{ "_id": "6a101b5cacfb0bcc41c870c6", "Package": "FactorHet", "Title": "Estimate Heterogeneous Effects in Factorial Experiments Using\nGrouping and Sparsity", "Version": "1.0.0", "Date": "2025-01-08", "Authors@R": "c(\nperson(\"Max\", \"Goplerud\", role = c(\"aut\", \"cre\"), email = \"mgoplerud@austin.utexas.edu\"),\nperson(given=c(\"Nicole\", \"E.\"), \"Pashley\", role = c(\"aut\"), email = \"nicole.pashley@rutgers.edu\"),\nperson(\"Kosuke\", \"Imai\", role = c(\"aut\"), email = \"imai@harvard.edu\"))", "Description": "Estimates heterogeneous effects in factorial (and\nconjoint) models. The methodology employs a Bayesian finite\nmixture of regularized logistic regressions, where moderators\ncan affect each observation's probability of group membership\nand a sparsity-inducing prior fuses together levels of each\nfactor while respecting ANOVA-style sum-to-zero constraints.\nGoplerud, Imai, and Pashley (2024)\n provide further details.", "License": "GPL (>= 2)", "Encoding": "UTF-8", "RoxygenNote": "7.3.2", "LazyData": "true", "URL": "https://github.com/mgoplerud/FactorHet", "BugReports": "https://github.com/mgoplerud/FactorHet/issues", "Config/pak/sysreqs": "libgdal-dev gdal-bin libgeos-dev libglu1-mesa-dev\nlibgmp3-dev libgsl0-dev jags libicu-dev libxml2-dev libmpfr-dev\nlibopenmpi-dev libproj-dev", "Repository": "https://mgoplerud.r-universe.dev", "Date/Publication": "2025-01-10 17:24:35 UTC", "RemoteUrl": "https://github.com/mgoplerud/factorhet", "RemoteRef": "HEAD", "RemoteSha": "eaa6e84cb05064c7d86c9d73b16b23ae090bb4e9", "NeedsCompilation": "yes", "Packaged": { "Date": "2026-05-14 09:12:23 UTC", "User": "root" }, "Author": "Max Goplerud [aut, cre],\nNicole E. Pashley [aut],\nKosuke Imai [aut]", "Maintainer": "Max Goplerud ", "MD5sum": "d1191c96437b981351da5870be846f46", "_user": "mgoplerud", "_type": "src", "_file": "FactorHet_1.0.0.tar.gz", "_fileid": "f9c03d8762b6794cd5a0dc6da97c4f91b85293e875cd92882bf436680754f751", "_filesize": 382589, "_sha256": "f9c03d8762b6794cd5a0dc6da97c4f91b85293e875cd92882bf436680754f751", "_created": "2026-05-14T09:12:23.000Z", "_published": "2026-05-22T09:01:16.151Z", "_distro": "noble", "_jobs": [ { "job": 77348404916, "time": 370, "config": "linux-devel-arm64", "r": "4.7.0", "check": "OK", "artifact": "6991173061" }, { "job": 77348405055, "time": 414, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "6991185848" }, { "job": 77348404897, "time": 365, "config": "linux-release-arm64", "r": "4.6.0", "check": "OK", "artifact": "6991170883" }, { "job": 77348405015, "time": 394, "config": "linux-release-x86_64", "r": "4.6.0", "check": "OK", "artifact": "6991180783" }, { "job": 77348405407, "time": 281, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "6991148133" }, { "job": 77348405397, "time": 507, "config": "macos-oldrel-x86_64", "r": "4.5.3", "check": "OK", "artifact": "6991210248" }, { "job": 77348405191, "time": 350, "config": "macos-release-arm64", "r": "4.6.0", "check": "OK", "artifact": "6991166310" }, { "job": 77348405104, "time": 552, "config": "macos-release-x86_64", "r": "4.6.0", "check": "OK", "artifact": "6991223247" }, { "job": 77348404085, "time": 230, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "6991068476" }, { "job": 77348404323, "time": 157, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7156736639" }, { "job": 77348405251, "time": 397, "config": "windows-devel", "r": "4.7.0", "check": "OK", "artifact": "6991179955" }, { "job": 77348405348, "time": 432, "config": "windows-oldrel", "r": "4.5.3", "check": "OK", "artifact": "6991189596" }, { "job": 77348405300, "time": 437, "config": "windows-release", "r": "4.6.0", "check": "OK", "artifact": "6991190979" } ], "_buildurl": "https://github.com/r-universe/mgoplerud/actions/runs/25851802191", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/mgoplerud/factorhet", "_commit": { "id": "eaa6e84cb05064c7d86c9d73b16b23ae090bb4e9", "author": "Max Goplerud ", "committer": "Max Goplerud ", "message": "Turn T into TRUE\n", "time": 1736529875 }, "_maintainer": { "name": "Max Goplerud", "email": "mgoplerud@austin.utexas.edu", "login": "mgoplerud", "uuid": 25274138 }, "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 3.4.0", "role": "Depends" }, { "package": "Rcpp", "role": "LinkingTo" }, { "package": "RcppEigen", "version": ">= 0.3.3.4.0", "role": "LinkingTo" }, { "package": "Rcpp", "version": ">= 1.0.1", "role": "Imports" }, { "package": "Matrix", "role": "Imports" }, { "package": "ggplot2", "role": "Imports" }, { "package": "ParamHelpers", "role": "Imports" }, { "package": "mlr", "role": "Imports" }, { "package": "mlrMBO", "role": "Imports" }, { "package": "smoof", "role": "Imports" }, { "package": "lbfgs", "role": "Imports" }, { "package": "methods", "role": "Imports" }, { "package": "utils", "role": "Imports" }, { "package": "stats", "role": "Imports" }, { "package": "FNN", "role": "Suggests" }, { "package": "RSpectra", "role": "Suggests" }, { "package": "mclust", "role": "Suggests" }, { "package": "ranger", "role": "Suggests" }, { "package": "tgp", "role": "Suggests" }, { "package": "testthat", "role": "Suggests" }, { "package": "covr", "role": "Suggests" }, { "package": "tictoc", "role": "Suggests" } ], "_owner": "mgoplerud", "_selfowned": true, "_usedby": 0, "_updates": [], "_tags": [], "_stars": 7, "_contributors": [ { "user": "mgoplerud", "count": 14, "uuid": 25274138 } ], "_userbio": { "uuid": 25274138, "type": "user", "name": "Max Goplerud", "description": "Assistant Professor of Government at the University of Texas at Austin" }, "_downloads": { "count": 575, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/FactorHet" }, "_devurl": "https://github.com/mgoplerud/factorhet", "_searchresults": 2, "_topics": [ "cpp" ], "_rbuild": "4.6.0", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/FactorHet.html", "extra/readme.html", "extra/readme.md", "manual.pdf" ], "_homeurl": "https://github.com/mgoplerud/factorhet", "_realowner": "mgoplerud", "_cranurl": true, "_releases": [ { "version": "1.0.0", "date": "2025-01-13" } ], "_exports": [ "ACE", "AME", "AMIE", "cjoint_plot", "diff_AME", "FactorHet", "FactorHet_control", "FactorHet_init", "FactorHet_mbo", "FactorHet_mbo_control", "FactorHet_refit", "HTE_by_individual", "HTE_by_moderator", "manual_AME", "margeff_moderators", "marginal_ACE", "marginal_AME", "marginal_AMIE", "moderator_AME", "posterior_by_moderators", "posterior_FactorHet", "visualize_MBO" ], "_datasets": [ { "name": "immigration", "title": "Small dataset on immigration preferences", "object": "immigration", "class": [ "data.frame" ], "fields": [ "CaseID", "contest_no", "choice_id", "Chosen_Immigrant", "Country", "Ed", "Plans", "Gender", "party_ID", "census_div" ], "rows": 1000, "table": true, "tojson": true } ], "_help": [ { "page": "calc_effects", "title": "Calculate marginal effects", "topics": [ "ACE", "AME", "AMIE", "manual_AME" ] }, { "page": "cjoint_plot", "title": "Plot a FactorHet object", "topics": [ "cjoint_plot" ] }, { "page": "diff_AME", "title": "Difference between AMEs in each group", "topics": [ "diff_AME" ] }, { "page": "FactorHet", "title": "Estimate heterogeneous effects in factorial and conjoint experiments", "topics": [ "FactorHet", "FactorHet_mbo" ] }, { "page": "FactorHet_control", "title": "Control for FactorHet estimation", "topics": [ "FactorHet_control" ] }, { "page": "FactorHet_init", "title": "Arguments for initializing FactorHet", "topics": [ "FactorHet_init" ] }, { "page": "FactorHet_mbo_control", "title": "Control for model-based optimization", "topics": [ "FactorHet_mbo_control" ] }, { "page": "FactorHet_refit", "title": "Refit model using estimated sparsity patterns", "topics": [ "FactorHet_refit" ] }, { "page": "FactorHet-class", "title": "Generic methods for FactorHet models", "topics": [ "AIC.FactorHet", "BIC.FactorHet", "coef.FactorHet", "FactorHet-class", "formula.FactorHet", "logLik.FactorHet", "plot.FactorHet", "posterior_FactorHet", "print.FactorHet", "print.FactorHet_vis", "summary.FactorHet", "vcov.FactorHet", "visualize_MBO" ] }, { "page": "HTE", "title": "Estimate heterogeneous treatment effects by individual or moderator", "topics": [ "HTE", "HTE_by_individual", "HTE_by_moderator" ] }, { "page": "immigration", "title": "Small dataset on immigration preferences", "topics": [ "immigration" ] }, { "page": "margeff_moderators", "title": "Compute association between moderators and group membership", "topics": [ "margeff_moderators" ] }, { "page": "posterior_by_moderators", "title": "Visualize the posterior by observed moderators", "topics": [ "posterior_by_moderators" ] }, { "page": "predict.FactorHet", "title": "Predict after using FactorHet", "topics": [ "predict.FactorHet" ] } ], "_readme": "https://github.com/mgoplerud/factorhet/raw/HEAD/README.md", "_rundeps": [ "backports", "BBmisc", "checkmate", "cli", "cpp11", "data.table", "farver", "fastmatch", "ggplot2", "glue", "gtable", "isoband", "labeling", "lattice", "lbfgs", "lhs", "lifecycle", "Matrix", "mlr", "mlrMBO", "parallelMap", "ParamHelpers", "R6", "RColorBrewer", "Rcpp", "RcppArmadillo", "RcppEigen", "rlang", "S7", "scales", "smoof", "stringi", "survival", "vctrs", "viridisLite", "withr", "XML" ], "_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": 3.5440680443502757, "_indexed": true, "_nocasepkg": "factorhet", "_universes": [ "mgoplerud" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "1.0.0", "date": "2026-05-14T09:15:26.000Z", "distro": "noble", "arch": "aarch64", "commit": "eaa6e84cb05064c7d86c9d73b16b23ae090bb4e9", "fileid": "9701115fc1bdb527846256a2773a4bbd483e620c96ed4fc7454a4098061a041d", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/mgoplerud/actions/runs/25851802191" }, { "r": "4.7.0", "os": "linux", "version": "1.0.0", "date": "2026-05-14T09:15:37.000Z", "distro": "noble", "arch": "x86_64", "commit": "eaa6e84cb05064c7d86c9d73b16b23ae090bb4e9", "fileid": "120fe8e064c76a3ece7db679d5b59135dc14ac0e6ce0acdf5e7c9cf0af3c122f", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/mgoplerud/actions/runs/25851802191" }, { "r": "4.6.0", "os": "linux", "version": "1.0.0", "date": "2026-05-14T09:15:25.000Z", "distro": "noble", "arch": "aarch64", "commit": "eaa6e84cb05064c7d86c9d73b16b23ae090bb4e9", "fileid": "4cea6b5c9b1e33978589c022d52c124aeb065800a5d390d228ea8b96960d63c1", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/mgoplerud/actions/runs/25851802191" }, { "r": "4.6.0", "os": "linux", "version": "1.0.0", "date": "2026-05-14T09:15:30.000Z", "distro": "noble", "arch": "x86_64", "commit": "eaa6e84cb05064c7d86c9d73b16b23ae090bb4e9", "fileid": "9ec8b1eacfa9943b2e204fb66b6a18cddeffe31c72ceeefbb004cf54c2e1f7b8", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/mgoplerud/actions/runs/25851802191" }, { "r": "4.5.3", "os": "mac", "version": "1.0.0", "date": "2026-05-14T09:15:01.000Z", "arch": "aarch64", "commit": "eaa6e84cb05064c7d86c9d73b16b23ae090bb4e9", "fileid": "e3c2c26ca03e6043aee114c5b951fc7314fe54ca6e0c62a07fc58ff7deb8c63d", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/mgoplerud/actions/runs/25851802191" }, { "r": "4.5.3", "os": "mac", "version": "1.0.0", "date": "2026-05-14T09:15:47.000Z", "arch": "x86_64", "commit": "eaa6e84cb05064c7d86c9d73b16b23ae090bb4e9", "fileid": "62e34126e66f14036fa0ca72e23971dc67b15324aa545b053d1b97535c64bde6", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/mgoplerud/actions/runs/25851802191" }, { "r": "4.6.0", "os": "mac", "version": "1.0.0", "date": "2026-05-14T09:15:11.000Z", "arch": "aarch64", "commit": "eaa6e84cb05064c7d86c9d73b16b23ae090bb4e9", "fileid": "ae56c6dadfc6343c3fc454cb09fa2264167ceb95b13b87f0bcdbe35d109e9261", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/mgoplerud/actions/runs/25851802191" }, { "r": "4.6.0", "os": "mac", "version": "1.0.0", "date": "2026-05-14T09:16:10.000Z", "arch": "x86_64", "commit": "eaa6e84cb05064c7d86c9d73b16b23ae090bb4e9", "fileid": "3d8aa690df33aabd052a4736e38e363310615f9a8c01fcb1e9ba984e7d4c0207", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/mgoplerud/actions/runs/25851802191" }, { "r": "4.7.0", "os": "win", "version": "1.0.0", "date": "2026-05-14T09:14:38.000Z", "arch": "x86_64", "commit": "eaa6e84cb05064c7d86c9d73b16b23ae090bb4e9", "fileid": "6522ed44b72684c21a9daa8445e65d7eef29c7dacee5e5a4409bb24f296849ab", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/mgoplerud/actions/runs/25851802191" }, { "r": "4.5.3", "os": "win", "version": "1.0.0", "date": "2026-05-14T09:14:31.000Z", "arch": "x86_64", "commit": "eaa6e84cb05064c7d86c9d73b16b23ae090bb4e9", "fileid": "3202f7f2b1c0d16eb56e40206a8d5e0b07aa35d5c8184fcf6b1ebe031007848a", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/mgoplerud/actions/runs/25851802191" }, { "r": "4.6.0", "os": "win", "version": "1.0.0", "date": "2026-05-14T09:14:30.000Z", "arch": "x86_64", "commit": "eaa6e84cb05064c7d86c9d73b16b23ae090bb4e9", "fileid": "5f2ee90123b3271c99eb0f0fb8b7730353fc9ef38ac3bbbffa836bea3d109bf4", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/mgoplerud/actions/runs/25851802191" }, { "r": "4.6.0", "os": "wasm", "version": "1.0.0", "date": "2026-05-22T08:59:58.000Z", "arch": "emscripten", "commit": "eaa6e84cb05064c7d86c9d73b16b23ae090bb4e9", "fileid": "15e8f75cd44a6dbbe1d00092fe969f17f02c27ba82e127f6f1c93a8b4bc29b4b", "status": "success", "buildurl": "https://github.com/r-universe/mgoplerud/actions/runs/25851802191" } ] }