{
  "_id": "6ab513fac18b73ce90b4f1b0",
  "Package": "ExNRuleEnsemble",
  "Type": "Package",
  "Title": "A k Nearest Neibour Ensemble Based on Extended Neighbourhood\nRule",
  "Version": "0.1.1",
  "Authors@R": "c(person(\"Amjad Ali\", role = c(\"aut\", \"cre\",\"cph\"), email = \"Amjad.ali@awkum.edu.pk\"), person(\"Muhammad Hamraz\", role = \"aut\"), person(\"Saeed Aldahmani\", role = \"aut\"), person(\"Zardad Khan\", role = \"aut\"))",
  "Description": "The extended neighbourhood rule for the k nearest\nneighbour ensemble where the neighbours are determined in k\nsteps. Starting from the first nearest observation of the test\npoint, the algorithm identifies a single observation that is\nclosest to the observation at the previous step. At each base\nlearner in the ensemble, this search is extended to k steps on\na random bootstrap sample with a random subset of features\nselected from the feature space. The final predicted class of\nthe test point is determined by using a majority vote in the\npredicted classes given by all base models. Amjad Ali, Muhammad\nHamraz, Naz Gul, Dost Muhammad Khan, Saeed Aldahmani, Zardad\nKhan (2022) <doi:10.48550/arXiv.2205.15111>.",
  "License": "GPL (>= 3)",
  "Encoding": "UTF-8",
  "LazyData": "true",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-09-24 12:11:06 UTC",
    "User": "root"
  },
  "Author": "Amjad Ali [aut, cre, cph], Muhammad Hamraz [aut], Saeed\nAldahmani [aut], Zardad Khan [aut]",
  "Maintainer": "Amjad Ali <Amjad.ali@awkum.edu.pk>",
  "Repository": "https://cran.r-universe.dev",
  "Date/Publication": "2022-12-19 14:00:11 UTC",
  "RemoteUrl": "https://github.com/cran/ExNRuleEnsemble",
  "RemoteRef": "HEAD",
  "RemoteSha": "7de7b4104a1d92ec19c3dc7328bc45122725d350",
  "_user": "cran",
  "_type": "src",
  "_file": "ExNRuleEnsemble_0.1.1.tar.gz",
  "_fileid": "https://r2.ropensci.org/4b841458938fb689925b89654cd8dbb5eb3c6a16c38821cc92993b453010288a",
  "_filesize": 102537,
  "_sha256": "4b841458938fb689925b89654cd8dbb5eb3c6a16c38821cc92993b453010288a",
  "_expires": "2027-01-02T12:13:44.000Z",
  "_created": "2026-09-24T12:11:06.000Z",
  "_published": "2026-09-24T12:13:46.521Z",
  "_jobs": [
    {
      "job": 107625811921,
      "time": 97,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "10806861570"
    },
    {
      "job": 107625811786,
      "time": 107,
      "config": "linux-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "10806323317"
    },
    {
      "job": 107624780489,
      "time": 182,
      "config": "source",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "10806352766"
    },
    {
      "job": 107625811668,
      "time": 118,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "10806867710"
    },
    {
      "job": 107625811878,
      "time": 79,
      "config": "windows-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "10806223421"
    },
    {
      "job": 107625811783,
      "time": 57,
      "config": "windows-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "10807185287"
    }
  ],
  "_host": "GitHub-Actions",
  "_buildurl": "https://github.com/r-universe/cran/actions/runs/35997139112",
  "_status": "success",
  "_upstream": "https://github.com/cran/ExNRuleEnsemble",
  "_commit": {
    "id": "7de7b4104a1d92ec19c3dc7328bc45122725d350",
    "author": "Amjad Ali <Amjad.ali@awkum.edu.pk>",
    "committer": "cran-robot <csardi.gabor+cran@gmail.com>",
    "message": "version 0.1.1\n",
    "time": 1671458411
  },
  "_maintainer": {
    "name": "Amjad Ali",
    "email": "amjad.ali@awkum.edu.pk"
  },
  "_distro": "resolute",
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 2.10",
      "role": "Depends"
    },
    {
      "package": "FNN",
      "role": "Imports"
    }
  ],
  "_owner": "cran",
  "_selfowned": false,
  "_usedby": 0,
  "_updates": [],
  "_tags": [],
  "_stars": 0,
  "_userbio": {
    "uuid": 6899542,
    "type": "organization",
    "name": "cran",
    "followers": 630,
    "description": "Unofficial read-only mirror of all CRAN R packages"
  },
  "_downloads": {
    "count": 249,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/ExNRuleEnsemble"
  },
  "_searchresults": 0,
  "_rbuild": "4.6.1",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/ExNRuleEnsemble.html",
    "extra/manual.pdf"
  ],
  "_realowner": "cran",
  "_cranurl": false,
  "_releases": [
    {
      "version": "0.1.0",
      "date": "2022-12-14"
    },
    {
      "version": "0.1.1",
      "date": "2022-12-19"
    }
  ],
  "_exports": [
    "ExNRule"
  ],
  "_datasets": [
    {
      "name": "ILPD",
      "title": "Indian Liver Patient Dataset",
      "object": "ILPD",
      "class": [
        "data.frame"
      ],
      "fields": [
        "v1",
        "v2",
        "v3",
        "v4",
        "v5",
        "v6",
        "v7",
        "v8",
        "v9",
        "v10",
        "Class"
      ],
      "rows": 583,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "ExNRule",
      "title": "The Extended Neighbourhood Rule for k Nearest Neibour Ensemble",
      "topics": [
        "ExNRule"
      ]
    },
    {
      "page": "ILPD",
      "title": "Indian Liver Patient Dataset",
      "topics": [
        "ILPD"
      ]
    }
  ],
  "_rundeps": [
    "FNN"
  ],
  "_score": 1,
  "_indexed": true,
  "_nocasepkg": "exnruleensemble",
  "_universes": [
    "cran"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.1.1",
      "date": "2026-09-24T12:12:55.000Z",
      "distro": "resolute",
      "commit": "7de7b4104a1d92ec19c3dc7328bc45122725d350",
      "fileid": "https://r2.ropensci.org/d39db1bc7fb9a0cc60903d171400bc8d6c641b7c07dc0b898601f5e92f37a0b0",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/35997139112"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "0.1.1",
      "date": "2026-09-24T12:13:02.000Z",
      "distro": "resolute",
      "commit": "7de7b4104a1d92ec19c3dc7328bc45122725d350",
      "fileid": "https://r2.ropensci.org/0ce1b3d64ad42b3b50567bc479217c19d9564c86bf08b815b1f789a721e75071",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/35997139112"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "0.1.1",
      "date": "2026-09-24T12:13:23.000Z",
      "commit": "7de7b4104a1d92ec19c3dc7328bc45122725d350",
      "fileid": "https://r2.ropensci.org/41c94ed01e398bcfac74d66bae4714884626fab0a7a9099820220e77d0aa8552",
      "status": "success",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/35997139112"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "0.1.1",
      "date": "2026-09-24T12:12:26.000Z",
      "commit": "7de7b4104a1d92ec19c3dc7328bc45122725d350",
      "fileid": "https://r2.ropensci.org/afcbe9becc38bf4bbddb97786ac17c589ed4810c922328298311dc8cc8569f17",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/35997139112"
    },
    {
      "r": "4.6.1",
      "os": "win",
      "version": "0.1.1",
      "date": "2026-09-24T12:12:07.000Z",
      "commit": "7de7b4104a1d92ec19c3dc7328bc45122725d350",
      "fileid": "https://r2.ropensci.org/55a0a1b1b378b1a7b94406a466ef1fe52db425f28c2e0c8d3f3a4e0c70ccc6a9",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/cran/actions/runs/35997139112"
    }
  ]
}