{ "_id": "6a532cf69b92047c28d562e5", "Package": "Kira", "Type": "Package", "Title": "Machine Learning", "Version": "1.0.8", "Date": "2026-04-13", "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)", "Maintainer": "Paulo Cesar Ossani ", "Packaged": { "Date": "2026-07-12 05:55:33 UTC", "User": "root" }, "Repository": "https://cran.r-universe.dev", "Date/Publication": "2026-04-13 21:11:29 UTC", "RemoteUrl": "https://github.com/cran/Kira", "RemoteRef": "HEAD", "RemoteSha": "30802c472b77f8e231019ca7a7e0e923793fec49", "_user": "cran", "_type": "src", "_file": "Kira_1.0.8.tar.gz", "_fileid": "https://r2.ropensci.org/bb9fa37ac0218bf7b7f38976edfa3768935e16d30a03abf46606b2a459a1dde8", "_filesize": 179329, "_sha256": "bb9fa37ac0218bf7b7f38976edfa3768935e16d30a03abf46606b2a459a1dde8", "_expires": "2026-10-20T05:58:12.000Z", "_created": "2026-07-12T05:55:33.000Z", "_published": "2026-07-12T05:58:14.531Z", "_jobs": [ { "job": 86620982425, "time": 119, "config": "linux-devel-arm64", "r": "4.7.0", "check": "OK", "artifact": "8256692081" }, { "job": 86620982423, "time": 105, "config": "linux-devel-x86_64", "r": "4.7.0", "check": "OK", "artifact": "8256689615" }, { "job": 86620982430, "time": 116, "config": "linux-release-arm64", "r": "4.6.1", "check": "OK", "artifact": "8256691845" }, { "job": 86620982432, "time": 111, "config": "linux-release-x86_64", "r": "4.6.1", "check": "OK", "artifact": "8256690740" }, { "job": 86620824840, "time": 147, "config": "source", "r": "4.6.1", "check": "OK", "artifact": "8256673892" }, { "job": 86620982411, "time": 97, "config": "wasm-release", "r": "4.6.0", "check": "OK", "artifact": "8256688682" } ], "_host": "GitHub-Actions", "_buildurl": "https://github.com/r-universe/cran/actions/runs/29181819368", "_status": "success", "_upstream": "https://github.com/cran/Kira", "_commit": { "id": "30802c472b77f8e231019ca7a7e0e923793fec49", "author": "Paulo Cesar Ossani ", "committer": "cran-robot ", "message": "version 1.0.8\n", "time": 1776114689 }, "_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 } ], "_tags": [ { "name": "1.0.8", "date": "2026-04-13" } ], "_stars": 0, "_userbio": { "uuid": 6899542, "type": "organization", "name": "cran", "followers": 618, "description": "Unofficial read-only mirror of all CRAN R packages" }, "_downloads": { "count": 423, "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/Kira" }, "_searchresults": 1, "_rbuild": "4.6.1", "_assets": [ "extra/citation.cff", "extra/citation.html", "extra/citation.json", "extra/citation.txt", "extra/contents.json", "extra/Kira.html", "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" } ], "_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, "_indexed": true, "_nocasepkg": "kira", "_universes": [ "cran" ], "_binaries": [ { "r": "4.7.0", "os": "linux", "version": "1.0.8", "date": "2026-07-12T05:57:46.000Z", "distro": "resolute", "arch": "aarch64", "commit": "30802c472b77f8e231019ca7a7e0e923793fec49", "fileid": "https://r2.ropensci.org/e394ee20cfab7ccf3b10202b021084cc0e2bf741c03ce62f407d0025354e1578", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/cran/actions/runs/29181819368" }, { "r": "4.7.0", "os": "linux", "version": "1.0.8", "date": "2026-07-12T05:57:24.000Z", "distro": "resolute", "arch": "x86_64", "commit": "30802c472b77f8e231019ca7a7e0e923793fec49", "fileid": "https://r2.ropensci.org/644af7069f06d5b296b3347cd2f609bb15692c533e572826a0f6564e7f30a8b2", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/cran/actions/runs/29181819368" }, { "r": "4.6.1", "os": "linux", "version": "1.0.8", "date": "2026-07-12T05:57:43.000Z", "distro": "resolute", "arch": "aarch64", "commit": "30802c472b77f8e231019ca7a7e0e923793fec49", "fileid": "https://r2.ropensci.org/070449b0e6324b1658a530712d3b831119cc99cc7b0808a74d9b1a7d0e1f24e0", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/cran/actions/runs/29181819368" }, { "r": "4.6.1", "os": "linux", "version": "1.0.8", "date": "2026-07-12T05:57:31.000Z", "distro": "resolute", "arch": "x86_64", "commit": "30802c472b77f8e231019ca7a7e0e923793fec49", "fileid": "https://r2.ropensci.org/697cfcf1a3595a97732dff68d7a82aa4a427698fbc44af4591671e858494a7fb", "status": "success", "check": "OK", "buildurl": "https://github.com/r-universe/cran/actions/runs/29181819368" }, { "r": "4.6.0", "os": "wasm", "version": "1.0.8", "date": "2026-07-12T05:57:28.000Z", "arch": "emscripten", "commit": "30802c472b77f8e231019ca7a7e0e923793fec49", "fileid": "https://r2.ropensci.org/949469212005fadee29776cb51082429fef4f6bceb732f31fee79cab6d32eac4", "status": "success", "buildurl": "https://github.com/r-universe/cran/actions/runs/29181819368" } ] }