{
  "_id": "6ad80d450d12c08e591b961d",
  "Package": "Kira",
  "Type": "Package",
  "Title": "Machine Learning",
  "Version": "1.1.0",
  "Date": "2026-10-20",
  "Authors@R": "c(person(given = c(\"Paulo Cesar\"), family = \"Ossani\", \nemail = \"ossanipc@hotmail.com\",\nrole = c(\"aut\", \"cre\"),\ncomment = c(ORCID = \"0000-0002-6617-8085\")))",
  "Description": "Machine learning, containing several algorithms for\nsupervised and unsupervised classification, in addition to a\nfunction that plots the Receiver Operating Characteristic (ROC)\nand Precision-Recall (PRC) curve graphs, and also a function\nthat returns several metrics used for model evaluation, the\nlatter can be used in ranking results from other packs.",
  "License": "GPL-3",
  "Encoding": "UTF-8",
  "NeedsCompilation": "yes",
  "Author": "Paulo Cesar Ossani [aut, cre] (ORCID:\n<https://orcid.org/0000-0002-6617-8085>)",
  "Maintainer": "Paulo Cesar Ossani <ossanipc@hotmail.com>",
  "Packaged": {
    "Date": "2026-10-21 00:49:53 UTC",
    "User": "root"
  },
  "Repository": "https://cran.r-universe.dev",
  "Date/Publication": "2026-10-20 21:10:08 UTC",
  "RemoteUrl": "https://github.com/cran/Kira",
  "RemoteRef": "HEAD",
  "RemoteSha": "bf9a67bbbb4ec89b2c4f625470a77d5481dce617",
  "_user": "cran",
  "_type": "src",
  "_file": "Kira_1.1.0.tar.gz",
  "_fileid": "https://r2.ropensci.org/c36a850eb2bb7b14278184ab75600318df5c14deb4fbc0123878b4a32f9c8c5a",
  "_filesize": 177683,
  "_sha256": "c36a850eb2bb7b14278184ab75600318df5c14deb4fbc0123878b4a32f9c8c5a",
  "_expires": "2027-01-29T00:54:27.000Z",
  "_created": "2026-10-21T00:49:53.000Z",
  "_published": "2026-10-21T00:54:29.339Z",
  "_buildurl": "https://github.com/r-universe/cran/actions/runs/39523391179",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_jobs": [
    {
      "job": 118973335684,
      "time": 89,
      "config": "linux-devel-arm64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "12312008307"
    },
    {
      "job": 118973335611,
      "time": 103,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "12312568011"
    },
    {
      "job": 118973335665,
      "time": 104,
      "config": "linux-release-arm64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "12312133181"
    },
    {
      "job": 118973335559,
      "time": 102,
      "config": "linux-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "12312063286"
    },
    {
      "job": 118972442748,
      "time": 165,
      "config": "source",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "12312182939"
    },
    {
      "job": 118973335571,
      "time": 85,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "12312033283"
    },
    {
      "job": 118973335881,
      "time": 182,
      "config": "windows-devel-arm64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "12312103527"
    },
    {
      "job": 118973335664,
      "time": 99,
      "config": "windows-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "12311893457"
    },
    {
      "job": 118973335592,
      "time": 237,
      "config": "windows-release-arm64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "12311618718"
    },
    {
      "job": 118973335615,
      "time": 68,
      "config": "windows-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "12311948259"
    }
  ],
  "_upstream": "https://github.com/cran/Kira",
  "_commit": {
    "id": "bf9a67bbbb4ec89b2c4f625470a77d5481dce617",
    "author": "Paulo Cesar Ossani <ossanipc@hotmail.com>",
    "committer": "cran-robot <csardi.gabor+cran@gmail.com>",
    "message": "version 1.1.0\n",
    "time": 1792530608
  },
  "_maintainer": {
    "name": "Paulo Cesar Ossani",
    "email": "ossanipc@hotmail.com",
    "orcid": "0000-0002-6617-8085"
  },
  "_distro": "resolute",
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 3.3.2",
      "role": "Depends"
    },
    {
      "package": "graphics",
      "role": "Imports"
    },
    {
      "package": "grDevices",
      "role": "Imports"
    },
    {
      "package": "MASS",
      "role": "Imports"
    },
    {
      "package": "stats",
      "role": "Imports"
    }
  ],
  "_owner": "cran",
  "_selfowned": false,
  "_usedby": 0,
  "_updates": [
    {
      "week": "2026-16",
      "n": 1
    },
    {
      "week": "2026-42",
      "n": 1
    },
    {
      "week": "2026-43",
      "n": 1
    }
  ],
  "_tags": [
    {
      "name": "1.0.8",
      "date": "2026-04-13"
    },
    {
      "name": "1.0.9",
      "date": "2026-10-12"
    },
    {
      "name": "1.1.0",
      "date": "2026-10-20"
    }
  ],
  "_stars": 0,
  "_userbio": {
    "uuid": 6899542,
    "type": "organization",
    "name": "cran",
    "followers": 634,
    "description": "Unofficial read-only mirror of all CRAN R packages"
  },
  "_downloads": {
    "count": 431,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/Kira"
  },
  "_searchresults": 0,
  "_rbuild": "4.6.1",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/Kira.html",
    "extra/manual.pdf"
  ],
  "_realowner": "cran",
  "_cranurl": false,
  "_releases": [
    {
      "version": "1.0.0",
      "date": "2023-08-21"
    },
    {
      "version": "1.0.1",
      "date": "2023-09-02"
    },
    {
      "version": "1.0.2",
      "date": "2024-05-31"
    },
    {
      "version": "1.0.3",
      "date": "2024-06-07"
    },
    {
      "version": "1.0.4",
      "date": "2024-06-23"
    },
    {
      "version": "1.0.5",
      "date": "2024-07-05"
    },
    {
      "version": "1.0.6",
      "date": "2024-09-05"
    },
    {
      "version": "1.0.7",
      "date": "2025-04-18"
    },
    {
      "version": "1.0.8",
      "date": "2026-04-13"
    },
    {
      "version": "1.0.9",
      "date": "2026-10-12"
    },
    {
      "version": "1.1.0",
      "date": "2026-10-21"
    }
  ],
  "_exports": [
    "brute.force",
    "elbow",
    "hierarchical",
    "kmeans",
    "knn",
    "lda",
    "plot_curve",
    "qda",
    "regression",
    "results",
    "silhouette",
    "vote"
  ],
  "_help": [
    {
      "page": "Kira-package",
      "title": "Machine learning and data mining.",
      "topics": [
        "Kira-package"
      ]
    },
    {
      "page": "brute.force",
      "title": "Brute force method for variable selection.",
      "topics": [
        "brute.force"
      ]
    },
    {
      "page": "elbow",
      "title": "Elbow method to determine the optimal number of clusters.",
      "topics": [
        "elbow"
      ]
    },
    {
      "page": "hierarchical",
      "title": "Hierarchical unsupervised classification.",
      "topics": [
        "hierarchical"
      ]
    },
    {
      "page": "kmeans",
      "title": "kmeans unsupervised classification.",
      "topics": [
        "kmeans"
      ]
    },
    {
      "page": "knn",
      "title": "k-nearest neighbor (kNN) supervised classification method",
      "topics": [
        "knn"
      ]
    },
    {
      "page": "lda",
      "title": "Linear discriminant analysis (LDA).",
      "topics": [
        "lda"
      ]
    },
    {
      "page": "plot_curve",
      "title": "Graphics of the results of the classification process",
      "topics": [
        "plot_curve"
      ]
    },
    {
      "page": "qda",
      "title": "Quadratic discriminant analysis (QDA).",
      "topics": [
        "qda"
      ]
    },
    {
      "page": "regression",
      "title": "Linear regression supervised classification method",
      "topics": [
        "regression"
      ]
    },
    {
      "page": "results",
      "title": "Results of the classification process",
      "topics": [
        "results"
      ]
    },
    {
      "page": "silhouette",
      "title": "Silhouette method to determine the optimal number of clusters.",
      "topics": [
        "silhouette"
      ]
    },
    {
      "page": "vote",
      "title": "Performs the supervised classification vote method.",
      "topics": [
        "vote"
      ]
    }
  ],
  "_rundeps": [
    "MASS"
  ],
  "_score": 1.4771212547196624,
  "_indexed": true,
  "_nocasepkg": "kira",
  "_universes": [
    "cran"
  ],
  "_previous": "1.0.9",
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "1.1.0",
      "date": "2026-10-21T00:51:30.000Z",
      "distro": "resolute",
      "arch": "aarch64",
      "commit": "bf9a67bbbb4ec89b2c4f625470a77d5481dce617",
      "fileid": "https://r2.ropensci.org/2c3e9841ea46491cf709ac0e1de5ac5e3e7537c2baf2328e8168acc8be372d98",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/39523391179"
    },
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "1.1.0",
      "date": "2026-10-21T00:51:43.000Z",
      "distro": "resolute",
      "arch": "x86_64",
      "commit": "bf9a67bbbb4ec89b2c4f625470a77d5481dce617",
      "fileid": "https://r2.ropensci.org/64bae6c8b16deaa57f2371ee2c3af172f2f16637b2672ab01424a1a5b80ba544",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/39523391179"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "1.1.0",
      "date": "2026-10-21T00:51:34.000Z",
      "distro": "resolute",
      "arch": "aarch64",
      "commit": "bf9a67bbbb4ec89b2c4f625470a77d5481dce617",
      "fileid": "https://r2.ropensci.org/8cc31e4ba5091aca025138911570e522609eb79ec6ca62f08136bc1239fcf0b7",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/39523391179"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "1.1.0",
      "date": "2026-10-21T00:51:40.000Z",
      "distro": "resolute",
      "arch": "x86_64",
      "commit": "bf9a67bbbb4ec89b2c4f625470a77d5481dce617",
      "fileid": "https://r2.ropensci.org/9ab2569fa7610a16e2853e4a758351fefd12c23b16c1473dea8f5532c1aafbae",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/39523391179"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "1.1.0",
      "date": "2026-10-21T00:51:34.000Z",
      "arch": "emscripten",
      "commit": "bf9a67bbbb4ec89b2c4f625470a77d5481dce617",
      "fileid": "https://r2.ropensci.org/4fa63ce210e54750aad9fb1112f5ef205a0f774e41cb746d37239aff4c84fc83",
      "status": "success",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/39523391179"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "1.1.0",
      "date": "2026-10-21T00:52:52.000Z",
      "arch": "aarch64",
      "commit": "bf9a67bbbb4ec89b2c4f625470a77d5481dce617",
      "fileid": "https://r2.ropensci.org/058eebb4b0d6f56f6eeb89dfb9ebd973182c274b1fef21eec851e4296f08b377",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/39523391179"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "1.1.0",
      "date": "2026-10-21T00:50:51.000Z",
      "arch": "x86_64",
      "commit": "bf9a67bbbb4ec89b2c4f625470a77d5481dce617",
      "fileid": "https://r2.ropensci.org/e832e6be0186808bc93eef7e80ec8f580247b0e5fdfdba6b2abc321e097834f9",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/39523391179"
    },
    {
      "r": "4.6.1",
      "os": "win",
      "version": "1.1.0",
      "date": "2026-10-21T00:53:47.000Z",
      "arch": "aarch64",
      "commit": "bf9a67bbbb4ec89b2c4f625470a77d5481dce617",
      "fileid": "https://r2.ropensci.org/76ddab1c635bf24fb86d69251d4f9b3ac917972363ae37803a8a68d35e350bf9",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/39523391179"
    },
    {
      "r": "4.6.1",
      "os": "win",
      "version": "1.1.0",
      "date": "2026-10-21T00:50:55.000Z",
      "arch": "x86_64",
      "commit": "bf9a67bbbb4ec89b2c4f625470a77d5481dce617",
      "fileid": "https://r2.ropensci.org/2e0c861bee8bef735dd13a5b3666f6766059da990b80d5b56026da716a2618bc",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/39523391179"
    }
  ]
}