{ "_id": "6ab114d03d719c1f84086d1c", "Package": "rMIDAS2", "Title": "Multiple Imputation with 'MIDAS2' Denoising Autoencoders", "Version": "0.2.0", "Authors@R": "c(\nperson(\"Thomas\", \"Robinson\", email = \"t.robinson7@lse.ac.uk\",\nrole = c(\"aut\", \"cre\")),\nperson(\"Ranjit\", \"Lall\", email = \"ranjit.lall@politics.ox.ac.uk\",\nrole = \"aut\")\n)", "Description": "Fits 'MIDAS' denoising autoencoder models for multiple\nimputation of missing data, generates multiply-imputed\ndatasets, computes imputation means, and runs Rubin's rules\nregression analysis. Wraps the 'MIDAS2' 'Python' engine via a\nlocal 'FastAPI' server over 'HTTP', so no 'reticulate'\ndependency is needed at runtime. Methods are described in Lall\nand Robinson (2022) and Lall and\nRobinson (2023) .", "License": "MIT + file LICENSE", "URL": "https://github.com/MIDASverse/MIDAS2", "BugReports": "https://github.com/MIDASverse/MIDAS2/issues", "Encoding": "UTF-8", "SystemRequirements": "Python (>= 3.9) with the 'midasverse-midas-api'\npackage", "VignetteBuilder": "knitr", "Config/testthat/edition": "3", "Config/roxygen2/version": "8.0.0", "NeedsCompilation": "no", "Packaged": { "Date": "2026-09-21 11:24:15 UTC", "User": "root" }, "Author": "Thomas Robinson [aut, cre], Ranjit Lall [aut]", "Maintainer": "Thomas Robinson ", "Config/pak/sysreqs": "libssl-dev python3", "Repository": "https://tsrobinson.r-universe.dev", "Date/Publication": "2026-09-03 14:39:36 UTC", "RemoteUrl": "https://github.com/cran/rMIDAS2", "RemoteRef": "HEAD", "RemoteSha": "8db27f6f7e3fd544e4556d6a1dbd1e0dc27f7664", "_user": "tsrobinson", "_type": "src", "_file": "rMIDAS2_0.2.0.tar.gz", "_fileid": "https://r2.ropensci.org/fe0d28345a22b194f20466e41c789f5100319f9cc8ff878fabb43de3026768eb", "_filesize": 154952, "_sha256": "fe0d28345a22b194f20466e41c789f5100319f9cc8ff878fabb43de3026768eb", "_expires": "2026-12-30T11:28:14.000Z", "_created": "2026-09-21T11:24:15.000Z", "_published": "2026-09-21T11:28:16.363Z", "_jobs": [ { "job": 106314199890, "time": 117, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "10635782851" }, { "job": 106314199875, "time": 142, "config": "linux-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "10636157193" }, { "job": 106314199969, "time": 174, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "10635329025" }, { "job": 106314199940, "time": 187, "config": "macos-release-arm64", "r": "4.6.1", "check": "OK", "artifact": "10636212019" }, { "job": 106313442895, "time": 153, "config": "source", "r": "4.6.1", "check": "OK", "artifact": "10635736642" }, { "job": 106314199970, "time": 121, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "10636241656" }, { "job": 106314199999, "time": 99, "config": "windows-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "10636341150" }, { "job": 106314200027, "time": 74, "config": "windows-oldrel-x86_64", "r": "4.5.3", "check": "OK", "artifact": "10636051421" }, { "job": 106314199984, "time": 81, "config": "windows-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "10636051440" } ], "_host": "GitHub-Actions", "_buildurl": "https://github.com/r-universe/tsrobinson/actions/runs/35593624350", "_status": "success", "_upstream": "https://github.com/cran/rMIDAS2", "_commit": { "id": "8db27f6f7e3fd544e4556d6a1dbd1e0dc27f7664", "author": "Thomas Robinson ", "committer": "cran-robot ", "message": "version 0.2.0\n", "time": 1788446376 }, "_maintainer": { "name": "Thomas Robinson", "email": "t.robinson7@lse.ac.uk", "login": "tsrobinson", "twitter": "@nosnibor_mot", "description": "Assistant Professor @ London School of Economics.", "uuid": 39620643 }, "_distro": "resolute", "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 4.1.0", "role": "Depends" }, { "package": "curl", "role": "Imports" }, { "package": "httr2", "version": ">= 1.0.0", "role": "Imports" }, { "package": "processx", "version": ">= 3.8.0", "role": "Imports" }, { "package": "rlang", "version": ">= 1.1.0", "role": "Imports" }, { "package": "arrow", "role": "Suggests" }, { "package": "jsonlite", "role": "Suggests" }, { "package": "reticulate", "role": "Suggests" }, { "package": "testthat", "version": ">= 3.0.0", "role": "Suggests" }, { "package": "knitr", "role": "Suggests" }, { "package": "rmarkdown", "role": "Suggests" } ], "_owner": "cran", "_selfowned": true, "_usedby": 0, "_updates": [ { "week": "2026-11", "n": 1 }, { "week": "2026-36", "n": 1 } ], "_tags": [ { "name": "0.1.1", "date": "2026-03-12" }, { "name": "0.2.0", "date": "2026-09-03" } ], "_stars": 0, "_contributors": [ { "user": "tsrobinson", "count": 2, "uuid": 39620643 } ], "_userbio": { "uuid": 39620643, "type": "user", "name": "Thomas Robinson", "followers": 104, "description": "Assistant Professor @ London School of Economics." }, "_downloads": { "count": 296, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/rMIDAS2" }, "_devurl": "https://github.com/midasverse/midas2", "_searchresults": 5, "_rbuild": "4.6.1", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/manual.pdf", "extra/NEWS.html", "extra/NEWS.txt", "extra/rMIDAS2.html", "LICENSE" ], "_realowner": "tsrobinson", "_cranurl": false, "_releases": [ { "version": "0.1.1", "date": "2026-03-12" }, { "version": "0.2.0", "date": "2026-09-08" } ], "_exports": [ "combine", "ensure_server", "imp_mean", "install_backend", "midas", "midas_fit", "midas_transform", "overimpute", "start_server", "stop_server", "uninstall_backend", "update_backend" ], "_help": [ { "page": "combine", "title": "Combine results using Rubin's rules", "topics": [ "combine" ] }, { "page": "ensure_server", "title": "Ensure the server is running", "topics": [ "ensure_server" ] }, { "page": "imp_mean", "title": "Compute mean imputation", "topics": [ "imp_mean" ] }, { "page": "install_backend", "title": "Install the MIDAS2 Python backend", "topics": [ "install_backend" ] }, { "page": "midas", "title": "Multiple imputation (all-in-one)", "topics": [ "midas" ] }, { "page": "midas_fit", "title": "Fit a MIDAS model", "topics": [ "midas_fit" ] }, { "page": "midas_transform", "title": "Generate multiple imputations", "topics": [ "midas_transform" ] }, { "page": "overimpute", "title": "Overimputation diagnostic", "topics": [ "overimpute" ] }, { "page": "start_server", "title": "Start the MIDAS2 API server", "topics": [ "start_server" ] }, { "page": "stop_server", "title": "Stop the MIDAS2 API server", "topics": [ "stop_server" ] }, { "page": "uninstall_backend", "title": "Uninstall the MIDAS2 Python backend", "topics": [ "uninstall_backend" ] }, { "page": "update_backend", "title": "Update the MIDAS2 Python backend", "topics": [ "update_backend" ] } ], "_rundeps": [ "askpass", "cli", "curl", "glue", "httr2", "lifecycle", "magrittr", "openssl", "processx", "ps", "R6", "rlang", "sys", "vctrs", "withr" ], "_vignettes": [ { "source": "getting-started.Rmd", "filename": "getting-started.html", "title": "Getting Started with rMIDAS2", "engine": "knitr::rmarkdown", "headings": [ "Overview", "1. A small executable example", "2. Install the Python backend", "3. Create data with missing values", "4. Fit and impute (all-in-one)", "5. Step-by-step workflow", "6. Mean imputation", "7. Rubin's rules regression", "8. Overimputation diagnostic", "9. Stopping the server" ], "created": "2026-03-12 08:30:08", "modified": "2026-03-12 08:30:08", "commits": 1 }, { "source": "migrating-from-rMIDAS.Rmd", "filename": "migrating-from-rMIDAS.html", "title": "Migrating from rMIDAS to rMIDAS2", "engine": "knitr::rmarkdown", "headings": [ "Why rMIDAS2?", "Installation", "Side-by-side comparison", "1. Setup", "2. Data preparation", "3. Training", "4. Generating imputations", "5. Rubin's rules regression", "6. Overimputation diagnostic", "7. Mean imputation (new in rMIDAS2)", "8. Cleanup", "Complete migration example", "rMIDAS (old)", "rMIDAS2 (new)", "Quick-reference cheat sheet" ], "created": "2026-09-03 14:39:36", "modified": "2026-09-03 14:39:36", "commits": 1 } ], "_score": 2.6020599913279625, "_indexed": true, "_nocasepkg": "rmidas2", "_universes": [ "tsrobinson", "midasverse" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.2.0", "date": "2026-09-21T11:26:17.000Z", "distro": "resolute", "commit": "8db27f6f7e3fd544e4556d6a1dbd1e0dc27f7664", "fileid": "https://r2.ropensci.org/f636d5204964eb0af99560d0abbd5f0009e4ee4d0e5df11f52a2b6e4207cbaaa", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/tsrobinson/actions/runs/35593624350" }, { "r": "4.6.1", "os": "linux", "version": "0.2.0", "date": "2026-09-21T11:26:35.000Z", "distro": "resolute", "commit": "8db27f6f7e3fd544e4556d6a1dbd1e0dc27f7664", "fileid": "https://r2.ropensci.org/56de67e5a427b8dc08ae903f48469dca3015545d7920ed2af44eff71cb1c2593", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/tsrobinson/actions/runs/35593624350" }, { "r": "4.5.3", "os": "mac", "version": "0.2.0", "date": "2026-09-21T11:27:00.000Z", "commit": "8db27f6f7e3fd544e4556d6a1dbd1e0dc27f7664", "fileid": "https://r2.ropensci.org/268d54954caac61d1adbb2426f806076cb471dce845742f3498a810b3a6cfcfe", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/tsrobinson/actions/runs/35593624350" }, { "r": "4.6.1", "os": "mac", "version": "0.2.0", "date": "2026-09-21T11:26:52.000Z", "commit": "8db27f6f7e3fd544e4556d6a1dbd1e0dc27f7664", "fileid": "https://r2.ropensci.org/651701e91b67d1822fa6fa474f00bfb284d2dc9444854628a249d60217f81afa", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/tsrobinson/actions/runs/35593624350" }, { "r": "4.6.0", "os": "wasm", "version": "0.2.0", "date": "2026-09-21T11:26:31.000Z", "commit": "8db27f6f7e3fd544e4556d6a1dbd1e0dc27f7664", "fileid": "https://r2.ropensci.org/c5c99549cd592f7d67fdc19bc4ff4103426401253b2a2741b70bf8c2804c14a2", "status": "success", "buildurl": "https://github.com/r-universe/tsrobinson/actions/runs/35593624350" }, { "r": "4.7.0", "os": "win", "version": "0.2.0", "date": "2026-09-21T11:25:48.000Z", "commit": "8db27f6f7e3fd544e4556d6a1dbd1e0dc27f7664", "fileid": "https://r2.ropensci.org/f1afd4d1298b8fbbacbd31207cbef0a5cda234062d27273256844f7d241968d9", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/tsrobinson/actions/runs/35593624350" }, { "r": "4.5.3", "os": "win", "version": "0.2.0", "date": "2026-09-21T11:25:27.000Z", "commit": "8db27f6f7e3fd544e4556d6a1dbd1e0dc27f7664", "fileid": "https://r2.ropensci.org/16c3f6013e8db672292c0855d32ac13c25b95dd41b2b316f35a9c9ec9757e3f9", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/tsrobinson/actions/runs/35593624350" }, { "r": "4.6.1", "os": "win", "version": "0.2.0", "date": "2026-09-21T11:25:28.000Z", "commit": "8db27f6f7e3fd544e4556d6a1dbd1e0dc27f7664", "fileid": "https://r2.ropensci.org/3a4548c54cb0cc06539d9b018fc5eb7a07fb54f976018c1489b49e18799d59dc", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/tsrobinson/actions/runs/35593624350" } ] }