{
  "_id": "6ab5a79fc18b73ce90b50891",
  "Package": "Modeler",
  "Version": "3.4.11",
  "Date": "2026-09-24",
  "Title": "Classes and Methods for Training and Using Binary Prediction\nModels",
  "Authors@R": "person(given = c(\"Kevin\", \"R.\"),\nfamily = \"Coombes\",\nrole = c(\"aut\", \"cre\"),\nemail = \"krc@silicovore.com\")",
  "Description": "Defines classes and methods to learn models and use them\nto predict binary outcomes.  These are generic tools, but we\nalso include specific examples for many common classifiers.",
  "License": "Apache License (== 2.0)",
  "LazyLoad": "yes",
  "biocViews": "Microarray, Clustering",
  "URL": "http://silicovore.com/OOMPA/classpred.html",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-09-24 22:40:41 UTC",
    "User": "root"
  },
  "Author": "Kevin R. Coombes [aut, cre]",
  "Maintainer": "Kevin R. Coombes <krc@silicovore.com>",
  "Repository": "https://cran.r-universe.dev",
  "Date/Publication": "2026-09-24 20:30:08 UTC",
  "RemoteUrl": "https://github.com/cran/Modeler",
  "RemoteRef": "HEAD",
  "RemoteSha": "3c888ceacb154ba839a2f41e70b43bf7ab08797b",
  "_user": "cran",
  "_type": "src",
  "_file": "Modeler_3.4.11.tar.gz",
  "_fileid": "https://r2.ropensci.org/2af40b9c0504b41cd58e43d479109388f05797da98239245f0c28611986441d8",
  "_filesize": 1407739,
  "_sha256": "2af40b9c0504b41cd58e43d479109388f05797da98239245f0c28611986441d8",
  "_expires": "2027-01-02T22:43:41.000Z",
  "_created": "2026-09-24T22:40:41.000Z",
  "_published": "2026-09-24T22:43:43.169Z",
  "_jobs": [
    {
      "job": 107864659019,
      "time": 120,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "10836768998"
    },
    {
      "job": 107864658872,
      "time": 144,
      "config": "linux-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "10836689314"
    },
    {
      "job": 107863622588,
      "time": 215,
      "config": "source",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "10837063217"
    },
    {
      "job": 107864658920,
      "time": 101,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "10836763922"
    },
    {
      "job": 107864658905,
      "time": 81,
      "config": "windows-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "10837785186"
    },
    {
      "job": 107864658924,
      "time": 100,
      "config": "windows-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "10836779058"
    }
  ],
  "_host": "GitHub-Actions",
  "_buildurl": "https://github.com/r-universe/cran/actions/runs/36068440190",
  "_status": "success",
  "_upstream": "https://github.com/cran/Modeler",
  "_commit": {
    "id": "3c888ceacb154ba839a2f41e70b43bf7ab08797b",
    "author": "Kevin R. Coombes <krc@silicovore.com>",
    "committer": "cran-robot <csardi.gabor+cran@gmail.com>",
    "message": "version 3.4.11\n",
    "time": 1790281808
  },
  "_maintainer": {
    "name": "Kevin R. Coombes",
    "email": "krc@silicovore.com"
  },
  "_distro": "resolute",
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 4.4",
      "role": "Depends"
    },
    {
      "package": "ClassDiscovery",
      "role": "Depends"
    },
    {
      "package": "ClassComparison",
      "role": "Depends"
    },
    {
      "package": "oompaBase",
      "role": "Depends"
    },
    {
      "package": "methods",
      "role": "Imports"
    },
    {
      "package": "stats",
      "role": "Imports"
    },
    {
      "package": "class",
      "role": "Imports"
    },
    {
      "package": "rpart",
      "role": "Imports"
    },
    {
      "package": "TailRank",
      "role": "Imports"
    },
    {
      "package": "e1071",
      "role": "Imports"
    },
    {
      "package": "randomForest",
      "role": "Imports"
    },
    {
      "package": "nnet",
      "role": "Imports"
    },
    {
      "package": "neuralnet",
      "role": "Imports"
    },
    {
      "package": "Biobase",
      "role": "Suggests"
    }
  ],
  "_owner": "cran",
  "_selfowned": false,
  "_usedby": 1,
  "_updates": [
    {
      "week": "2026-34",
      "n": 1
    },
    {
      "week": "2026-39",
      "n": 1
    }
  ],
  "_tags": [
    {
      "name": "3.4.10",
      "date": "2026-08-21"
    },
    {
      "name": "3.4.11",
      "date": "2026-09-24"
    }
  ],
  "_topics": [
    "microarray",
    "clustering"
  ],
  "_stars": 0,
  "_userbio": {
    "uuid": 6899542,
    "type": "organization",
    "name": "cran",
    "followers": 630,
    "description": "Unofficial read-only mirror of all CRAN R packages"
  },
  "_downloads": {
    "count": 833,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/Modeler"
  },
  "_mentions": 310,
  "_searchresults": 13,
  "_rbuild": "4.6.1",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/manual.pdf",
    "extra/Modeler.html",
    "extra/NEWS.html",
    "extra/NEWS.txt"
  ],
  "_realowner": "cran",
  "_cranurl": false,
  "_releases": [
    {
      "version": "3.4.2",
      "date": "2017-07-13"
    },
    {
      "version": "3.4.3",
      "date": "2018-05-18"
    },
    {
      "version": "3.4.4",
      "date": "2019-04-23"
    },
    {
      "version": "3.4.5",
      "date": "2019-05-06"
    },
    {
      "version": "3.4.7",
      "date": "2025-01-08"
    },
    {
      "version": "3.4.8",
      "date": "2025-04-07"
    },
    {
      "version": "3.4.9",
      "date": "2025-05-27"
    },
    {
      "version": "3.4.10",
      "date": "2026-08-21"
    },
    {
      "version": "3.4.11",
      "date": "2026-09-24"
    }
  ],
  "_exports": [
    "filterIQR",
    "filterMax",
    "filterMean",
    "filterMedian",
    "filterMin",
    "filterRange",
    "filterSD",
    "FittedModel",
    "fsChisquared",
    "fsEntropy",
    "fsFisherRandomForest",
    "fsMedSplitOddsRatio",
    "fsModifiedFisher",
    "fsPearson",
    "fsSpearman",
    "fsTailRank",
    "fsTtest",
    "keepAll",
    "learn",
    "learnCCP",
    "learnKNN",
    "learnLR",
    "learnNNET",
    "learnNNET2",
    "learnPCALR",
    "learnRF",
    "learnRPART",
    "learnSelectedLR",
    "learnSVM",
    "learnTailRank",
    "Modeler",
    "modeler3NN",
    "modeler5NN",
    "modelerCCP",
    "modelerLR",
    "modelerNNET",
    "modelerNNET2",
    "modelerPCALR",
    "modelerRF",
    "modelerRPART",
    "modelerSelectedLR",
    "modelerSVM",
    "modelerTailRank",
    "predict",
    "predictCCP",
    "predictKNN",
    "predictLR",
    "predictNNET",
    "predictNNET2",
    "predictPCALR",
    "predictRF",
    "predictRPART",
    "predictSelectedLR",
    "predictSVM",
    "predictTailRank"
  ],
  "_help": [
    {
      "page": "filters",
      "title": "Feature Filtering",
      "topics": [
        "filterIQR",
        "filterMax",
        "filterMean",
        "filterMedian",
        "filterMin",
        "filterRange",
        "filterSD"
      ]
    },
    {
      "page": "pruners",
      "title": "Feature Selection",
      "topics": [
        "fsChisquared",
        "fsEntropy",
        "fsFisherRandomForest",
        "fsMedSplitOddsRatio",
        "fsModifiedFisher",
        "fsPearson",
        "fsSpearman",
        "fsTailRank",
        "fsTtest",
        "keepAll"
      ]
    },
    {
      "page": "FittedModel",
      "title": "Creating FittedModel objects",
      "topics": [
        "FittedModel"
      ]
    },
    {
      "page": "FittedModel-class",
      "title": "Class \"FittedModel\"",
      "topics": [
        "FittedModel-class",
        "predict,FittedModel-method"
      ]
    },
    {
      "page": "learn",
      "title": "Learning models from data",
      "topics": [
        "learn"
      ]
    },
    {
      "page": "learnCCP",
      "title": "Fit models and make predictions with a PCA-LR classifier",
      "topics": [
        "learnCCP",
        "modelerCCP",
        "predictCCP"
      ]
    },
    {
      "page": "learnKNN",
      "title": "Fit models and make predictions with a KNN classifier",
      "topics": [
        "learnKNN",
        "modeler3NN",
        "modeler5NN",
        "predictKNN"
      ]
    },
    {
      "page": "learnLR",
      "title": "Fit models and make predictions with a logistic regression classifier",
      "topics": [
        "learnLR",
        "modelerLR",
        "predictLR"
      ]
    },
    {
      "page": "learnNNET",
      "title": "Fit models and make predictions with a PCA-LR classifier",
      "topics": [
        "learnNNET",
        "modelerNNET",
        "predictNNET"
      ]
    },
    {
      "page": "learnNNET2",
      "title": "Fit models and make predictions with a multi-level neural network classifier",
      "topics": [
        "learnNNET2",
        "modelerNNET2",
        "predictNNET2"
      ]
    },
    {
      "page": "learnPCALR",
      "title": "Fit models and make predictions with a PCA-LR classifier",
      "topics": [
        "learnPCALR",
        "modelerPCALR",
        "predictPCALR"
      ]
    },
    {
      "page": "learnRF",
      "title": "Fit models and make predictions with a PCA-LR classifier",
      "topics": [
        "learnRF",
        "modelerRF",
        "predictRF"
      ]
    },
    {
      "page": "learnRPART",
      "title": "Fit models and make predictions with a PCA-LR classifier",
      "topics": [
        "learnRPART",
        "modelerRPART",
        "predictRPART"
      ]
    },
    {
      "page": "learnSelectedLR",
      "title": "Fit models and make predictions with a PCA-LR classifier",
      "topics": [
        "learnSelectedLR",
        "modelerSelectedLR",
        "predictSelectedLR"
      ]
    },
    {
      "page": "learnSVN",
      "title": "Fit models and make predictions with a PCA-LR classifier",
      "topics": [
        "learnSVM",
        "modelerSVM",
        "predictSVM"
      ]
    },
    {
      "page": "learnTailRank",
      "title": "Fit models and make predictions with a PCA-LR classifier",
      "topics": [
        "learnTailRank",
        "modelerTailRank",
        "predictTailRank"
      ]
    },
    {
      "page": "Modeler",
      "title": "Constructor for \"Modeler\" objects",
      "topics": [
        "Modeler"
      ]
    },
    {
      "page": "Modeler-class",
      "title": "Class \"Modeler\"",
      "topics": [
        "Modeler-class"
      ]
    }
  ],
  "_rundeps": [
    "Biobase",
    "BiocGenerics",
    "class",
    "ClassComparison",
    "ClassDiscovery",
    "cluster",
    "Deriv",
    "e1071",
    "generics",
    "MASS",
    "mclust",
    "neuralnet",
    "nnet",
    "oompaBase",
    "oompaData",
    "proxy",
    "randomForest",
    "Rcpp",
    "rpart",
    "TailRank"
  ],
  "_vignettes": [
    {
      "source": "Modeler.Rnw",
      "filename": "Modeler.pdf",
      "title": "Modeler",
      "engine": "utils::Sweave",
      "headings": [
        "Introduction",
        "Simulated DataSet",
        "Feature Selection",
        "Fitting Models and Making Predictions"
      ],
      "created": "2017-07-13 14:37:04",
      "modified": "2017-07-13 14:37:04",
      "commits": 1
    }
  ],
  "_score": 3.8920946026904804,
  "_indexed": true,
  "_nocasepkg": "modeler",
  "_universes": [
    "cran"
  ],
  "_previous": "3.4.10",
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "3.4.11",
      "date": "2026-09-24T22:42:39.000Z",
      "distro": "resolute",
      "commit": "3c888ceacb154ba839a2f41e70b43bf7ab08797b",
      "fileid": "https://r2.ropensci.org/4429b93a3e3af8b9db3d619c2a6815e23171e1dceba1b8e54edabeb4e1e773ec",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/36068440190"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "3.4.11",
      "date": "2026-09-24T22:42:55.000Z",
      "distro": "resolute",
      "commit": "3c888ceacb154ba839a2f41e70b43bf7ab08797b",
      "fileid": "https://r2.ropensci.org/2f5117049b928a3f8fccfdd3417f72ec8cbcf93d9c16d2198dd4fa33d1e4e033",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/36068440190"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "3.4.11",
      "date": "2026-09-24T22:42:39.000Z",
      "commit": "3c888ceacb154ba839a2f41e70b43bf7ab08797b",
      "fileid": "https://r2.ropensci.org/9b143a719003f15190d62b4c5bf988c71c23fa0465162be5907f9c5d5c769b66",
      "status": "success",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/36068440190"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "3.4.11",
      "date": "2026-09-24T22:41:48.000Z",
      "commit": "3c888ceacb154ba839a2f41e70b43bf7ab08797b",
      "fileid": "https://r2.ropensci.org/7bb3ac1592735ddfd55e87480bc3b9ec081295d5de41ae5612cea3e4246142be",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/36068440190"
    },
    {
      "r": "4.6.1",
      "os": "win",
      "version": "3.4.11",
      "date": "2026-09-24T22:42:00.000Z",
      "commit": "3c888ceacb154ba839a2f41e70b43bf7ab08797b",
      "fileid": "https://r2.ropensci.org/24d86918c3b06c77b61aa0bd98c1ba63770050deebb443833f521c79197b9816",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/36068440190"
    }
  ]
}