40:23.000Z", "arch": "aarch64", "commit": "dcbe036b2a596c4b7400a0b054f4685cd5f96d5a", "fileid": "c201517077fbaff03b8ada17fd5ab182b2d134b3057ef6981147339144c066c0", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/jbolstad/actions/runs/26948537331" }, { "r": "4.6.0", "os": "mac", "version": "2.4.6", "date": "2026-06-04T11:39:57.000Z", "arch": "x86_64", "commit": "dcbe036b2a596c4b7400a0b054f4685cd5f96d5a", "fileid": "4a0d0090fb022d57d5d6a5343e5414ca012d7b5a563004e4ed98797cf13e52cc", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/jbolstad/actions/runs/26948537331" }, { "r": "4.7.0", "os": "win", "version": "2.4.6", "date": "2026-06-04T11:27:52.000Z", "arch": "x86_64", "commit": "dcbe036b2a596c4b7400a0b054f4685cd5f96d5a", "fileid": "66f693374e05f826aadc5a1ebb0a608d7aad9eaea151468c2227e76eadf0176f", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/jbolstad/actions/runs/26948537331" }, { "r": "4.5.3", "os": "win", "version": "2.4.6", "date": "2026-06-04T11:27:44.000Z", "arch": "x86_64", "commit": "dcbe036b2a596c4b7400a0b054f4685cd5f96d5a", "fileid": "355f75c9c56e8745b9e6c9d0d3d78f82da05668ed034d76185d48e057ae8dffd", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/jbolstad/actions/runs/26948537331" }, { "r": "4.6.0", "os": "win", "version": "2.4.6", "date": "2026-06-04T11:27:55.000Z", "arch": "x86_64", "commit": "dcbe036b2a596c4b7400a0b054f4685cd5f96d5a", "fileid": "9e2ca4c8ead73cb7fcbca72cfccf9e3c141f7ec598bec145fee7e8a51717e31c", "status": "success", "check": "NOTE", "buildurl": "https://github.com/r-universe/jbolstad/actions/runs/26948537331" } ] }