{
  "_id": "6a1d4b5d1d7bb097a0a4387d",
  "Package": "BayesCVI",
  "Type": "Package",
  "Title": "Bayesian Cluster Validity Index",
  "Version": "1.0.1",
  "Authors@R": "c(person(given = \"Nathakhun\",\nfamily = \"Wiroonsri\",\nemail  = \"nathakhun.wir@kmutt.ac.th\",\nrole   = \"aut\",\ncomment = c(ORCID = \"0000-0003-2167-9641\")),\nperson(given =\"Onthada\",\nfamily = \"Preedasawakul\",\nemail  = \"o.preedasawakul@gmail.com\",\nrole   = c(\"cre\",\"aut\"),\ncomment = c(ORCID = \"0000-0002-4186-3158\")))",
  "Description": "Algorithms for computing and generating plots with and\nwithout error bars for Bayesian cluster validity index (BCVI)\n(O. Preedasawakul, and N. Wiroonsri, A Bayesian Cluster\nValidity Index, Computational Statistics & Data Analysis, 202,\n108053, 2025. <doi:10.1016/j.csda.2024.108053>) based on\nseveral underlying cluster validity indexes (CVIs) including\nCalinski-Harabasz, Chou-Su-Lai, Davies-Bouldin, Dunn,\nPakhira-Bandyopadhyay-Maulik, Point biserial correlation, the\nscore function, Starczewski, and Wiroonsri indices for hard\nclustering, and Correlation Cluster Validity, the generalized\nC, HF, KWON, KWON2, Modified Pakhira-Bandyopadhyay-Maulik,\nPakhira-Bandyopadhyay-Maulik, Tang, Wiroonsri-Preedasawakul,\nWu-Li, and Xie-Beni indices for soft clustering. The package is\ncompatible with K-means, fuzzy C means, EM clustering, and\nhierarchical clustering (single, average, and complete\nlinkage). Though BCVI is compatible with any underlying\nexisting CVIs, we recommend users to use either WI or WP as the\nunderlying CVI.",
  "License": "GPL (>= 3)",
  "Encoding": "UTF-8",
  "LazyData": "true",
  "RoxygenNote": "7.3.2",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-06-01 09:00:56 UTC",
    "User": "root"
  },
  "Author": "Nathakhun Wiroonsri [aut]\n(<https://orcid.org/0000-0003-2167-9641>), Onthada\nPreedasawakul [cre, aut]\n(<https://orcid.org/0000-0002-4186-3158>)",
  "Maintainer": "Onthada Preedasawakul <o.preedasawakul@gmail.com>",
  "Repository": "https://o-preedasawakul.r-universe.dev",
  "Date/Publication": "2024-09-05 02:52:00 UTC",
  "RemoteUrl": "https://github.com/o-preedasawakul/bayescvi",
  "RemoteRef": "HEAD",
  "RemoteSha": "fe4b9ee20609440f3287798a17d0eafedf378447",
  "MD5sum": "cd0bbc1391b1e35f76631b3053417e89",
  "_user": "o-preedasawakul",
  "_type": "src",
  "_file": "BayesCVI_1.0.1.tar.gz",
  "_fileid": "615ed16a6aa2a8315487b0fa16490704c4365ab8165d1be754b66ee9a7b266d0",
  "_filesize": 603638,
  "_sha256": "615ed16a6aa2a8315487b0fa16490704c4365ab8165d1be754b66ee9a7b266d0",
  "_created": "2026-06-01T09:00:56.000Z",
  "_published": "2026-06-01T09:05:33.543Z",
  "_distro": "noble",
  "_jobs": [
    {
      "job": 78819393722,
      "time": 184,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "WARNING",
      "artifact": "7327462552"
    },
    {
      "job": 78819393620,
      "time": 179,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "WARNING",
      "artifact": "7327460643"
    },
    {
      "job": 78819393717,
      "time": 231,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "WARNING",
      "artifact": "7327467072"
    },
    {
      "job": 78819393691,
      "time": 154,
      "config": "macos-release-arm64",
      "r": "4.6.0",
      "check": "WARNING",
      "artifact": "7327446977"
    },
    {
      "job": 78818991494,
      "time": 143,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7327399159"
    },
    {
      "job": 78819393668,
      "time": 97,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7327433635"
    },
    {
      "job": 78819393881,
      "time": 156,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "WARNING",
      "artifact": "7327452848"
    },
    {
      "job": 78819393647,
      "time": 133,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "WARNING",
      "artifact": "7327445373"
    },
    {
      "job": 78819393667,
      "time": 240,
      "config": "windows-release",
      "r": "4.6.0",
      "check": "WARNING",
      "artifact": "7327480393"
    }
  ],
  "_buildurl": "https://github.com/r-universe/o-preedasawakul/actions/runs/26745234504",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/o-preedasawakul/bayescvi",
  "_commit": {
    "id": "fe4b9ee20609440f3287798a17d0eafedf378447",
    "author": "Onthada Preedasawakul <o.preedasawakul@gmail.com>",
    "committer": "cran-robot <csardi.gabor+cran@gmail.com>",
    "message": "version 1.0.1\n",
    "time": 1725504720
  },
  "_maintainer": {
    "name": "Onthada Preedasawakul",
    "email": "o.preedasawakul@gmail.com",
    "login": "o-preedasawakul",
    "linkedin": "in/onthada-preedasawakul",
    "description": "",
    "uuid": 140947798,
    "orcid": "0000-0002-4186-3158"
  },
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 2.10",
      "role": "Depends"
    },
    {
      "package": "e1071",
      "role": "Imports"
    },
    {
      "package": "mclust",
      "role": "Imports"
    },
    {
      "package": "ggplot2",
      "role": "Imports"
    },
    {
      "package": "UniversalCVI",
      "role": "Imports"
    }
  ],
  "_owner": "o-preedasawakul",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [],
  "_tags": [],
  "_stars": 0,
  "_contributors": [
    {
      "user": "o-preedasawakul",
      "count": 2,
      "uuid": 140947798
    }
  ],
  "_userbio": {
    "uuid": 140947798,
    "type": "user",
    "name": "ONTHADA PREEDASAWAKUL"
  },
  "_downloads": {
    "count": 176,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/BayesCVI"
  },
  "_devurl": "https://github.com/o-preedasawakul/bayescvi",
  "_searchresults": 2,
  "_rbuild": "4.6.0",
  "_assets": [
    "extra/BayesCVI.html",
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md",
    "manual.pdf"
  ],
  "_homeurl": "https://github.com/o-preedasawakul/bayescvi",
  "_realowner": "o-preedasawakul",
  "_cranurl": true,
  "_releases": [
    {
      "version": "1.0.0",
      "date": "2024-02-26"
    },
    {
      "version": "1.0.1",
      "date": "2024-09-04"
    },
    {
      "version": "1.0.2",
      "date": "2025-07-09"
    }
  ],
  "_exports": [
    "B_CCV.IDX",
    "B_CH.IDX",
    "B_CSL.IDX",
    "B_DB.IDX",
    "B_DI.IDX",
    "B_GC.IDX",
    "B_HF.IDX",
    "B_KPBM.IDX",
    "B_KWON.IDX",
    "B_KWON2.IDX",
    "B_PB.IDX",
    "B_PBM.IDX",
    "B_SF.IDX",
    "B_STRPBM.IDX",
    "B_TANG.IDX",
    "B_WL.IDX",
    "B_WP.IDX",
    "B_Wvalid",
    "B_XB.IDX",
    "BayesCVIs",
    "plot_BCVI"
  ],
  "_datasets": [
    {
      "name": "B1_data",
      "title": "B1 Artificial Dataset",
      "object": "B1_data",
      "class": [
        "data.frame"
      ],
      "fields": [
        "x",
        "y",
        "label"
      ],
      "rows": 5500,
      "table": true,
      "tojson": true
    },
    {
      "name": "B2_data",
      "title": "B2 Artificial Dataset",
      "object": "B2_data",
      "class": [
        "data.frame"
      ],
      "fields": [
        "x",
        "y",
        "label"
      ],
      "rows": 850,
      "table": true,
      "tojson": true
    },
    {
      "name": "B3_data",
      "title": "B3 Artificial Dataset",
      "object": "B3_data",
      "class": [
        "data.frame"
      ],
      "fields": [
        "x",
        "y",
        "label"
      ],
      "rows": 2300,
      "table": true,
      "tojson": true
    },
    {
      "name": "B4_data",
      "title": "B4 Artificial Dataset",
      "object": "B4_data",
      "class": [
        "data.frame"
      ],
      "fields": [
        "x",
        "y",
        "label"
      ],
      "rows": 740,
      "table": true,
      "tojson": true
    },
    {
      "name": "B5_data",
      "title": "B5 Artificial Dataset",
      "object": "B5_data",
      "class": [
        "data.frame"
      ],
      "fields": [
        "x",
        "y",
        "label"
      ],
      "rows": 1820,
      "table": true,
      "tojson": true
    },
    {
      "name": "B6_data",
      "title": "B6 Artificial Dataset",
      "object": "B6_data",
      "class": [
        "data.frame"
      ],
      "fields": [
        "x",
        "y",
        "label"
      ],
      "rows": 1000,
      "table": true,
      "tojson": true
    },
    {
      "name": "B7_data",
      "title": "B7 Artificial Dataset",
      "object": "B7_data",
      "class": [
        "data.frame"
      ],
      "fields": [
        "x",
        "y",
        "label"
      ],
      "rows": 800,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "B_CCV.IDX",
      "title": "BCVI-Correlation Cluster Validity (CCV) index",
      "topics": [
        "B_CCV.IDX"
      ]
    },
    {
      "page": "B_CH.IDX",
      "title": "BCVI-Calinski–Harabasz (CH) index",
      "topics": [
        "B_CH.IDX"
      ]
    },
    {
      "page": "B_CSL.IDX",
      "title": "BCVI-Chou-Su-Lai (CSL) index",
      "topics": [
        "B_CSL.IDX"
      ]
    },
    {
      "page": "B_DB.IDX",
      "title": "BCVI-Davies–Bouldin (DB) and DB* (DBs) indexes",
      "topics": [
        "B_DB.IDX"
      ]
    },
    {
      "page": "B_DI.IDX",
      "title": "BCVI-Dunn index (DI)",
      "topics": [
        "B_DI.IDX"
      ]
    },
    {
      "page": "B_GC.IDX",
      "title": "BCVI-The generalized C (GC) index",
      "topics": [
        "B_GC.IDX"
      ]
    },
    {
      "page": "B_HF.IDX",
      "title": "BCVI-HF index",
      "topics": [
        "B_HF.IDX"
      ]
    },
    {
      "page": "B_KPBM.IDX",
      "title": "BCVI-Modified Kernel form of Pakhira-Bandyopadhyay-Maulik (KPBM) index",
      "topics": [
        "B_KPBM.IDX"
      ]
    },
    {
      "page": "B_KWON.IDX",
      "title": "BCVI-KWON index",
      "topics": [
        "B_KWON.IDX"
      ]
    },
    {
      "page": "B_KWON2.IDX",
      "title": "BCVI-KWON2 index",
      "topics": [
        "B_KWON2.IDX"
      ]
    },
    {
      "page": "B_PB.IDX",
      "title": "BCVI-Point biserial correlation (PB)",
      "topics": [
        "B_PB.IDX"
      ]
    },
    {
      "page": "B_PBM.IDX",
      "title": "BCVI-Pakhira-Bandyopadhyay-Maulik (PBM) index",
      "topics": [
        "B_PBM.IDX"
      ]
    },
    {
      "page": "B_SF.IDX",
      "title": "BCVI-The score function",
      "topics": [
        "B_SF.IDX"
      ]
    },
    {
      "page": "B_STRPBM.IDX",
      "title": "BCVI-Starczewski and Pakhira-Bandyopadhyay-Maulik for crisp clustering indexes",
      "topics": [
        "B_STRPBM.IDX"
      ]
    },
    {
      "page": "B_TANG.IDX",
      "title": "BCVI-Tang index",
      "topics": [
        "B_TANG.IDX"
      ]
    },
    {
      "page": "B_WL.IDX",
      "title": "BCVI-Wu and Li (WL) index",
      "topics": [
        "B_WL.IDX"
      ]
    },
    {
      "page": "B_WP.IDX",
      "title": "BCVI-Wiroonsri and Preedasawakul (WP) index",
      "topics": [
        "B_WP.IDX"
      ]
    },
    {
      "page": "B_Wvalid",
      "title": "BCVI-Wiroonsri (WI) index",
      "topics": [
        "B_Wvalid"
      ]
    },
    {
      "page": "B_XB.IDX",
      "title": "BCVI-Xie and Beni (XB) index",
      "topics": [
        "B_XB.IDX"
      ]
    },
    {
      "page": "B1_data",
      "title": "B1 Artificial Dataset",
      "topics": [
        "B1_data"
      ]
    },
    {
      "page": "B2_data",
      "title": "B2 Artificial Dataset",
      "topics": [
        "B2_data"
      ]
    },
    {
      "page": "B3_data",
      "title": "B3 Artificial Dataset",
      "topics": [
        "B3_data"
      ]
    },
    {
      "page": "B4_data",
      "title": "B4 Artificial Dataset",
      "topics": [
        "B4_data"
      ]
    },
    {
      "page": "B5_data",
      "title": "B5 Artificial Dataset",
      "topics": [
        "B5_data"
      ]
    },
    {
      "page": "B6_data",
      "title": "B6 Artificial Dataset",
      "topics": [
        "B6_data"
      ]
    },
    {
      "page": "B7_data",
      "title": "B7 Artificial Dataset",
      "topics": [
        "B7_data"
      ]
    },
    {
      "page": "BayesCVIs",
      "title": "Bayesian cluster validity index",
      "topics": [
        "BayesCVIs"
      ]
    },
    {
      "page": "plot_BCVI",
      "title": "Plots for visualizing BCVI",
      "topics": [
        "plot_BCVI"
      ]
    }
  ],
  "_readme": "https://github.com/o-preedasawakul/bayescvi/raw/HEAD/README.md",
  "_rundeps": [
    "class",
    "cli",
    "cpp11",
    "e1071",
    "farver",
    "ggplot2",
    "glue",
    "gtable",
    "isoband",
    "labeling",
    "lifecycle",
    "MASS",
    "mclust",
    "proxy",
    "R6",
    "RColorBrewer",
    "rlang",
    "S7",
    "scales",
    "UniversalCVI",
    "vctrs",
    "viridisLite",
    "withr"
  ],
  "_score": 2.6989700043360187,
  "_indexed": true,
  "_nocasepkg": "bayescvi",
  "_universes": [
    "o-preedasawakul"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "1.0.1",
      "date": "2026-06-01T09:02:52.000Z",
      "distro": "noble",
      "commit": "fe4b9ee20609440f3287798a17d0eafedf378447",
      "fileid": "2e85576d6f8150fc20ef6e05b7c1c1b5f7992a0d3c0c378b5d44f60d0c7844e3",
      "status": "success",
      "check": "WARNING",
      "buildurl": "https://github.com/r-universe/o-preedasawakul/actions/runs/26745234504"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "1.0.1",
      "date": "2026-06-01T09:02:52.000Z",
      "distro": "noble",
      "commit": "fe4b9ee20609440f3287798a17d0eafedf378447",
      "fileid": "2fd6b46b9329c677f11682df554677d7c0d9c0c3b5024f6d1486f32b99850681",
      "status": "success",
      "check": "WARNING",
      "buildurl": "https://github.com/r-universe/o-preedasawakul/actions/runs/26745234504"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "1.0.1",
      "date": "2026-06-01T09:03:40.000Z",
      "commit": "fe4b9ee20609440f3287798a17d0eafedf378447",
      "fileid": "ec137a9b70f775c32e6052ceda58a4f6c09e2b498ec4e656041ad38bc4aa2605",
      "status": "success",
      "check": "WARNING",
      "buildurl": "https://github.com/r-universe/o-preedasawakul/actions/runs/26745234504"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "1.0.1",
      "date": "2026-06-01T09:02:47.000Z",
      "commit": "fe4b9ee20609440f3287798a17d0eafedf378447",
      "fileid": "feb56db9c3fde1b54f9e4e39244e8e207da60ac0fca02c224140a6338c36331d",
      "status": "success",
      "check": "WARNING",
      "buildurl": "https://github.com/r-universe/o-preedasawakul/actions/runs/26745234504"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "1.0.1",
      "date": "2026-06-01T09:02:54.000Z",
      "commit": "fe4b9ee20609440f3287798a17d0eafedf378447",
      "fileid": "1d060500dc01c8b180aad8601ee5ec06031ccb918750256bfbb95acb8f85beb7",
      "status": "success",
      "buildurl": "https://github.com/r-universe/o-preedasawakul/actions/runs/26745234504"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "1.0.1",
      "date": "2026-06-01T09:02:20.000Z",
      "commit": "fe4b9ee20609440f3287798a17d0eafedf378447",
      "fileid": "3fe3c9bf3c3b69ec6fd9b164b3451542973e52aa336d6dba06192fd892a8eb52",
      "status": "success",
      "check": "WARNING",
      "buildurl": "https://github.com/r-universe/o-preedasawakul/actions/runs/26745234504"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "1.0.1",
      "date": "2026-06-01T09:02:04.000Z",
      "commit": "fe4b9ee20609440f3287798a17d0eafedf378447",
      "fileid": "b0dd6f91d24d3e0ff3489e78c8c796b4dcb13018da8f4b24ad82499fa089b947",
      "status": "success",
      "check": "WARNING",
      "buildurl": "https://github.com/r-universe/o-preedasawakul/actions/runs/26745234504"
    },
    {
      "r": "4.6.0",
      "os": "win",
      "version": "1.0.1",
      "date": "2026-06-01T09:03:49.000Z",
      "commit": "fe4b9ee20609440f3287798a17d0eafedf378447",
      "fileid": "5a53f8ec011acf0757311e9c012cb900c996575c07167b3b0e0970ad82d78185",
      "status": "success",
      "check": "WARNING",
      "buildurl": "https://github.com/r-universe/o-preedasawakul/actions/runs/26745234504"
    }
  ]
}