{
  "_id": "6a252e8e4b233be198395635",
  "Package": "MKclass",
  "Version": "0.5",
  "Date": "2023-09-17",
  "Title": "Statistical Classification",
  "Authors@R": "person(\"Matthias\", \"Kohl\", role = c(\"aut\", \"cre\"),\nemail = \"Matthias.Kohl@stamats.de\",\ncomment = c(ORCID = \"0000-0001-9514-8910\"))",
  "Author": "Matthias Kohl [aut, cre] (0000-0001-9514-8910)",
  "Maintainer": "Matthias Kohl <Matthias.Kohl@stamats.de>",
  "VignetteBuilder": "knitr",
  "Description": "Performance measures and scores for statistical\nclassification such as accuracy, sensitivity, specificity,\nrecall, similarity coefficients, AUC, GINI index, Brier score\nand many more. Calculation of optimal cut-offs and decision\nstumps (Iba and Langley (1991),\n<doi:10.1016/B978-1-55860-247-2.50035-8>) for all implemented\nperformance measures. Hosmer-Lemeshow goodness of fit tests\n(Lemeshow and Hosmer (1982),\n<doi:10.1093/oxfordjournals.aje.a113284>; Hosmer et al (1997),\n<doi:10.1002/(SICI)1097-0258(19970515)16:9%3C965::AID-SIM509%3E3.0.CO;2-O>).\nStatistical and epidemiological risk measures such as relative\nrisk, odds ratio, number needed to treat (Porta (2014),\n<doi:10.1093%2Facref%2F9780199976720.001.0001>).",
  "License": "LGPL-3",
  "URL": "https://github.com/stamats/MKclass",
  "Repository": "https://stamats.r-universe.dev",
  "Date/Publication": "2025-09-10 08:36:54 UTC",
  "RemoteUrl": "https://github.com/stamats/mkclass",
  "RemoteRef": "HEAD",
  "RemoteSha": "c01b704dca7eaef8fbd973f05b6e88281d2349b9",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-06-07 08:38:23 UTC",
    "User": "root"
  },
  "MD5sum": "356e185682f5495ac88c2338b52ccedd",
  "_user": "stamats",
  "_type": "src",
  "_file": "MKclass_0.5.tar.gz",
  "_fileid": "f9b225e5795700035da009765d709d7570e2ec80c0712bb1a82400db789f264f",
  "_filesize": 642340,
  "_sha256": "f9b225e5795700035da009765d709d7570e2ec80c0712bb1a82400db789f264f",
  "_created": "2026-06-07T08:38:23.000Z",
  "_published": "2026-06-07T08:40:46.690Z",
  "_distro": "noble",
  "_jobs": [
    {
      "job": 79944951660,
      "time": 110,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7462447106"
    },
    {
      "job": 79944951650,
      "time": 110,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7462447014"
    },
    {
      "job": 79944951668,
      "time": 76,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7462443215"
    },
    {
      "job": 79944951658,
      "time": 86,
      "config": "macos-release-arm64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7462444252"
    },
    {
      "job": 79944812405,
      "time": 151,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7462434143"
    },
    {
      "job": 79944951657,
      "time": 93,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7462445073"
    },
    {
      "job": 79944951654,
      "time": 81,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7462443714"
    },
    {
      "job": 79944951651,
      "time": 76,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7462443198"
    },
    {
      "job": 79944951662,
      "time": 79,
      "config": "windows-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7462443835"
    }
  ],
  "_buildurl": "https://github.com/r-universe/stamats/actions/runs/27087529190",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/stamats/mkclass",
  "_commit": {
    "id": "c01b704dca7eaef8fbd973f05b6e88281d2349b9",
    "author": "stamats <matthias.kohl@stamats.de>",
    "committer": "stamats <matthias.kohl@stamats.de>",
    "message": "changed link\n",
    "time": 1757493414
  },
  "_maintainer": {
    "name": "Matthias Kohl",
    "email": "matthias.kohl@stamats.de",
    "login": "stamats",
    "orcid": "0000-0001-9514-8910",
    "description": "Professor of Mathematics in Biology and Medicine at Furtwangen University",
    "uuid": 11901280
  },
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 4.0.0",
      "role": "Depends"
    },
    {
      "package": "stats",
      "role": "Imports"
    },
    {
      "package": "knitr",
      "role": "Suggests"
    },
    {
      "package": "rmarkdown",
      "role": "Suggests"
    },
    {
      "package": "foreach",
      "role": "Suggests"
    },
    {
      "package": "parallel",
      "role": "Suggests"
    },
    {
      "package": "doParallel",
      "role": "Suggests"
    }
  ],
  "_owner": "stamats",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [
    {
      "week": "2025-37",
      "n": 1
    }
  ],
  "_tags": [],
  "_stars": 2,
  "_contributors": [
    {
      "user": "stamats",
      "count": 65,
      "uuid": 11901280
    }
  ],
  "_userbio": {
    "uuid": 11901280,
    "type": "user",
    "name": "Matthias Kohl",
    "description": "Professor of Mathematics in Biology and Medicine at Furtwangen University"
  },
  "_downloads": {
    "count": 201,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/MKclass"
  },
  "_devurl": "https://github.com/stamats/mkclass",
  "_searchresults": 20,
  "_rbuild": "4.6.0",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/MKclass.html",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md",
    "manual.pdf"
  ],
  "_homeurl": "https://github.com/stamats/mkclass",
  "_realowner": "stamats",
  "_cranurl": true,
  "_releases": [
    {
      "version": "0.3",
      "date": "2020-10-10"
    },
    {
      "version": "0.5",
      "date": "2023-09-18"
    }
  ],
  "_exports": [
    "ACC",
    "AUC",
    "AUC.test",
    "BACC",
    "BBS",
    "BFG0",
    "BFG1",
    "BLR",
    "BPV",
    "BS",
    "BSS",
    "CKC",
    "confMatrix",
    "CRV",
    "CSI",
    "decisionStump",
    "DFM",
    "DOR",
    "DP",
    "DPp",
    "DPREV",
    "DR",
    "DSC",
    "EACC",
    "EC",
    "ER",
    "F1S",
    "FAR",
    "FBS",
    "FC",
    "FDR",
    "FIC",
    "FNR",
    "FO",
    "FOR",
    "FPR",
    "GINI",
    "HLgof.test",
    "HR",
    "INF",
    "INFQR",
    "JD",
    "JE2",
    "JSC",
    "MARK",
    "MCC",
    "MI2",
    "MR",
    "NBS",
    "NIR",
    "NLR",
    "NPOSTO",
    "NPOSTP",
    "NPREO",
    "NPREP",
    "NPV",
    "NU",
    "optCutoff",
    "or2rr",
    "pairwise.auc",
    "PBS",
    "PCC",
    "PD",
    "perfMeasures",
    "perfScores",
    "PFA",
    "PHIC",
    "PLR",
    "PMC",
    "POSTO",
    "POSTP",
    "PPP",
    "PPV",
    "PREC",
    "predValues",
    "PREO",
    "PREP",
    "PREV",
    "PROF",
    "REC",
    "RED",
    "risks",
    "RPHI",
    "rrCI",
    "RSI",
    "SEL",
    "SENS",
    "SMC",
    "SPEC",
    "SU",
    "TNR",
    "TPR",
    "TS",
    "UC",
    "VI2",
    "WACC",
    "WBS",
    "WLR",
    "WPV",
    "YJS"
  ],
  "_help": [
    {
      "page": "0MKclass-package",
      "title": "Statistical Classification.",
      "topics": [
        "MKclass-package",
        "MKclass"
      ]
    },
    {
      "page": "AUC",
      "title": "Compute AUC",
      "topics": [
        "AUC"
      ]
    },
    {
      "page": "AUCtest",
      "title": "AUC-Test",
      "topics": [
        "AUC.test"
      ]
    },
    {
      "page": "confMatrix",
      "title": "Compute Confusion Matrix",
      "topics": [
        "confMatrix"
      ]
    },
    {
      "page": "decisionStump",
      "title": "Compute Decision Stumps",
      "topics": [
        "decisionStump"
      ]
    },
    {
      "page": "HLgofTest",
      "title": "Hosmer-Lemeshow goodness of fit tests.",
      "topics": [
        "HLgof.test"
      ]
    },
    {
      "page": "optCutoff",
      "title": "Compute the Optimal Cutoff for Binary Classification",
      "topics": [
        "optCutoff"
      ]
    },
    {
      "page": "or2rr",
      "title": "Transform OR to RR",
      "topics": [
        "or2rr"
      ]
    },
    {
      "page": "pairwiseAUC",
      "title": "Compute pairwise AUCs",
      "topics": [
        "pairwise.auc"
      ]
    },
    {
      "page": "perfMeasures",
      "title": "Compute Performance Measures or Binary Classification",
      "topics": [
        "ACC",
        "BACC",
        "BFG0",
        "BFG1",
        "BLR",
        "BPV",
        "CKC",
        "CRV",
        "CSI",
        "DFM",
        "DOR",
        "DP",
        "DPp",
        "DPREV",
        "DR",
        "DSC",
        "EACC",
        "EC",
        "ER",
        "F1S",
        "FAR",
        "FBS",
        "FC",
        "FDR",
        "FIC",
        "FNR",
        "FO",
        "FOR",
        "FPR",
        "HR",
        "INF",
        "INFQR",
        "JD",
        "JE2",
        "JSC",
        "MARK",
        "MCC",
        "MI2",
        "MR",
        "NIR",
        "NLR",
        "NPOSTO",
        "NPOSTP",
        "NPREO",
        "NPREP",
        "NPV",
        "NU",
        "PCC",
        "PD",
        "perfMeasures",
        "PFA",
        "PHIC",
        "PLR",
        "PMC",
        "POSTO",
        "POSTP",
        "PPP",
        "PPV",
        "PREC",
        "PREO",
        "PREP",
        "PREV",
        "PROF",
        "REC",
        "RED",
        "RPHI",
        "RSI",
        "SEL",
        "SENS",
        "SMC",
        "SPEC",
        "SU",
        "TNR",
        "TPR",
        "TS",
        "UC",
        "VI2",
        "WACC",
        "WLR",
        "WPV",
        "YJS"
      ]
    },
    {
      "page": "perfScores",
      "title": "Compute Performance Scores for Binary Classification",
      "topics": [
        "BBS",
        "BS",
        "BSS",
        "GINI",
        "NBS",
        "PBS",
        "perfScores",
        "WBS"
      ]
    },
    {
      "page": "predValues",
      "title": "Compute PPV and NPV.",
      "topics": [
        "predValues"
      ]
    },
    {
      "page": "risks",
      "title": "Compute RR, OR and Other Risk Measures",
      "topics": [
        "risks"
      ]
    },
    {
      "page": "rrCI",
      "title": "Compute Approximate Confidence Interval for RR.",
      "topics": [
        "rrCI"
      ]
    }
  ],
  "_readme": "https://github.com/stamats/mkclass/raw/HEAD/README.md",
  "_rundeps": [],
  "_vignettes": [
    {
      "source": "MKclass.Rmd",
      "filename": "MKclass.html",
      "title": "Package MKclass",
      "author": "Matthias Kohl",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Introduction",
        "OR, RR and Other Risk Measures",
        "AUC",
        "Estimation",
        "Testing",
        "Pairwise",
        "PPV and NPV",
        "Performance Measures and Scores",
        "Optimal Cutoff",
        "Hosmer-Lemeshow and le Cessie-van Houwelingen-Copas-Hosmer",
        "sessionInfo"
      ],
      "created": "2019-08-16 07:56:17",
      "modified": "2022-12-01 20:01:05",
      "commits": 3
    }
  ],
  "_score": 4.301029995663981,
  "_indexed": true,
  "_nocasepkg": "mkclass",
  "_universes": [
    "stamats"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "0.5",
      "date": "2026-06-07T08:40:11.000Z",
      "distro": "noble",
      "commit": "c01b704dca7eaef8fbd973f05b6e88281d2349b9",
      "fileid": "c248443f54329f6e77368054beaba941061e93603d5ab6200d5c2ab722121920",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/stamats/actions/runs/27087529190"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "0.5",
      "date": "2026-06-07T08:40:10.000Z",
      "distro": "noble",
      "commit": "c01b704dca7eaef8fbd973f05b6e88281d2349b9",
      "fileid": "c35b5b5dd2b3ce4762d984715a4560018cb97999bd4baa0ec7cd792993276689",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/stamats/actions/runs/27087529190"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "0.5",
      "date": "2026-06-07T08:39:40.000Z",
      "commit": "c01b704dca7eaef8fbd973f05b6e88281d2349b9",
      "fileid": "461a5d644f0619473099eac810d6f9a2f1b658f42cd8d491714382a159c5544c",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/stamats/actions/runs/27087529190"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "0.5",
      "date": "2026-06-07T08:39:49.000Z",
      "commit": "c01b704dca7eaef8fbd973f05b6e88281d2349b9",
      "fileid": "05a12b15429d68915b4c2c5738c40b1146dca0199bd6b353188b0f557402bcf3",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/stamats/actions/runs/27087529190"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "0.5",
      "date": "2026-06-07T08:40:09.000Z",
      "commit": "c01b704dca7eaef8fbd973f05b6e88281d2349b9",
      "fileid": "9a82cbced63128859c7ec626a086f800366188d4f2576692daa77529d471c7ed",
      "status": "success",
      "buildurl": "https://github.com/r-universe/stamats/actions/runs/27087529190"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "0.5",
      "date": "2026-06-07T08:39:37.000Z",
      "commit": "c01b704dca7eaef8fbd973f05b6e88281d2349b9",
      "fileid": "973ffeda1b21be8f34d94b7ed478278c17d77b7d261436587473b29b489b8140",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/stamats/actions/runs/27087529190"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "0.5",
      "date": "2026-06-07T08:39:28.000Z",
      "commit": "c01b704dca7eaef8fbd973f05b6e88281d2349b9",
      "fileid": "53845581648cd5b21f880b5003bb10ffefa7489527e0b3254a250fc0dfdd4cbe",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/stamats/actions/runs/27087529190"
    },
    {
      "r": "4.6.0",
      "os": "win",
      "version": "0.5",
      "date": "2026-06-07T08:39:39.000Z",
      "commit": "c01b704dca7eaef8fbd973f05b6e88281d2349b9",
      "fileid": "8a2586c81b1d24d5c9d4e0e52dcf309ee25f895e2bfe463d3b92c6215bf0d88a",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/stamats/actions/runs/27087529190"
    }
  ]
}