{ "_id": "6a16975eacfb0bcc41d7c54d", "Package": "bigMICE", "Type": "Package", "Title": "Multiple Imputation of Big Data", "Version": "1.0.0", "Authors@R": "c(person(given = \"Hugo\",\nfamily = \"Morvan\",\nrole = \"aut\",\nemail = \"hugmo82@liu.se\"),\nperson(given = \"Oleg\",\nfamily = \"Sysoev\",\nrole = c(\"aut\",\"cre\"),\nemail = \"oleg.sysoev@liu.se\"))", "Description": "A computational toolbox designed for handling missing\nvalues in large datasets with the Multiple Imputation by\nChained Equations (MICE) by using 'Apache Spark'. The\nmethodology is described in Morvan et al. (2026)\n.", "License": "GPL (>= 2)", "Encoding": "UTF-8", "RoxygenNote": "7.3.2", "SystemRequirements": "Spark: 3.x, or 4.x", "VignetteBuilder": "knitr", "Config/testthat/edition": "3", "NeedsCompilation": "no", "Packaged": { "Date": "2026-05-27 06:59:51 UTC", "User": "root" }, "Author": "Hugo Morvan [aut], Oleg Sysoev [aut, cre]", "Maintainer": "Oleg Sysoev ", "Config/pak/sysreqs": "libicu-dev libxml2-dev libssl-dev", "Repository": "https://osysoev.r-universe.dev", "Date/Publication": "2026-02-25 10:20:14 UTC", "RemoteUrl": "https://github.com/cran/bigMICE", "RemoteRef": "HEAD", "RemoteSha": "55bcbb5dbbde11b585b20da435f31f5ecac57ce3", "MD5sum": "b59485d66f30a7f84fc7e45fa8449bfa", "_user": "osysoev", "_type": "src", "_file": "bigMICE_1.0.0.tar.gz", "_fileid": "5379761058310a5af3806dfdd882c04f5051d23e75f08935f98095a81fc7a6f9", "_filesize": 254229, "_sha256": "5379761058310a5af3806dfdd882c04f5051d23e75f08935f98095a81fc7a6f9", "_created": "2026-05-27T06:59:51.000Z", "_published": "2026-05-27T07:03:58.272Z", "_distro": "noble", "_jobs": [ { "job": 78024444459, "time": 176, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "7233953994" }, { "job": 78024444474, "time": 212, "config": "linux-release-x86_64", "r": "4.6.0", "check": "OK", "artifact": "7233964317" }, { "job": 78024444463, "time": 140, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "7233950236" }, { "job": 78024444448, "time": 159, "config": "macos-release-arm64", "r": "4.6.0", "check": "OK", "artifact": "7233952796" }, { "job": 78024023786, "time": 186, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "7233902970" }, { "job": 78024444438, "time": 125, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7233940699" }, { "job": 78024444470, "time": 111, "config": "windows-devel", "r": "4.7.0", "check": "OK", "artifact": "7233935226" }, { "job": 78024444513, "time": 181, "config": "windows-oldrel", "r": "4.5.3", "check": "OK", "artifact": "7233959971" }, { "job": 78024444494, "time": 121, "config": "windows-release", "r": "4.6.0", "check": "OK", "artifact": "7233938031" } ], "_buildurl": "https://github.com/r-universe/osysoev/actions/runs/26495919356", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/cran/bigMICE", "_commit": { "id": "55bcbb5dbbde11b585b20da435f31f5ecac57ce3", "author": "Oleg Sysoev ", "committer": "cran-robot ", "message": "version 1.0.0\n", "time": 1772014814 }, "_maintainer": { "name": "Oleg Sysoev", "email": "oleg.sysoev@liu.se", "login": "osysoev", "description": "", "uuid": 19423899 }, "_registered": true, "_dependencies": [ { "package": "dplyr", "role": "Imports" }, { "package": "tidyselect", "role": "Imports" }, { "package": "rlang", "role": "Imports" }, { "package": "sparklyr", "role": "Imports" }, { "package": "data.table", "role": "Imports" }, { "package": "Matrix", "role": "Imports" }, { "package": "testthat", "version": ">= 3.0.0", "role": "Suggests" }, { "package": "knitr", "role": "Suggests" }, { "package": "rmarkdown", "role": "Suggests" } ], "_owner": "cran", "_selfowned": true, "_usedby": 0, "_updates": [ { "week": "2026-09", "n": 1 } ], "_tags": [ { "name": "1.0.0", "date": "2026-02-25" } ], "_stars": 0, "_contributors": [ { "user": "osysoev", "count": 1, "uuid": 19423899 } ], "_userbio": { "uuid": 19423899, "type": "user", "name": "osysoev" }, "_downloads": { "count": 175, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/bigMICE" }, "_searchresults": 1, "_rbuild": "4.6.0", "_assets": [ "extra/bigMICE.html", "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "manual.pdf" ], "_realowner": "osysoev", "_cranurl": false, "_releases": [ { "version": "1.0.0", "date": "2026-02-25" } ], "_exports": [ "impute_with_linear_regression", "impute_with_logistic_regression", "impute_with_MeMoMe", "impute_with_mult_logistic_regression", "impute_with_random_forest_classifier", "impute_with_random_forest_regressor", "impute_with_random_samples", "init_with_random_samples", "mice.spark", "mice.spark.plus", "sampler.spark" ], "_help": [ { "page": "impute_with_linear_regression", "title": "Linear Regression Imputation function", "topics": [ "impute_with_linear_regression" ] }, { "page": "impute_with_logistic_regression", "title": "Logistic Regression Imputation function", "topics": [ "impute_with_logistic_regression" ] }, { "page": "impute_with_MeMoMe", "title": "Mean/Mode/Median Imputation function", "topics": [ "impute_with_MeMoMe" ] }, { "page": "impute_with_mult_logistic_regression", "title": "Multinomial Logistic Regression Imputation function", "topics": [ "impute_with_mult_logistic_regression" ] }, { "page": "impute_with_random_forest_classifier", "title": "Random Forest Classification Imputation function", "topics": [ "impute_with_random_forest_classifier" ] }, { "page": "impute_with_random_forest_regressor", "title": "Random Forest Regression Imputation function", "topics": [ "impute_with_random_forest_regressor" ] }, { "page": "impute_with_random_samples", "title": "Random Sample Imputation function", "topics": [ "impute_with_random_samples" ] }, { "page": "init_with_random_samples", "title": "Random Sample Imputation function", "topics": [ "init_with_random_samples" ] }, { "page": "mice.spark", "title": "MICE for Spark DataFrames using Sparklyr and Spark MLlib", "topics": [ "mice.spark" ] }, { "page": "mice.spark.plus", "title": "MICE+ for Spark DataFrames using Sparklyr and Spark MLlib", "topics": [ "mice.spark.plus" ] }, { "page": "print.mi_results", "title": "Print Method for Multiple Imputation Results", "topics": [ "print.mi_results" ] }, { "page": "sampler.spark", "title": "MICE sampler function", "topics": [ "sampler.spark" ] }, { "page": "summary.mi_results", "title": "Summary Method for Multiple Imputation Results", "topics": [ "summary.mi_results" ] } ], "_rundeps": [ "askpass", "blob", "cli", "codetools", "config", "cpp11", "curl", "data.table", "DBI", "dbplyr", "dplyr", "generics", "globals", "glue", "httr", "jsonlite", "lattice", "lifecycle", "magrittr", "Matrix", "mime", "openssl", "pillar", "pkgconfig", "purrr", "R6", "rlang", "rstudioapi", "sparklyr", "stringi", "stringr", "sys", "tibble", "tidyr", "tidyselect", "utf8", "uuid", "vctrs", "withr", "xml2", "yaml" ], "_vignettes": [ { "source": "main.Rmd", "filename": "main.html", "title": "bigMICE: multiple imputation for Big Data", "engine": "knitr::rmarkdown", "headings": [ "Setup and recommendations", "Spark and sparklyr", "Hadoop", "Installation", "Example Usage" ], "created": "2026-02-25 10:20:14", "modified": "2026-02-25 10:20:14", "commits": 1 } ], "_score": 2, "_indexed": true, "_nocasepkg": "bigmice", "_universes": [ "osysoev" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "1.0.0", "date": "2026-05-27T07:02:28.000Z", "distro": "noble", "commit": "55bcbb5dbbde11b585b20da435f31f5ecac57ce3", "fileid": "d2d3983976f5a619f395ae9ef9d482ce7899623f5e673c8cf39c337d1bd2c13e", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/osysoev/actions/runs/26495919356" }, { "r": "4.6.0", "os": "linux", "version": "1.0.0", "date": "2026-05-27T07:03:01.000Z", "distro": "noble", "commit": "55bcbb5dbbde11b585b20da435f31f5ecac57ce3", "fileid": "33c4842daefe5dbd0356137e5311a6e442adeafcb32e4705555f42e607736cf8", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/osysoev/actions/runs/26495919356" }, { "r": "4.5.3", "os": "mac", "version": "1.0.0", "date": "2026-05-27T07:02:30.000Z", "commit": "55bcbb5dbbde11b585b20da435f31f5ecac57ce3", "fileid": "1f8042a3ddb75a60ff9f3ada09735616460a148e78d2d568874c364c14786a99", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/osysoev/actions/runs/26495919356" }, { "r": "4.6.0", "os": "mac", "version": "1.0.0", "date": "2026-05-27T07:02:34.000Z", "commit": "55bcbb5dbbde11b585b20da435f31f5ecac57ce3", "fileid": "a097305be8ded06cac1659f893414245a14c0fef160b07f98dd46b1371a9c75f", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/osysoev/actions/runs/26495919356" }, { "r": "4.6.0", "os": "wasm", "version": "1.0.0", "date": "2026-05-27T07:02:19.000Z", "commit": "55bcbb5dbbde11b585b20da435f31f5ecac57ce3", "fileid": "ae2c7596481123b751590d488bf64b9e839a3723572ed3761538b0a10b33d312", "status": "success", "buildurl": "https://github.com/r-universe/osysoev/actions/runs/26495919356" }, { "r": "4.7.0", "os": "win", "version": "1.0.0", "date": "2026-05-27T07:01:18.000Z", "commit": "55bcbb5dbbde11b585b20da435f31f5ecac57ce3", "fileid": "5e796c4bed176762c9270d2ef72d82d7e0093777e97e6fb76199a14906361925", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/osysoev/actions/runs/26495919356" }, { "r": "4.5.3", "os": "win", "version": "1.0.0", "date": "2026-05-27T07:02:33.000Z", "commit": "55bcbb5dbbde11b585b20da435f31f5ecac57ce3", "fileid": "68da8fa6250c4eaaf146df07c351dd8e899325bf18978ce147cd1c853475e229", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/osysoev/actions/runs/26495919356" }, { "r": "4.6.0", "os": "win", "version": "1.0.0", "date": "2026-05-27T07:01:21.000Z", "commit": "55bcbb5dbbde11b585b20da435f31f5ecac57ce3", "fileid": "cb541e201232bf66c707e0808699b45c3104ce33c455d8a67937ab0a002f2378", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/osysoev/actions/runs/26495919356" } ] }