{ "_id": "6a154d2aacfb0bcc41d59607", "Package": "RelativeDistClust", "Type": "Package", "Title": "Clustering with a Novel Non Euclidean Relative Distance", "Version": "0.1.0", "Authors@R": "person(given = \"Irene\",\nfamily = c(\"Creus\", \"Martí\"),\nrole = c(\"aut\", \"cre\"),\nemail = \"ircrmar@mat.upv.es\",\ncomment=c(ORCID = \"0000-0002-7962-4478\"))", "Author": "Irene Creus Martí [aut, cre] (ORCID:\n)", "Maintainer": "Irene Creus Martí ", "Description": "Using the novel Relative Distance to cluster datasets.\nImplementation of a clustering approach based on the k-means\nalgorithm that can be used with any distance. In addition,\nimplementation of the Hartigan and Wong method to accommodate\nalternative distance metrics. Both methods can operate with any\ndistance measure, provided a suitable method is available to\ncompute cluster centers under the chosen metric. Additionally,\nthe k-medoids algorithm is implemented, offering a robust\nalternative for clustering without the need of computing\ncluster centers under the chosen metric. All three methods are\ndesigned to support Relative distances, Euclidean distances,\nand any user-defined distance functions. The Hartigan and Wong\nmethod is described in Hartigan and Wong (1979)\n and an explanation of the k-medoids\nalgorithm can be found in Reynolds et al (2006)\n.", "License": "GPL-3", "Encoding": "UTF-8", "Config/testthat/edition": "3", "RoxygenNote": "7.3.2", "NeedsCompilation": "no", "Packaged": { "Date": "2026-05-26 07:31:53 UTC", "User": "root" }, "Config/pak/sysreqs": "cmake make libicu-dev libuv1-dev", "Repository": "https://creus-marti.r-universe.dev", "Date/Publication": "2025-09-22 13:01:07 UTC", "RemoteUrl": "https://github.com/cran/RelativeDistClust", "RemoteRef": "HEAD", "RemoteSha": "09779eaa93ae9690ff6969185b716fb4e8476b0c", "MD5sum": "5f6b71834f8e9136a84372da2ea918c7", "_user": "creus-marti", "_type": "src", "_file": "RelativeDistClust_0.1.0.tar.gz", "_fileid": "073b2eb1224634b01e236d0a9a2913b5ad4dc56716f863f5aedcaddf5e9b3811", "_filesize": 194515, "_sha256": "073b2eb1224634b01e236d0a9a2913b5ad4dc56716f863f5aedcaddf5e9b3811", "_created": "2026-05-26T07:31:53.000Z", "_published": "2026-05-26T07:35:06.907Z", "_distro": "noble", "_jobs": [ { "job": 77827772814, "time": 159, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "7211345654" }, { "job": 77827772745, "time": 153, "config": "linux-release-x86_64", "r": "4.6.0", "check": "OK", "artifact": "7211344069" }, { "job": 77827772778, "time": 137, "config": "macos-oldrel-arm64", "r": "4.5.3", "check": "OK", "artifact": "7211332640" }, { "job": 77827772773, "time": 152, "config": "macos-release-arm64", "r": "4.6.0", "check": "OK", "artifact": "7211334031" }, { "job": 77827191327, "time": 236, "config": "source", "r": "4.6.0", "check": "OK", "artifact": "7211296413" }, { "job": 77827772765, "time": 144, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "7211341320" }, { "job": 77827772793, "time": 121, "config": "windows-devel", "r": "4.7.0", "check": "OK", "artifact": "7211334278" }, { "job": 77827772782, "time": 98, "config": "windows-oldrel", "r": "4.5.3", "check": "OK", "artifact": "7211327501" }, { "job": 77827772804, "time": 101, "config": "windows-release", "r": "4.6.0", "check": "OK", "artifact": "7211329129" } ], "_buildurl": "https://github.com/r-universe/creus-marti/actions/runs/26438588105", "_status": "success", "_host": "GitHub-Actions", "_upstream": "https://github.com/cran/RelativeDistClust", "_commit": { "id": "09779eaa93ae9690ff6969185b716fb4e8476b0c", "author": "Irene Creus Martí ", "committer": "cran-robot ", "message": "version 0.1.0\n", "time": 1758546067 }, "_maintainer": { "name": "Irene Creus Martí", "email": "ircrmar@mat.upv.es", "login": "creus-marti", "description": "", "uuid": 178647911, "orcid": "0000-0002-7962-4478" }, "_registered": true, "_dependencies": [ { "package": "compositions", "role": "Imports" }, { "package": "proxy", "role": "Imports" }, { "package": "utils", "role": "Imports" }, { "package": "ggpubr", "role": "Imports" }, { "package": "factoextra", "role": "Imports" }, { "package": "ggplot2", "role": "Imports" }, { "package": "testthat", "version": ">= 3.0.0", "role": "Suggests" }, { "package": "clusterSim", "role": "Suggests" }, { "package": "fpc", "role": "Suggests" }, { "package": "gtools", "role": "Suggests" }, { "package": "cluster", "role": "Suggests" } ], "_owner": "cran", "_selfowned": true, "_usedby": 0, "_updates": [ { "week": "2025-39", "n": 1 } ], "_tags": [ { "name": "0.1.0", "date": "2025-09-22" } ], "_stars": 0, "_contributors": [ { "user": "creus-marti", "count": 1, "uuid": 178647911 } ], "_userbio": { "uuid": 178647911, "type": "user", "name": "Irene Creus Martí" }, "_downloads": { "count": 463, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/RelativeDistClust" }, "_searchresults": 0, "_rbuild": "4.6.0", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/RelativeDistClust.html", "manual.pdf" ], "_realowner": "creus-marti", "_cranurl": false, "_releases": [ { "version": "0.1.0", "date": "2025-09-22" } ], "_exports": [ "add_unique_numbers", "add_unique_numbers2", "AitchisonDistance", "BrayCurtisDissimilarity", "centers_function_mean", "centers_function_RelativeDistance", "ClustPlot", "d_i_other_group", "DaviesBouldinIndex", "Dist_IC1_IC2", "DistanceBetweenGroups", "DistanceSameGroup", "DosMinimos", "DunnIndex", "ECDentroCluster", "ECDentroCluster3", "encontrar_componente", "Euclideandistance", "Hartigan_and_Wong", "Hartigan_and_Wong_total", "init_centers_hw", "init_centers_random", "kmedois_distance", "ManhattanDistance", "NEC", "NEC_total", "Number_of_failes", "RelativeDistance", "Silhouette", "Step4", "Step6", "to_minimize", "vector_a_lista" ], "_help": [ { "page": "add_unique_numbers", "title": "Add values to a vector if they are not already in it", "topics": [ "add_unique_numbers" ] }, { "page": "add_unique_numbers2", "title": "Add one value to a vector if it is not already there", "topics": [ "add_unique_numbers2" ] }, { "page": "AitchisonDistance", "title": "Aitchison distance", "topics": [ "AitchisonDistance" ] }, { "page": "BrayCurtisDissimilarity", "title": "Bray-Curtis dissimilarity", "topics": [ "BrayCurtisDissimilarity" ] }, { "page": "centers_function_mean", "title": "Center of a cluster using the mean", "topics": [ "centers_function_mean" ] }, { "page": "centers_function_RelativeDistance", "title": "Center of a cluster when the Relative distance is used.", "topics": [ "centers_function_RelativeDistance" ] }, { "page": "ClustPlot", "title": "Plotting the clustring results", "topics": [ "ClustPlot" ] }, { "page": "d_i_other_group", "title": "Distance between a point and a group", "topics": [ "d_i_other_group" ] }, { "page": "DaviesBouldinIndex", "title": "Davies-Bouldin index", "topics": [ "DaviesBouldinIndex" ] }, { "page": "Dist_IC1_IC2", "title": "Finding IC1 and IC2 from a distance matrix", "topics": [ "Dist_IC1_IC2" ] }, { "page": "DistanceBetweenGroups", "title": "Distance between groups", "topics": [ "DistanceBetweenGroups" ] }, { "page": "DistanceSameGroup", "title": "Distance between points in the same group", "topics": [ "DistanceSameGroup" ] }, { "page": "DosMinimos", "title": "Finding the two smallest values for each row of a matrix", "topics": [ "DosMinimos" ] }, { "page": "DunnIndex", "title": "Dunn's index", "topics": [ "DunnIndex" ] }, { "page": "ECDentroCluster", "title": "Sum of squared errors within the cluster", "topics": [ "ECDentroCluster" ] }, { "page": "ECDentroCluster3", "title": "Sum of errors within the cluster", "topics": [ "ECDentroCluster3" ] }, { "page": "encontrar_componente", "title": "Finding the component in the list that contains a value", "topics": [ "encontrar_componente" ] }, { "page": "Euclideandistance", "title": "Euclidean distance", "topics": [ "Euclideandistance" ] }, { "page": "Hartigan_and_Wong", "title": "Flexibilization of the Hartigan and Wong algorithm", "topics": [ "Hartigan_and_Wong" ] }, { "page": "Hartigan_and_Wong_total", "title": "Hartigan and Wong algorithm", "topics": [ "Hartigan_and_Wong_total" ] }, { "page": "init_centers_hw", "title": "Initializing the centers", "topics": [ "init_centers_hw" ] }, { "page": "init_centers_random", "title": "Initializing the centers", "topics": [ "init_centers_random" ] }, { "page": "kmedois_distance", "title": "K-Medoids", "topics": [ "kmedois_distance" ] }, { "page": "ManhattanDistance", "title": "Manhattan distance", "topics": [ "ManhattanDistance" ] }, { "page": "NEC", "title": "Non Euclidean Algorithm to Cluster", "topics": [ "NEC" ] }, { "page": "NEC_total", "title": "NEC algorithm", "topics": [ "NEC_total" ] }, { "page": "Number_of_failes", "title": "Comparison of groupings", "topics": [ "Number_of_failes" ] }, { "page": "RelativeDistance", "title": "Relative Distance", "topics": [ "RelativeDistance" ] }, { "page": "Silhouette", "title": "Silhouette", "topics": [ "Silhouette" ] }, { "page": "Step4", "title": "Step 4 of the Hartigan and Wong algorithm", "topics": [ "Step4" ] }, { "page": "Step6", "title": "Step 6 of the Hartigan and Wong algorithm", "topics": [ "Step6" ] }, { "page": "to_minimize", "title": "Sum of the distance between the points in a group and a given center.", "topics": [ "to_minimize" ] }, { "page": "vector_a_lista", "title": "Vector to list", "topics": [ "vector_a_lista" ] } ], "_rundeps": [ "abind", "backports", "base64enc", "bayesm", "boot", "broom", "bslib", "cachem", "car", "carData", "cli", "cluster", "colorspace", "compositions", "corrplot", "cowplot", "cpp11", "crosstalk", "dendextend", "DEoptimR", "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", "magrittr", "MASS", "Matrix", "MatrixModels", "memoise", "mgcv", "microbenchmark", "mime", "minqa", "modelr", "multcompView", "mvtnorm", "nlme", "nloptr", "nnet", "numDeriv", "otel", "pbkrtest", "pillar", "pkgconfig", "polynom", "promises", "proxy", "purrr", "quantreg", "R6", "rappdirs", "rbibutils", "RColorBrewer", "Rcpp", "RcppArmadillo", "RcppEigen", "Rdpack", "reformulas", "rlang", "rmarkdown", "robustbase", "rstatix", "S7", "sass", "scales", "scatterplot3d", "SparseM", "stringi", "stringr", "survival", "tensorA", "tibble", "tidyr", "tidyselect", "timeDate", "tinytex", "urca", "utf8", "vctrs", "viridis", "viridisLite", "withr", "xfun", "yaml", "zoo" ], "_score": 1, "_indexed": true, "_nocasepkg": "relativedistclust", "_universes": [ "creus-marti" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "0.1.0", "date": "2026-05-26T07:34:30.000Z", "distro": "noble", "commit": "09779eaa93ae9690ff6969185b716fb4e8476b0c", "fileid": "cdfa70472b789c6ac97b798f850da05258d52067c3339a2d246004febb8c98b0", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/creus-marti/actions/runs/26438588105" }, { "r": "4.6.0", "os": "linux", "version": "0.1.0", "date": "2026-05-26T07:34:26.000Z", "distro": "noble", "commit": "09779eaa93ae9690ff6969185b716fb4e8476b0c", "fileid": "b803dbdf4b86aaac81b705b4d19ef65b0d927a00c2af60ed6400a993bfe8f81a", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/creus-marti/actions/runs/26438588105" }, { "r": "4.5.3", "os": "mac", "version": "0.1.0", "date": "2026-05-26T07:33:53.000Z", "commit": "09779eaa93ae9690ff6969185b716fb4e8476b0c", "fileid": "149e127cf25258dc8b6f65694f06413f8611efcce03f73c3e23776472b4970d9", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/creus-marti/actions/runs/26438588105" }, { "r": "4.6.0", "os": "mac", "version": "0.1.0", "date": "2026-05-26T07:33:56.000Z", "commit": "09779eaa93ae9690ff6969185b716fb4e8476b0c", "fileid": "cd1b9480ff90e1522e6eefb5cbba601cc931ea6315acee7d7219849e417d8ca4", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/creus-marti/actions/runs/26438588105" }, { "r": "4.6.0", "os": "wasm", "version": "0.1.0", "date": "2026-05-26T07:34:35.000Z", "commit": "09779eaa93ae9690ff6969185b716fb4e8476b0c", "fileid": "946dc9492fee46c817cea6c6859d2424cc0fd431cf24830df466549266682bd7", "status": "success", "buildurl": "https://github.com/r-universe/creus-marti/actions/runs/26438588105" }, { "r": "4.7.0", "os": "win", "version": "0.1.0", "date": "2026-05-26T07:33:47.000Z", "commit": "09779eaa93ae9690ff6969185b716fb4e8476b0c", "fileid": "a8a8f2f2c8ab678800ef854c30396da03f6bfc556bcfee6baf517a703886de74", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/creus-marti/actions/runs/26438588105" }, { "r": "4.5.3", "os": "win", "version": "0.1.0", "date": "2026-05-26T07:33:28.000Z", "commit": "09779eaa93ae9690ff6969185b716fb4e8476b0c", "fileid": "14c26a4c5f08bc5e6abe8740c6ce93f7e4902dea989db2ee6858e444f4fb8e28", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/creus-marti/actions/runs/26438588105" }, { "r": "4.6.0", "os": "win", "version": "0.1.0", "date": "2026-05-26T07:33:27.000Z", "commit": "09779eaa93ae9690ff6969185b716fb4e8476b0c", "fileid": "4333b77ec84ac6fb61b89662fcfb1069100043ed39d792607d631b30719ea80d", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/creus-marti/actions/runs/26438588105" } ] }