{
  "_id": "6a1eb0c6b25058d4daadbadd",
  "Package": "MultNonParam",
  "Type": "Package",
  "Title": "Multivariate Nonparametric Methods",
  "Version": "1.3.9",
  "Date": "2023-08-29",
  "Authors@R": "c(person(\"John E.\", \"Kolassa\", email = \"kolassa@stat.rutgers.edu\", role =\"cre\"), person(\"Stephane\", \"Jankowski\", role =\"aut\"))",
  "Author": "John E. Kolassa [cre], Stephane Jankowski [aut]",
  "Maintainer": "John E. Kolassa <kolassa@stat.rutgers.edu>",
  "Description": "A collection of multivariate nonparametric methods,\nselected in part to support an MS level course in nonparametric\nstatistical methods. Methods include adjustments for multiple\ncomparisons, implementation of multivariate\nMann-Whitney-Wilcoxon testing, inversion of these tests to\nproduce a confidence region, some permutation tests for linear\nmodels, and some algorithms for calculating exact probabilities\nassociated with one- and two- stage testing involving\nMann-Whitney-Wilcoxon statistics.  Supported by grant NSF DMS\n1712839.  See Kolassa and Seifu (2013)\n<doi:10.1016/j.acra.2013.03.006>.",
  "License": "GPL-2",
  "LazyData": "true",
  "Encoding": "UTF-8",
  "NeedsCompilation": "yes",
  "RoxygenNote": "7.2.1",
  "Packaged": {
    "Date": "2026-06-02 10:22:49 UTC",
    "User": "root"
  },
  "Config/pak/sysreqs": "make",
  "Repository": "https://kolassa-dev.r-universe.dev",
  "Date/Publication": "2023-08-30 06:31:40 UTC",
  "RemoteUrl": "https://github.com/cran/MultNonParam",
  "RemoteRef": "HEAD",
  "RemoteSha": "5e18ee127c3d683b136d6843f0e463d5b4d31b76",
  "MD5sum": "ac8b5e1c6525d1a46bc9ce0bded39980",
  "_user": "kolassa-dev",
  "_type": "src",
  "_file": "MultNonParam_1.3.9.tar.gz",
  "_fileid": "82c8acb9b63539648ae47127ebd97bec67b9e53206295e359ea528e6bf58809d",
  "_filesize": 203017,
  "_sha256": "82c8acb9b63539648ae47127ebd97bec67b9e53206295e359ea528e6bf58809d",
  "_created": "2026-06-02T10:22:49.000Z",
  "_published": "2026-06-02T10:30:30.163Z",
  "_distro": "noble",
  "_jobs": [
    {
      "job": 79049852065,
      "time": 134,
      "config": "linux-devel-arm64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7355159069"
    },
    {
      "job": 79049852071,
      "time": 139,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7355159740"
    },
    {
      "job": 79049852042,
      "time": 165,
      "config": "linux-release-arm64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7355169018"
    },
    {
      "job": 79049852054,
      "time": 137,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7355158927"
    },
    {
      "job": 79049852049,
      "time": 178,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7355203871"
    },
    {
      "job": 79049852047,
      "time": 286,
      "config": "macos-oldrel-x86_64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7355237498"
    },
    {
      "job": 79049852073,
      "time": 211,
      "config": "macos-release-arm64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7355221553"
    },
    {
      "job": 79049852076,
      "time": 256,
      "config": "macos-release-x86_64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7355198939"
    },
    {
      "job": 79049409386,
      "time": 162,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7355112432"
    },
    {
      "job": 79049852012,
      "time": 103,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7355147275"
    },
    {
      "job": 79049852120,
      "time": 154,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7355165159"
    },
    {
      "job": 79049852013,
      "time": 99,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7355146358"
    },
    {
      "job": 79049852070,
      "time": 105,
      "config": "windows-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7355148229"
    }
  ],
  "_buildurl": "https://github.com/r-universe/kolassa-dev/actions/runs/26813517708",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/cran/MultNonParam",
  "_commit": {
    "id": "5e18ee127c3d683b136d6843f0e463d5b4d31b76",
    "author": "John E. Kolassa <kolassa@stat.rutgers.edu>",
    "committer": "cran-robot <csardi.gabor+cran@gmail.com>",
    "message": "version 1.3.9\n",
    "time": 1693377100
  },
  "_maintainer": {
    "name": "John E. Kolassa",
    "email": "kolassa@stat.rutgers.edu",
    "login": "kolassa-dev",
    "description": "",
    "uuid": 59569537
  },
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 2.10",
      "role": "Depends"
    },
    {
      "package": "ICSNP",
      "role": "Depends"
    }
  ],
  "_owner": "cran",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [],
  "_tags": [],
  "_stars": 0,
  "_contributors": [
    {
      "user": "kolassa-dev",
      "count": 17,
      "uuid": 59569537
    }
  ],
  "_userbio": {
    "uuid": 59569537,
    "type": "user",
    "name": "John Kolassa"
  },
  "_downloads": {
    "count": 255,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/MultNonParam"
  },
  "_mentions": 1,
  "_searchresults": 16,
  "_topics": [
    "openblas",
    "fortran"
  ],
  "_rbuild": "4.6.0",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/MultNonParam.html",
    "manual.pdf"
  ],
  "_realowner": "kolassa-dev",
  "_cranurl": false,
  "_releases": [
    {
      "version": "1.0",
      "date": "2014-08-25"
    },
    {
      "version": "1.1",
      "date": "2015-09-16"
    },
    {
      "version": "1.2",
      "date": "2015-10-06"
    },
    {
      "version": "1.2.1",
      "date": "2015-10-07"
    },
    {
      "version": "1.2.3",
      "date": "2016-08-28"
    },
    {
      "version": "1.2.5",
      "date": "2016-10-21"
    },
    {
      "version": "1.2.6",
      "date": "2018-06-08"
    },
    {
      "version": "1.2.8",
      "date": "2019-09-07"
    },
    {
      "version": "1.3.0",
      "date": "2019-11-15"
    },
    {
      "version": "1.3.2",
      "date": "2020-02-14"
    },
    {
      "version": "1.3.3",
      "date": "2020-03-10"
    },
    {
      "version": "1.3.4",
      "date": "2020-06-09"
    },
    {
      "version": "1.3.5",
      "date": "2021-06-03"
    },
    {
      "version": "1.3.6",
      "date": "2021-09-30"
    },
    {
      "version": "1.3.7",
      "date": "2022-10-21"
    },
    {
      "version": "1.3.8",
      "date": "2022-11-30"
    },
    {
      "version": "1.3.9",
      "date": "2023-08-30"
    }
  ],
  "_exports": [
    "aov.P",
    "betatest",
    "dconcordant",
    "dmannwhitney",
    "ecdfcis",
    "exactquantileci",
    "genscorestat",
    "higgins.fisher.kruskal.test",
    "kweffectsize",
    "kwpower",
    "kwsamplesize",
    "mannwhitney.test",
    "mood.median.test",
    "nextp",
    "page.test.unbalanced",
    "pairwiseprobabilities",
    "pconcordant",
    "powerplot",
    "probabilityderiv",
    "probest",
    "qconcordant",
    "sensitivity.plot",
    "shiftcr",
    "solvencp",
    "symscorestat",
    "terpstra.test",
    "terpstrapower",
    "testve",
    "theil",
    "tukey.kruskal.test",
    "twosamplesurvpvs",
    "twosamplesurvtests",
    "util.jplot"
  ],
  "_datasets": [
    {
      "name": "prostate",
      "title": "prostate",
      "object": "prostate",
      "class": [
        "data.frame"
      ],
      "fields": [
        "hosp",
        "disease",
        "stage",
        "gleason",
        "psa",
        "age",
        "advanced"
      ],
      "rows": 101,
      "table": true,
      "tojson": true
    },
    {
      "name": "sotiriou",
      "title": "Breast cancer data set",
      "object": "sotiriou",
      "class": [
        "data.frame"
      ],
      "fields": [
        "AGE",
        "TUMOR_SIZE",
        "recur",
        "ELSTON.ELLIS_GRADE",
        "TAMOXIFEN_TREATMENT"
      ],
      "rows": 187,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "MultNonParam-package",
      "title": "MultNonParam",
      "topics": [
        "MultNonParam-package",
        "MultNonParam"
      ]
    },
    {
      "page": "aov.P",
      "title": "One-way ANOVA using permutation tests",
      "topics": [
        "aov.P"
      ]
    },
    {
      "page": "betatest",
      "title": "Permutation test of assication",
      "topics": [
        "betatest"
      ]
    },
    {
      "page": "dconcordant",
      "title": "Calculate the probability atom of the count of concordant pairs among indpendent pairs of random variables.",
      "topics": [
        "dconcordant"
      ]
    },
    {
      "page": "dmannwhitney",
      "title": "Mann Whitney Probability Mass function",
      "topics": [
        "dmannwhitney"
      ]
    },
    {
      "page": "ecdfcis",
      "title": "Confidence Intervals for Empirical Cumulative Distribution Functions",
      "topics": [
        "ecdfcis"
      ]
    },
    {
      "page": "exactquantileci",
      "title": "Exact Quantile Confidence Interval",
      "topics": [
        "exactquantileci"
      ]
    },
    {
      "page": "genscorestat",
      "title": "Normal-theory two sample scorestatistic.",
      "topics": [
        "genscorestat"
      ]
    },
    {
      "page": "higgins.fisher.kruskal.test",
      "title": "Fisher's LSD method applied to the Kruskal-Wallis test",
      "topics": [
        "higgins.fisher.kruskal.test"
      ]
    },
    {
      "page": "kweffectsize",
      "title": "Sample Size for the Kruskal-Wallis test.",
      "topics": [
        "kweffectsize"
      ]
    },
    {
      "page": "kwpower",
      "title": "Power for the Kruskal-Wallis test.",
      "topics": [
        "kwpower"
      ]
    },
    {
      "page": "kwsamplesize",
      "title": "Sample Size for the Kruskal-Wallis test.",
      "topics": [
        "kwsamplesize"
      ]
    },
    {
      "page": "mannwhitney.test",
      "title": "Perform the Mann Whitney two-sample test",
      "topics": [
        "mannwhitney.test"
      ]
    },
    {
      "page": "mood.median.test",
      "title": "Mood's Median test, extended to odd sample sizes.",
      "topics": [
        "mood.median.test"
      ]
    },
    {
      "page": "nextp",
      "title": "Next permutation",
      "topics": [
        "nextp"
      ]
    },
    {
      "page": "page.test.unbalanced",
      "title": "Perform Page test for unbalanced two-way design",
      "topics": [
        "page.test.unbalanced"
      ]
    },
    {
      "page": "pairwiseprobabilities",
      "title": "Pairwise probabilities of Exceedence",
      "topics": [
        "pairwiseprobabilities"
      ]
    },
    {
      "page": "pconcordant",
      "title": "Calculate the cumulative distribution of the count of concordant pairs among indpendent pairs of random variables.",
      "topics": [
        "pconcordant"
      ]
    },
    {
      "page": "powerplot",
      "title": "Power Plot",
      "topics": [
        "powerplot"
      ]
    },
    {
      "page": "probabilityderiv",
      "title": "Derivative of pairwise probabilities of Exceedence",
      "topics": [
        "probabilityderiv"
      ]
    },
    {
      "page": "probest",
      "title": "Stratified Multivariate Kawaguchi Koch Wang Estimators",
      "topics": [
        "probest"
      ]
    },
    {
      "page": "prostate",
      "title": "prostate",
      "topics": [
        "prostate"
      ]
    },
    {
      "page": "qconcordant",
      "title": "Calculate the quantiles of the count of concordant pairs among indpendent pairs of random variables.",
      "topics": [
        "qconcordant"
      ]
    },
    {
      "page": "sensitivity.plot",
      "title": "Compare the sensitivity of different statistics.",
      "topics": [
        "sensitivity.plot"
      ]
    },
    {
      "page": "shiftcr",
      "title": "Nonparametric Confidence Region for a Vector Shift Parameter",
      "topics": [
        "shiftcr"
      ]
    },
    {
      "page": "solvencp",
      "title": "Noncentrality Parameter for a Given Level and Power",
      "topics": [
        "solvencp"
      ]
    },
    {
      "page": "sotiriou",
      "title": "Breast cancer data set",
      "topics": [
        "sotiriou"
      ]
    },
    {
      "page": "symscorestat",
      "title": "Generalization of Wilcoxon signed rank test",
      "topics": [
        "symscorestat"
      ]
    },
    {
      "page": "terpstra.test",
      "title": "Perform the Terpstra version of the multi-ordered-sample test",
      "topics": [
        "terpstra.test"
      ]
    },
    {
      "page": "terpstrapower",
      "title": "Power for the nonparametric Terpstra test for an ordered effect.",
      "topics": [
        "terpstrapower"
      ]
    },
    {
      "page": "testve",
      "title": "Diagnosis for multivariate stratified Kawaguchi - Koch - Wang method",
      "topics": [
        "testve"
      ]
    },
    {
      "page": "theil",
      "title": "Perform the Theil nonparametric estimation and confidence interval for a slope parameter.",
      "topics": [
        "theil"
      ]
    },
    {
      "page": "tukey.kruskal.test",
      "title": "Tukey HSD procedure",
      "topics": [
        "tukey.kruskal.test"
      ]
    },
    {
      "page": "twosamplesurvpvs",
      "title": "Two Sample Omnibus Tests of Survival Curves",
      "topics": [
        "twosamplesurvpvs"
      ]
    },
    {
      "page": "twosamplesurvtests",
      "title": "Two Sample Omnibus Tests of Survival Curves",
      "topics": [
        "twosamplesurvtests"
      ]
    },
    {
      "page": "util.jplot",
      "title": "Plot a curve, skipping bits where there is a large jump.",
      "topics": [
        "util.jplot"
      ]
    }
  ],
  "_rundeps": [
    "DBI",
    "ICS",
    "ICSNP",
    "lattice",
    "Matrix",
    "minqa",
    "mitools",
    "mvtnorm",
    "numDeriv",
    "Rcpp",
    "RcppArmadillo",
    "survey",
    "survival"
  ],
  "_sysdeps": [
    {
      "shlib": "liblapack",
      "package": "libopenblas0-pthread",
      "source": "openblas",
      "version": "0.3.26+ds-1ubuntu0.1",
      "name": "openblas",
      "homepage": "https://www.openblas.net/",
      "description": "Optimized BLAS (linear algebra) library (shared lib, pthread)"
    },
    {
      "shlib": "libgfortran",
      "package": "libgfortran5",
      "source": "gcc",
      "version": "14.2.0-4ubuntu2~24.04.1",
      "name": "fortran",
      "homepage": "http://gcc.gnu.org/",
      "description": "Runtime library for GNU Fortran applications"
    }
  ],
  "_score": 1.2041199826559248,
  "_indexed": true,
  "_nocasepkg": "multnonparam",
  "_universes": [
    "kolassa-dev"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "1.3.9",
      "date": "2026-06-02T10:25:04.000Z",
      "distro": "noble",
      "arch": "aarch64",
      "commit": "5e18ee127c3d683b136d6843f0e463d5b4d31b76",
      "fileid": "d67b0e0080aeb5f56cc3833428ed78972831f2f532ee2027d2bf14745555a2f1",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/kolassa-dev/actions/runs/26813517708"
    },
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "1.3.9",
      "date": "2026-06-02T10:25:00.000Z",
      "distro": "noble",
      "arch": "x86_64",
      "commit": "5e18ee127c3d683b136d6843f0e463d5b4d31b76",
      "fileid": "d396daa1f5b8ab36c8eef6ad652e60f85208c1f9f3ec2c305cc795943c8dc0f9",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/kolassa-dev/actions/runs/26813517708"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "1.3.9",
      "date": "2026-06-02T10:25:32.000Z",
      "distro": "noble",
      "arch": "aarch64",
      "commit": "5e18ee127c3d683b136d6843f0e463d5b4d31b76",
      "fileid": "84eac500a8847a6bb2ec2dfb962fccb190d1b23aed3bd6798240338bc60f2128",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/kolassa-dev/actions/runs/26813517708"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "1.3.9",
      "date": "2026-06-02T10:24:56.000Z",
      "distro": "noble",
      "arch": "x86_64",
      "commit": "5e18ee127c3d683b136d6843f0e463d5b4d31b76",
      "fileid": "0630215a14b2fafce9cbe6c3548f1822eecdf4d5cafd41748f91bcff93b0b107",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/kolassa-dev/actions/runs/26813517708"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "1.3.9",
      "date": "2026-06-02T10:27:24.000Z",
      "arch": "aarch64",
      "commit": "5e18ee127c3d683b136d6843f0e463d5b4d31b76",
      "fileid": "a7022c0a1c8e0b1c9988722947e94928bf68823a5e62d450d8e5f47f00e946c4",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/kolassa-dev/actions/runs/26813517708"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "1.3.9",
      "date": "2026-06-02T10:28:43.000Z",
      "arch": "x86_64",
      "commit": "5e18ee127c3d683b136d6843f0e463d5b4d31b76",
      "fileid": "7e55724327c82608c49a31793bd957b67e529cb9a4253f8ee0da156f7f492e0c",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/kolassa-dev/actions/runs/26813517708"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "1.3.9",
      "date": "2026-06-02T10:27:59.000Z",
      "arch": "aarch64",
      "commit": "5e18ee127c3d683b136d6843f0e463d5b4d31b76",
      "fileid": "4b4a7ae86579331ae5ece96f2ca18623c47a26618f1d23b8f40ad39718338a8b",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/kolassa-dev/actions/runs/26813517708"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "1.3.9",
      "date": "2026-06-02T10:26:42.000Z",
      "arch": "x86_64",
      "commit": "5e18ee127c3d683b136d6843f0e463d5b4d31b76",
      "fileid": "5169d118f49c2f6742c262e511a8f7a2f8f2cc80917696d50e55b6544a6e6ed5",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/kolassa-dev/actions/runs/26813517708"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "1.3.9",
      "date": "2026-06-02T10:24:54.000Z",
      "arch": "emscripten",
      "commit": "5e18ee127c3d683b136d6843f0e463d5b4d31b76",
      "fileid": "44ec51af855af3cbb341210cd642850fd0b621c17e508207f0e8fa4183752695",
      "status": "success",
      "buildurl": "https://github.com/r-universe/kolassa-dev/actions/runs/26813517708"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "1.3.9",
      "date": "2026-06-02T10:24:23.000Z",
      "arch": "x86_64",
      "commit": "5e18ee127c3d683b136d6843f0e463d5b4d31b76",
      "fileid": "0f99d915c10609359da4078248df54f857ec8954796ebbd24ac68df9579dcfc9",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/kolassa-dev/actions/runs/26813517708"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "1.3.9",
      "date": "2026-06-02T10:24:01.000Z",
      "arch": "x86_64",
      "commit": "5e18ee127c3d683b136d6843f0e463d5b4d31b76",
      "fileid": "b266eb7891e3e21137e470feabb78f82ae3492e3b4a4b9a49deb3ca7b58e0231",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/kolassa-dev/actions/runs/26813517708"
    },
    {
      "r": "4.6.0",
      "os": "win",
      "version": "1.3.9",
      "date": "2026-06-02T10:24:04.000Z",
      "arch": "x86_64",
      "commit": "5e18ee127c3d683b136d6843f0e463d5b4d31b76",
      "fileid": "29836bfe4b118c2b0b1330739f44059b3c17521f15b5e536f346531a4e054a2b",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/kolassa-dev/actions/runs/26813517708"
    }
  ]
}