{ "_id": "6ace2a78a14063b82c3b0aed", "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. ) 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": "2026-10-13 12:19:35 UTC", "User": "root" }, "Author": "Nathakhun Wiroonsri [aut]\n(), Onthada\nPreedasawakul [cre, aut]\n()", "Maintainer": "Onthada Preedasawakul ", "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", "_user": "o-preedasawakul", "_type": "src", "_file": "BayesCVI_1.0.1.tar.gz", "_fileid": "https://r2.ropensci.org/003cb84e8cb9bb0c65422ded437c427ea062e1e643d8e22a69978b86e5405721", "_filesize": 606280, "_sha256": "003cb84e8cb9bb0c65422ded437c427ea062e1e643d8e22a69978b86e5405721", "_expires": "2027-01-21T12:56:22.000Z", "_created": "2026-10-13T12:19:35.000Z", "_published": "2026-10-13T12:56:24.292Z", "_buildurl": "https://github.com/r-universe/o-preedasawakul/actions/runs/38396038842", "_status": "success", "_host": "GitHub-Actions", "_jobs": [ { "job": 115292998891, "time": 211, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "WARNING", "artifact": "11811563385" }, { "job": 115292998971, "time": 191, "config": "linux-release-x86_64", "r": "4.6.1", "check": "WARNING", "artifact": "11812002891" }, { "job": 115292998697, "time": 227, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "WARNING", "artifact": "11815395250" }, { "job": 115292998735, "time": 195, "config": "macos-release-arm64", "r": "4.6.1", "check": "WARNING", "artifact": "11814374894" }, { "job": 115291528714, "time": 212, "config": "source", "r": "4.6.1", "check": "OK", "artifact": "11811897482" }, { "job": 115292998968, "time": 79, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "11812682120" }, { "job": 115292998894, "time": 145, "config": "windows-devel-x86_64", "r": "4.7.0", "check": "WARNING", "artifact": "11811483188" }, { "job": 115292998784, "time": 128, "config": "windows-oldrel-x86_64", "r": "4.5.3", "check": "WARNING", "artifact": "11811423168" }, { "job": 115292998803, "time": 164, "config": "windows-release-x86_64", "r": "4.6.1", "check": "WARNING", "artifact": "11812197679" } ], "_upstream": "https://github.com/o-preedasawakul/bayescvi", "_commit": { "id": "fe4b9ee20609440f3287798a17d0eafedf378447", "author": "Onthada Preedasawakul ", "committer": "cran-robot ", "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" }, "_distro": "resolute", "_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", "followers": 2 }, "_downloads": { "count": 292, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/BayesCVI" }, "_devurl": "https://github.com/o-preedasawakul/bayescvi", "_searchresults": 2, "_rbuild": "4.6.1", "_assets": [ "extra/BayesCVI.html", "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/readme.html", "extra/readme.md" ], "_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", "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": "2026-10-13T12:22:04.000Z", "distro": "resolute", "commit": "fe4b9ee20609440f3287798a17d0eafedf378447", "fileid": "https://r2.ropensci.org/a92e5f2938e1b69dea9411619ff252428fc46a233abb2374f8feb1a7a4894e6f", "status": "success", "check": "WARNING", "buildurl": "https://github.com/r-universe/o-preedasawakul/actions/runs/38396038842" }, { "r": "4.6.1", "os": "linux", "version": "1.0.1", "date": "2026-10-13T12:21:48.000Z", "distro": "resolute", "commit": "fe4b9ee20609440f3287798a17d0eafedf378447", "fileid": "https://r2.ropensci.org/a1d36f936959c7faa0604e919306240f2e46153bf4905df20ac712a22409296b", "status": "success", "check": "WARNING", "buildurl": "https://github.com/r-universe/o-preedasawakul/actions/runs/38396038842" }, { "r": "4.5.3", "os": "mac", "version": "1.0.1", "date": "2026-10-13T12:51:41.000Z", "commit": "fe4b9ee20609440f3287798a17d0eafedf378447", "fileid": "https://r2.ropensci.org/ebfa49a7a77fadebae4a494638ad22a63203d76f74058441c79a1a99a02ccb8c", "status": "success", "check": "WARNING", "buildurl": "https://github.com/r-universe/o-preedasawakul/actions/runs/38396038842" }, { "r": "4.6.1", "os": "mac", "version": "1.0.1", "date": "2026-10-13T12:54:27.000Z", "commit": "fe4b9ee20609440f3287798a17d0eafedf378447", "fileid": "https://r2.ropensci.org/642a4ce2b59f7165a4c24597d31a2ad89769a5bf0e5bba05ebad85cd4c20d418", "status": "success", "check": "WARNING", "buildurl": "https://github.com/r-universe/o-preedasawakul/actions/runs/38396038842" }, { "r": "4.6.0", "os": "wasm", "version": "1.0.1", "date": "2026-10-13T12:21:18.000Z", "commit": "fe4b9ee20609440f3287798a17d0eafedf378447", "fileid": "https://r2.ropensci.org/61a282ffcbbfc716dc86a98def95d20210af77c37adb3e8ea74d1f9b8c4f4ca3", "status": "success", "buildurl": "https://github.com/r-universe/o-preedasawakul/actions/runs/38396038842" }, { "r": "4.7.0", "os": "win", "version": "1.0.1", "date": "2026-10-13T12:20:49.000Z", "commit": "fe4b9ee20609440f3287798a17d0eafedf378447", "fileid": "https://r2.ropensci.org/35e0e788ff4c15806b1436c5d282dea699f8e705d2422f1d164debca436ca611", "status": "success", "check": "WARNING", "buildurl": "https://github.com/r-universe/o-preedasawakul/actions/runs/38396038842" }, { "r": "4.5.3", "os": "win", "version": "1.0.1", "date": "2026-10-13T12:20:52.000Z", "commit": "fe4b9ee20609440f3287798a17d0eafedf378447", "fileid": "https://r2.ropensci.org/42acb81b0ddac9f82712cfcedc9d8c20df040f610816c35073a5f9d848c8c6ff", "status": "success", "check": "WARNING", "buildurl": "https://github.com/r-universe/o-preedasawakul/actions/runs/38396038842" }, { "r": "4.6.1", "os": "win", "version": "1.0.1", "date": "2026-10-13T12:21:09.000Z", "commit": "fe4b9ee20609440f3287798a17d0eafedf378447", "fileid": "https://r2.ropensci.org/41f5754f62a146a89c1fca7172f20f21d5d5b555efd67ccc6d4e76ec8aa3cd13", "status": "success", "check": "WARNING", "buildurl": "https://github.com/r-universe/o-preedasawakul/actions/runs/38396038842" } ] }