{
  "_id": "6a102558acfb0bcc41c8ea73",
  "Package": "missPLS",
  "Type": "Package",
  "Title": "Methods and Reproducible Workflows for Partial Least Squares\nwith Missing Data",
  "Version": "0.2.0",
  "Date": "2026-04-07",
  "Authors@R": "c(\nperson(\"Titin Agustin\", \"Nengsih\", role = \"aut\"),\nperson(\"Frederic\", \"Bertrand\", role = c(\"aut\", \"cre\"), email = \"frederic.bertrand@lecnam.net\"),\nperson(\"Myriam\", \"Maumy-Bertrand\", role = \"aut\"))",
  "Author": "Titin Agustin Nengsih [aut], Frederic Bertrand [aut, cre],\nMyriam Maumy-Bertrand [aut]",
  "Maintainer": "Frederic Bertrand <frederic.bertrand@lecnam.net>",
  "Description": "Methods-first tooling for reproducing and extending the\npartial least squares regression studies on incomplete data\ndescribed in Nengsih et al. (2019)\n<doi:10.1515/sagmb-2018-0059>. The package provides simulation\nhelpers, missingness generators, imputation wrappers,\ncomponent-selection utilities, real-data diagnostics, and\nreproducible study orchestration for Nonlinear Iterative\nPartial Least Squares (NIPALS)-Partial Least Squares (PLS)\nworkflows.",
  "License": "GPL-3",
  "Encoding": "UTF-8",
  "LazyData": "true",
  "VignetteBuilder": "knitr",
  "Config/testthat/edition": "3",
  "Roxygen": "list(markdown = TRUE)",
  "RoxygenNote": "7.3.3",
  "URL": "https://fbertran.github.io/missPLS/,\nhttps://github.com/fbertran/missPLS",
  "BugReports": "https://github.com/fbertran/missPLS/issues",
  "Config/pak/sysreqs": "cmake libglpk-dev make libicu-dev libxml2-dev\nlibx11-dev zlib1g-dev",
  "Repository": "https://fbertran.r-universe.dev",
  "Date/Publication": "2026-04-11 00:12:44 UTC",
  "RemoteUrl": "https://github.com/fbertran/misspls",
  "RemoteRef": "HEAD",
  "RemoteSha": "abea2f35e91b69a2a355512c468345a6f6afe130",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-05-13 09:38:20 UTC",
    "User": "root"
  },
  "MD5sum": "f73f6b7117bc3ab03319409418bc4d22",
  "_user": "fbertran",
  "_type": "src",
  "_file": "missPLS_0.2.0.tar.gz",
  "_fileid": "93149f9b396d98077c12973520f2ed866b5f200bb8619f803090a170684151e1",
  "_filesize": 357534,
  "_sha256": "93149f9b396d98077c12973520f2ed866b5f200bb8619f803090a170684151e1",
  "_created": "2026-05-13T09:38:20.000Z",
  "_published": "2026-05-22T09:43:52.083Z",
  "_distro": "noble",
  "_jobs": [
    {
      "job": 77354964514,
      "time": 163,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "6966670499"
    },
    {
      "job": 77354964586,
      "time": 178,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "6966678710"
    },
    {
      "job": 77354964779,
      "time": 124,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "6966656302"
    },
    {
      "job": 77354964090,
      "time": 128,
      "config": "macos-release-arm64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "6966658681"
    },
    {
      "job": 77354964281,
      "time": 241,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "6966611105"
    },
    {
      "job": 77354963845,
      "time": 156,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7157545206"
    },
    {
      "job": 77354964592,
      "time": 110,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "6966651990"
    },
    {
      "job": 77354964937,
      "time": 111,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "6966652320"
    },
    {
      "job": 77354964675,
      "time": 105,
      "config": "windows-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "6966650021"
    }
  ],
  "_buildurl": "https://github.com/r-universe/fbertran/actions/runs/25790811606",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/fbertran/misspls",
  "_commit": {
    "id": "abea2f35e91b69a2a355512c468345a6f6afe130",
    "author": "Frederic Bertrand <frederic.bertrand@lecnam.net>",
    "committer": "Frederic Bertrand <frederic.bertrand@lecnam.net>",
    "message": "Updated description\n",
    "time": 1775866364
  },
  "_maintainer": {
    "name": "Frederic Bertrand",
    "email": "frederic.bertrand@lecnam.net",
    "login": "fbertran",
    "twitter": "@BertrandFrdric2",
    "uuid": 6714333
  },
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 4.1.0",
      "role": "Depends"
    },
    {
      "package": "mice",
      "role": "Imports"
    },
    {
      "package": "plsRglm",
      "role": "Imports"
    },
    {
      "package": "stats",
      "role": "Imports"
    },
    {
      "package": "utils",
      "role": "Imports"
    },
    {
      "package": "VIM",
      "role": "Imports"
    },
    {
      "package": "bcv",
      "role": "Suggests"
    },
    {
      "package": "knitr",
      "role": "Suggests"
    },
    {
      "package": "mlbench",
      "role": "Suggests"
    },
    {
      "package": "plsdof",
      "role": "Suggests"
    },
    {
      "package": "rmarkdown",
      "role": "Suggests"
    },
    {
      "package": "testthat",
      "version": ">= 3.0.0",
      "role": "Suggests"
    }
  ],
  "_owner": "fbertran",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [
    {
      "week": "2025-47",
      "n": 3
    },
    {
      "week": "2026-15",
      "n": 9
    }
  ],
  "_tags": [],
  "_stars": 1,
  "_contributors": [
    {
      "user": "fbertran",
      "count": 13,
      "uuid": 6714333
    }
  ],
  "_userbio": {
    "uuid": 6714333,
    "type": "user",
    "name": "Frederic Bertrand",
    "description": "Full professor in statistical modelling and data science at the CNAM Paris, France"
  },
  "_downloads": {
    "count": 513,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/missPLS"
  },
  "_devurl": "https://github.com/fbertran/misspls",
  "_pkgdown": "https://fbertran.github.io/missPLS/",
  "_searchresults": 8,
  "_rbuild": "4.6.0",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/missPLS.html",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md",
    "manual.pdf"
  ],
  "_homeurl": "https://github.com/fbertran/misspls",
  "_realowner": "fbertran",
  "_cranurl": true,
  "_releases": [
    {
      "version": "0.2.0",
      "date": "2026-04-13"
    },
    {
      "version": "0.2.1",
      "date": "2026-04-30"
    }
  ],
  "_exports": [
    "add_missingness",
    "diagnose_real_data",
    "impute_pls_data",
    "run_real_data_study",
    "run_simulation_study",
    "select_ncomp",
    "simulate_pls_data",
    "summarize_simulation_study"
  ],
  "_datasets": [
    {
      "name": "bromhexine",
      "title": "Bromhexine dataset",
      "object": "bromhexine",
      "class": [
        "misspls_dataset"
      ],
      "fields": [],
      "table": false,
      "tojson": false
    },
    {
      "name": "octane",
      "title": "Octane dataset",
      "object": "octane",
      "class": [
        "misspls_dataset"
      ],
      "fields": [],
      "table": false,
      "tojson": false
    },
    {
      "name": "ozone_complete",
      "title": "Complete-case ozone dataset",
      "object": "ozone_complete",
      "class": [
        "misspls_dataset"
      ],
      "fields": [],
      "table": false,
      "tojson": false
    },
    {
      "name": "tetracycline",
      "title": "Tetracycline dataset",
      "object": "tetracycline",
      "class": [
        "misspls_dataset"
      ],
      "fields": [],
      "table": false,
      "tojson": false
    }
  ],
  "_help": [
    {
      "page": "add_missingness",
      "title": "Add missing values to a predictor matrix",
      "topics": [
        "add_missingness"
      ]
    },
    {
      "page": "bromhexine",
      "title": "Bromhexine dataset",
      "topics": [
        "bromhexine"
      ]
    },
    {
      "page": "diagnose_real_data",
      "title": "Diagnose a real dataset",
      "topics": [
        "diagnose_real_data"
      ]
    },
    {
      "page": "impute_pls_data",
      "title": "Impute a predictor matrix",
      "topics": [
        "impute_pls_data"
      ]
    },
    {
      "page": "octane",
      "title": "Octane dataset",
      "topics": [
        "octane"
      ]
    },
    {
      "page": "ozone_complete",
      "title": "Complete-case ozone dataset",
      "topics": [
        "ozone_complete"
      ]
    },
    {
      "page": "run_real_data_study",
      "title": "Run a real-data study",
      "topics": [
        "run_real_data_study"
      ]
    },
    {
      "page": "run_simulation_study",
      "title": "Run a simulation study",
      "topics": [
        "run_simulation_study"
      ]
    },
    {
      "page": "select_ncomp",
      "title": "Select the number of PLS components",
      "topics": [
        "select_ncomp"
      ]
    },
    {
      "page": "simulate_pls_data",
      "title": "Simulate PLS data",
      "topics": [
        "simulate_pls_data"
      ]
    },
    {
      "page": "summarize_simulation_study",
      "title": "Summarize simulation or real-data study results",
      "topics": [
        "summarize_simulation_study"
      ]
    },
    {
      "page": "tetracycline",
      "title": "Tetracycline dataset",
      "topics": [
        "tetracycline"
      ]
    }
  ],
  "_readme": "https://github.com/fbertran/misspls/raw/HEAD/README.md",
  "_rundeps": [
    "abind",
    "backports",
    "bbotk",
    "bipartite",
    "bit",
    "bit64",
    "boot",
    "broom",
    "car",
    "carData",
    "checkmate",
    "class",
    "cli",
    "clipr",
    "cluster",
    "coda",
    "codetools",
    "colorspace",
    "corpcor",
    "cowplot",
    "cpp11",
    "crayon",
    "data.table",
    "DEoptimR",
    "Deriv",
    "digest",
    "doBy",
    "dotCall64",
    "dplyr",
    "e1071",
    "evaluate",
    "farver",
    "fields",
    "forcats",
    "foreach",
    "forecast",
    "Formula",
    "fracdiff",
    "future",
    "future.apply",
    "generics",
    "ggplot2",
    "glmnet",
    "globals",
    "glue",
    "gtable",
    "haven",
    "hms",
    "igraph",
    "isoband",
    "iterators",
    "jomo",
    "jsonlite",
    "labeling",
    "laeken",
    "lattice",
    "lgr",
    "lifecycle",
    "listenv",
    "lme4",
    "lmtest",
    "magrittr",
    "maps",
    "MASS",
    "Matrix",
    "MatrixModels",
    "mgcv",
    "mice",
    "microbenchmark",
    "minqa",
    "mirai",
    "mitml",
    "mlbench",
    "mlr3",
    "mlr3learners",
    "mlr3measures",
    "mlr3misc",
    "mlr3pipelines",
    "mlr3tuning",
    "modelr",
    "mvtnorm",
    "nanonext",
    "network",
    "nlme",
    "nloptr",
    "nnet",
    "numDeriv",
    "ordinal",
    "palmerpenguins",
    "pan",
    "paradox",
    "parallelly",
    "pbkrtest",
    "permute",
    "pillar",
    "pkgconfig",
    "plsRglm",
    "prettyunits",
    "progress",
    "proxy",
    "PRROC",
    "purrr",
    "quantreg",
    "R6",
    "ranger",
    "rbibutils",
    "RColorBrewer",
    "Rcpp",
    "RcppArmadillo",
    "RcppEigen",
    "Rdpack",
    "readr",
    "reformulas",
    "rlang",
    "robustbase",
    "rpart",
    "S7",
    "scales",
    "shape",
    "sna",
    "sp",
    "spam",
    "SparseM",
    "statnet.common",
    "stringi",
    "stringr",
    "survival",
    "tibble",
    "tidyr",
    "tidyselect",
    "timeDate",
    "tzdb",
    "ucminf",
    "urca",
    "utf8",
    "uuid",
    "vcd",
    "vctrs",
    "vegan",
    "VIM",
    "viridisLite",
    "vroom",
    "withr",
    "xgboost",
    "zoo"
  ],
  "_vignettes": [
    {
      "source": "missPLS.Rmd",
      "filename": "missPLS.html",
      "title": "missPLS",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Simulate a dataset",
        "Add missingness and select components",
        "Impute and re-fit",
        "Real-data diagnostics",
        "Study runners"
      ],
      "created": "2026-04-07 21:59:11",
      "modified": "2026-04-07 21:59:11",
      "commits": 1
    }
  ],
  "_score": 4,
  "_indexed": true,
  "_nocasepkg": "misspls",
  "_universes": [
    "fbertran"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.2.0",
      "date": "2026-05-13T09:40:47.000Z",
      "distro": "noble",
      "commit": "abea2f35e91b69a2a355512c468345a6f6afe130",
      "fileid": "4dc566c0cff5997684d97510d31767ef9688e8d66440d179ec9219e35eb638ea",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/fbertran/actions/runs/25790811606"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "0.2.0",
      "date": "2026-05-13T09:41:08.000Z",
      "distro": "noble",
      "commit": "abea2f35e91b69a2a355512c468345a6f6afe130",
      "fileid": "30371e70ce8b4cf2c7ae65f9f906393f808b6d0789cb38f14602e3e0c6e1165d",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/fbertran/actions/runs/25790811606"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "0.2.0",
      "date": "2026-05-13T09:40:13.000Z",
      "commit": "abea2f35e91b69a2a355512c468345a6f6afe130",
      "fileid": "ac985289acf1a85074ee9d4fcd169291a92c675527a61b064108cee41b2f1ec4",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/fbertran/actions/runs/25790811606"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "0.2.0",
      "date": "2026-05-13T09:40:16.000Z",
      "commit": "abea2f35e91b69a2a355512c468345a6f6afe130",
      "fileid": "3b5a20bdeac1ae67a3a1d0f2f4134d34a4338492042fd93806e1b1a8163cd140",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/fbertran/actions/runs/25790811606"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "0.2.0",
      "date": "2026-05-13T09:39:46.000Z",
      "commit": "abea2f35e91b69a2a355512c468345a6f6afe130",
      "fileid": "fda85e5010aa90c0f5577d3e1b19c4d44e3db6605778ce3b4aac631993b17c6b",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/fbertran/actions/runs/25790811606"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "0.2.0",
      "date": "2026-05-13T09:39:47.000Z",
      "commit": "abea2f35e91b69a2a355512c468345a6f6afe130",
      "fileid": "4ca0a47f87d65898629a92048e6b83269124056eb29a957037a8ee194cdedce4",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/fbertran/actions/runs/25790811606"
    },
    {
      "r": "4.6.0",
      "os": "win",
      "version": "0.2.0",
      "date": "2026-05-13T09:39:42.000Z",
      "commit": "abea2f35e91b69a2a355512c468345a6f6afe130",
      "fileid": "bee8968e14276e8dcdb37b502e4cd16631f6e0e78b9653e73ff632a0b3a3becd",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/fbertran/actions/runs/25790811606"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "0.2.0",
      "date": "2026-05-22T09:43:36.000Z",
      "commit": "abea2f35e91b69a2a355512c468345a6f6afe130",
      "fileid": "7138188d5629e4bbf958360715c3269f1a3acd186d95a5df89334bd23e0e81ba",
      "status": "success",
      "buildurl": "https://github.com/r-universe/fbertran/actions/runs/25790811606"
    }
  ]
}