{ "_id": "6acb5361fe5cc25786e8e30b", "Package": "bootmlm", "Type": "Package", "Title": "Bootstrap Resampling for Multilevel Models", "Version": "0.1.0.9000", "Authors@R": "person(\"Mark\", \"Lai\", email = \"marklhc@gmail.com\", \nrole = c(\"aut\", \"cre\"))", "Description": "An implementation of functions for bootstrapping with\nmultilevel data and models (and mixed-effect models). It\nimplements multiple bootstrap methods under the parametric,\nresidual, and case bootstrap categories. Currently it supports\nfitted objects from the lme4 package.", "URL": "https://github.com/marklhc/bootmlm,\nhttps://marklhc.github.io/bootmlm/", "BugReports": "https://github.com/marklhc/bootmlm/issues", "LazyData": "true", "Config/testthat/edition": "3", "License": "GPL-3", "Encoding": "UTF-8", "VignetteBuilder": "knitr", "Config/roxygen2/version": "8.0.0", "Config/pak/sysreqs": "cmake make", "Repository": "https://marklhc.r-universe.dev", "Date/Publication": "2026-05-05 07:11:40 UTC", "RemoteUrl": "https://github.com/marklhc/bootmlm", "RemoteRef": "HEAD", "RemoteSha": "100e2390eb0f50cd0eb3f54e67eff60b29149678", "NeedsCompilation": "no", "Packaged": { "Date": "2026-10-11 09:08:33 UTC", "User": "root" }, "Author": "Mark Lai [aut, cre]", "Maintainer": "Mark Lai ", "_user": "marklhc", "_type": "src", "_file": "bootmlm_0.1.0.9000.tar.gz", "_fileid": "https://r2.ropensci.org/1ade855166026d4b0833ede54c7b7766c09bddcc4143c27c3b42dd60be01d8b7", "_filesize": 398442, "_sha256": "1ade855166026d4b0833ede54c7b7766c09bddcc4143c27c3b42dd60be01d8b7", "_expires": "2027-01-19T09:14:07.000Z", "_created": "2026-10-11T09:08:33.000Z", "_published": "2026-10-11T09:14:09.167Z", "_buildurl": "https://github.com/r-universe/marklhc/actions/runs/38127123058", "_status": "success", "_host": "GitHub-Actions", "_jobs": [ { "job": 114434307002, "time": 166, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "11697927714" }, { "job": 114434307016, "time": 160, "config": "linux-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "11697168712" }, { "job": 114434306987, "time": 165, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "11697593652" }, { "job": 114434307036, "time": 247, "config": "macos-release-arm64", "r": "4.6.1", "check": "OK", "artifact": "11697118997" }, { "job": 114433754445, "time": 188, "config": "source", "r": "4.6.1", "check": "OK", "artifact": "11697788081" }, { "job": 114434306964, "time": 100, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "11696889089" }, { "job": 114434306967, "time": 129, "config": "windows-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "11696983987" }, { "job": 114434307026, "time": 117, "config": "windows-oldrel-x86_64", "r": "4.5.3", "check": "OK", "artifact": "11697503664" }, { "job": 114434307014, "time": 124, "config": "windows-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "11697598728" } ], "_upstream": "https://github.com/marklhc/bootmlm", "_commit": { "id": "100e2390eb0f50cd0eb3f54e67eff60b29149678", "author": "Hok Chio (Mark) Lai ", "committer": "Hok Chio (Mark) Lai ", "message": "Use pkgdown\n", "time": 1777965100 }, "_maintainer": { "name": "Mark Lai", "email": "marklhc@gmail.com", "login": "marklhc", "description": "", "uuid": 6175332 }, "_distro": "resolute", "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 4.1.0", "role": "Depends" }, { "package": "boot", "version": ">= 1.3-19", "role": "Imports" }, { "package": "lme4", "version": ">= 1.1-16", "role": "Imports" }, { "package": "Matrix", "version": ">= 1.2-11", "role": "Imports" }, { "package": "methods", "role": "Imports" }, { "package": "numDeriv", "role": "Imports" }, { "package": "stats", "role": "Imports" }, { "package": "utils", "role": "Imports" }, { "package": "nlme", "role": "Suggests" }, { "package": "testthat", "version": ">= 3.0.0", "role": "Suggests" }, { "package": "MASS", "role": "Suggests" }, { "package": "knitr", "role": "Suggests" }, { "package": "rmarkdown", "role": "Suggests" }, { "package": "haven", "role": "Suggests" }, { "package": "msm", "role": "Suggests" }, { "package": "dplyr", "role": "Suggests" }, { "package": "purrr", "role": "Suggests" }, { "package": "ggplot2", "role": "Suggests" } ], "_owner": "marklhc", "_selfowned": true, "_usedby": 0, "_updates": [ { "week": "2026-19", "n": 3 } ], "_tags": [], "_stars": 4, "_contributors": [ { "user": "marklhc", "count": 60, "uuid": 6175332 } ], "_userbio": { "uuid": 6175332, "type": "user", "name": "Hok Chio (Mark) Lai", "followers": 48 }, "_downloads": { "count": 370, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/bootmlm" }, "_devurl": "https://github.com/marklhc/bootmlm", "_pkgdown": "https://marklhc.github.io/bootmlm/", "_searchresults": 39, "_rbuild": "4.6.1", "_assets": [ "extra/bootmlm.html", "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/manual.pdf", "extra/readme.html", "extra/readme.md" ], "_homeurl": "https://github.com/marklhc/bootmlm", "_realowner": "marklhc", "_cranurl": true, "_releases": [ { "version": "0.1.1", "date": "2026-05-13" } ], "_exports": [ "bootstrap_mer", "devfun_mer", "devfun_mer2", "empinf_mer", "empinf_merm", "prof_ci_icc", "scores_mer", "vcov_theta", "vcov_vc" ], "_datasets": [ { "name": "pop_syn", "title": "Synthetic Pupil Popularity Dataset", "object": "pop_syn", "class": [ "data.frame" ], "fields": [ "pupil", "school", "popular", "sex", "texp" ], "rows": 2000, "table": true, "tojson": true } ], "_help": [ { "page": "bootstrap_mer", "title": "Run Various Bootstrap for Mixed Models.", "topics": [ "bootstrap_mer" ] }, { "page": "confint.boot", "title": "Bootstrap confidence intervals for Two-Level Mixed Models", "topics": [ "confint.boot" ] }, { "page": "devfun_mer", "title": "Deviance Function for Multilevel Models", "topics": [ "devfun_mer", "devfun_mer2" ] }, { "page": "empinf_mer", "title": "Empirical Influence Values for Two-Level Mixed Models", "topics": [ "empinf_mer", "empinf_merm" ] }, { "page": "pop_syn", "title": "Synthetic Pupil Popularity Dataset", "topics": [ "pop_syn" ] }, { "page": "prof_ci_icc", "title": "Profile Likelihood Confidence Interval for Intraclass Correlation", "topics": [ "prof_ci_icc" ] }, { "page": "scores_mer", "title": "Score Functions and Case-wise Derivatives", "topics": [ "scores_mer" ] }, { "page": "solve_eigen_sqrt", "title": "Get the square root of a matrix using eigenvalue decomposition, and solve for a linear system", "topics": [ "solve_eigen_sqrt" ] }, { "page": "vcov_theta", "title": "Asymptotic Covariance Matrix for Cholesky Factor of Random Effects", "topics": [ "vcov_theta" ] }, { "page": "vcov_vc", "title": "Asymptotic Covariance Matrix for Random Effects", "topics": [ "vcov_vc" ] } ], "_readme": "https://github.com/marklhc/bootmlm/raw/HEAD/README.md", "_rundeps": [ "boot", "lattice", "lme4", "MASS", "Matrix", "minqa", "nlme", "nloptr", "numDeriv", "rbibutils", "Rcpp", "RcppEigen", "Rdpack", "reformulas" ], "_vignettes": [ { "source": "compare.Rmd", "filename": "compare.html", "title": "Comparing Different Multilevel Bootstrapping Methods", "author": "Mark Lai", "engine": "knitr::rmarkdown", "headings": [ "Data", "Parametric Bootstrap", "Confidence interval", "Residual Bootstraps", "Random Effect Block Bootstrap", "Case Bootstrap", "Summary" ], "created": "2017-08-20 16:14:11", "modified": "2026-05-05 07:03:14", "commits": 4 }, { "source": "derived_quantities.Rmd", "filename": "derived_quantities.html", "title": "Using Multilevel Bootstrap for Derived Quantities", "author": "Mark Lai", "engine": "knitr::rmarkdown", "headings": [ "Data", "Bootstrap-$t$ CI", "On a Transformed Scale" ], "created": "2017-08-20 16:14:11", "modified": "2026-05-05 07:03:14", "commits": 4 } ], "_score": 5.193124598354462, "_indexed": true, "_nocasepkg": "bootmlm", "_universes": [ "marklhc" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.1.0.9000", "date": "2026-10-11T09:10:43.000Z", "distro": "resolute", "commit": "100e2390eb0f50cd0eb3f54e67eff60b29149678", "fileid": "https://r2.ropensci.org/d2a12d35fbc5c123c649efc1a6d81fc2e883fc47628a033f2f0e4b3f428974d8", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/marklhc/actions/runs/38127123058" }, { "r": "4.6.1", "os": "linux", "version": "0.1.0.9000", "date": "2026-10-11T09:10:40.000Z", "distro": "resolute", "commit": "100e2390eb0f50cd0eb3f54e67eff60b29149678", "fileid": "https://r2.ropensci.org/7a64b4b91f06434ef9e9ba5c9a480b76156e5fe1914c3402057e3f622c379f61", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/marklhc/actions/runs/38127123058" }, { "r": "4.5.3", "os": "mac", "version": "0.1.0.9000", "date": "2026-10-11T09:11:29.000Z", "commit": "100e2390eb0f50cd0eb3f54e67eff60b29149678", "fileid": "https://r2.ropensci.org/5fcf3b75b03338dc5052502182fcfc1b1f2ca39f27530b848a4a005e9d2dad91", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/marklhc/actions/runs/38127123058" }, { "r": "4.6.1", "os": "mac", "version": "0.1.0.9000", "date": "2026-10-11T09:11:56.000Z", "commit": "100e2390eb0f50cd0eb3f54e67eff60b29149678", "fileid": "https://r2.ropensci.org/ca8372a7fd40d8c5fa8725fd59a4079ce97a2565c0be1cebe1465b6531cd22f8", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/marklhc/actions/runs/38127123058" }, { "r": "4.6.0", "os": "wasm", "version": "0.1.0.9000", "date": "2026-10-11T09:10:31.000Z", "commit": "100e2390eb0f50cd0eb3f54e67eff60b29149678", "fileid": "https://r2.ropensci.org/6cbd7b31570e063d43285e20d35eb985e5b9859cbe161892949f94c05afb5cd9", "status": "success", "buildurl": "https://github.com/r-universe/marklhc/actions/runs/38127123058" }, { "r": "4.7.0", "os": "win", "version": "0.1.0.9000", "date": "2026-10-11T09:09:54.000Z", "commit": "100e2390eb0f50cd0eb3f54e67eff60b29149678", "fileid": "https://r2.ropensci.org/89dc9174e34ffade2a5b815e3e471c296f17b47f04f733c41e4cd03d6ec85cae", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/marklhc/actions/runs/38127123058" }, { "r": "4.5.3", "os": "win", "version": "0.1.0.9000", "date": "2026-10-11T09:09:45.000Z", "commit": "100e2390eb0f50cd0eb3f54e67eff60b29149678", "fileid": "https://r2.ropensci.org/b1585a949aa69a1070fb18cc44d3efdc37ea207cde30105f4da9808b3f5a710b", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/marklhc/actions/runs/38127123058" }, { "r": "4.6.1", "os": "win", "version": "0.1.0.9000", "date": "2026-10-11T09:09:55.000Z", "commit": "100e2390eb0f50cd0eb3f54e67eff60b29149678", "fileid": "https://r2.ropensci.org/b2b0c5c0d02d61cdf752e7a3ae06a590ae85c630707003d4711f47a24bc49820", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/marklhc/actions/runs/38127123058" } ] }