{ "_id": "6a294f0b732311cd875acafa", "Package": "clusterindices", "Type": "Package", "Title": "Cluster Validity Indices", "Version": "1.0", "Date": "2026-06-05", "Authors@R": "c( person(\"Michail\", \"Tsagris\", role = c(\"aut\", \"cre\"), email = \"mtsagris@uoc.gr\"), \nperson( \"Nikolaos\", \"Kontemeniotis\", role = \"aut\", email = \"kontemeniotisn@gmail.com\" ) )", "Author": "Michail Tsagris [aut, cre], Nikolaos Kontemeniotis [aut]", "Maintainer": "Michail Tsagris ", "Description": "Numerous indices to choose the optimal number of clusters\nwhen performing k-means. Relevant papers include: Tsagris M.\nand Kontemeniotis N. (2025). Lobachevskii Journal of\nMathematics . Garcia-Escudero\nLuis A., Gordaliza Alfonso, Matran Carlos, Mayo-Iscar Agustin.\n(2008) .", "License": "GPL (>= 2)", "NeedsCompilation": "no", "Packaged": { "Date": "2026-06-10 11:44:48 UTC", "User": "root" }, "Repository": "https://cran.r-universe.dev", "Date/Publication": "2026-06-10 07:40:08 UTC", "RemoteUrl": "https://github.com/cran/clusterindices", "RemoteRef": "HEAD", "RemoteSha": "80fb040e463da3237b9ef3e92a9fd35771d9b7a4", "MD5sum": "9a73caf3b669db29383ce66b924255db", "_user": "cran", "_type": "src", "_file": "clusterindices_1.0.tar.gz", "_fileid": "400d7ec88352c0eb9fdb57395d4a1974a532a98720120417d0b1cc7ece46b46d", "_filesize": 99805, "_sha256": "400d7ec88352c0eb9fdb57395d4a1974a532a98720120417d0b1cc7ece46b46d", "_created": "2026-06-10T11:44:48.000Z", "_published": "2026-06-10T11:48:27.416Z", "_distro": "noble", "_jobs": [ { "job": 80550103379, "time": 179, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "7534751488" }, { "job": 80550103333, "time": 177, "config": "linux-release-x86_64", "r": "4.6.0", "check": "OK", "artifact": "7534750327" }, { "job": 80549428550, "time": 230, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "7534686496" }, { "job": 80550103261, "time": 157, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7534743851" } ], "_buildurl": "https://github.com/r-universe/cran/actions/runs/27273693246", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/cran/clusterindices", "_commit": { "id": "80fb040e463da3237b9ef3e92a9fd35771d9b7a4", "author": "Michail Tsagris ", "committer": "cran-robot ", "message": "version 1.0\n", "time": 1781077208 }, "_maintainer": { "name": "Michail Tsagris", "email": "mtsagris@uoc.gr" }, "_registered": true, "_dependencies": [ { "package": "R", "version": ">= 4.0", "role": "Depends" }, { "package": "factoextra", "role": "Imports" }, { "package": "graphics", "role": "Imports" }, { "package": "lowmemtkmeans", "role": "Imports" }, { "package": "Rfast", "role": "Imports" }, { "package": "Rfast2", "role": "Imports" }, { "package": "stats", "role": "Imports" } ], "_owner": "cran", "_selfowned": false, "_usedby": 0, "_updates": [ { "week": "2026-24", "n": 1 } ], "_tags": [ { "name": "1.0", "date": "2026-06-10" } ], "_stars": 0, "_userbio": { "uuid": 6899542, "type": "organization", "name": "cran", "description": "Unofficial read-only mirror of all CRAN R packages" }, "_downloads": { "count": 0, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/clusterindices" }, "_searchresults": 0, "_rbuild": "4.6.0", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/clusterindices.html", "extra/contents.json", "manual.pdf" ], "_cranurl": false, "_releases": [ { "version": "1.0", "date": "2026-06-10" } ], "_exports": [ "cikmeans", "clust.plot", "index_max", "index_min" ], "_help": [ { "page": "clusterindices-package", "title": "Cluster Validity Indices", "topics": [ "clusterindices-package" ] }, { "page": "cikmeans", "title": "The K-means algorithm with cluster indices computed", "topics": [ "cikmeans" ] }, { "page": "clust.plot", "title": "Visualization of the K-means algorithm results", "topics": [ "clust.plot" ] }, { "page": "index_max", "title": "Cluster indices (maximal valued) for the K-means algorithm", "topics": [ "index_max" ] }, { "page": "index_min", "title": "Cluster indices (minimial valued) for the K-means algorithm", "topics": [ "index_min" ] } ], "_rundeps": [ "abind", "backports", "base64enc", "BH", "boot", "broom", "bslib", "cachem", "car", "carData", "cli", "cluster", "colorspace", "corrplot", "cowplot", "cpp11", "crosstalk", "dendextend", "Deriv", "digest", "doBy", "dplyr", "DT", "ellipse", "emmeans", "estimability", "evaluate", "factoextra", "FactoMineR", "farver", "fastmap", "flashClust", "fontawesome", "forecast", "Formula", "fracdiff", "fs", "generics", "ggplot2", "ggpubr", "ggrepel", "ggsci", "ggsignif", "glue", "gridExtra", "gtable", "highr", "htmltools", "htmlwidgets", "isoband", "jquerylib", "jsonlite", "knitr", "labeling", "later", "lattice", "lazyeval", "leaps", "lifecycle", "lme4", "lmtest", "lowmemtkmeans", "magrittr", "MASS", "Matrix", "MatrixModels", "memoise", "mgcv", "microbenchmark", "mime", "minqa", "modelr", "multcompView", "mvtnorm", "nlme", "nloptr", "nnet", "numDeriv", "otel", "pbkrtest", "pillar", "pkgconfig", "polynom", "promises", "purrr", "quantreg", "R6", "rappdirs", "rbibutils", "RColorBrewer", "Rcpp", "RcppArmadillo", "RcppEigen", "RcppParallel", "Rdpack", "reformulas", "Rfast", "Rfast2", "rlang", "rmarkdown", "Rnanoflann", "rstatix", "S7", "sass", "scales", "scatterplot3d", "SparseM", "stringi", "stringr", "survival", "tibble", "tidyr", "tidyselect", "timeDate", "tinytex", "urca", "utf8", "vctrs", "viridis", "viridisLite", "withr", "xfun", "yaml", "zigg", "zoo" ], "_score": 1, "_indexed": true, "_nocasepkg": "clusterindices", "_universes": [ "cran" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "1.0", "date": "2026-06-10T11:47:41.000Z", "distro": "noble", "commit": "80fb040e463da3237b9ef3e92a9fd35771d9b7a4", "fileid": "45463e0fbdbe2cad0ea1d1d9199d895fedef05ceaac464f2c42eb9eeb666cbed", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/cran/actions/runs/27273693246" }, { "r": "4.6.0", "os": "linux", "version": "1.0", "date": "2026-06-10T11:47:37.000Z", "distro": "noble", "commit": "80fb040e463da3237b9ef3e92a9fd35771d9b7a4", "fileid": "8023c10d408bd13e34297d27906713fb49c05e826906ca76ddb2b2aeecd1d7ae", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/cran/actions/runs/27273693246" }, { "r": "4.6.0", "os": "wasm", "version": "1.0", "date": "2026-06-10T11:47:41.000Z", "commit": "80fb040e463da3237b9ef3e92a9fd35771d9b7a4", "fileid": "b01e039ed5caafa9cb9713b3a415f93053f1ddcc568881d1b50a68f5c9235105", "status": "success", "buildurl": "https://github.com/r-universe/cran/actions/runs/27273693246" } ] }