{
  "_id": "6a1027fcacfb0bcc41c906dd",
  "Package": "MixGHD",
  "Type": "Package",
  "Title": "Model Based Clustering, Classification and Discriminant Analysis\nUsing the Mixture of Generalized Hyperbolic Distributions",
  "Version": "2.3.7",
  "Date": "2022-05-10",
  "Maintainer": "Cristina Tortora <grikris1@gmail.com>",
  "Author": "Cristina Tortora [aut, cre, cph], Aisha ElSherbiny [com], Ryan\nP. Browne [aut, cph], Brian C. Franczak [aut, cph], and Paul D.\nMcNicholas [aut, cph], and Donald D. Amos [ctb].",
  "Description": "Carries out model-based clustering, classification and\ndiscriminant analysis using five different models. The models\nare all based on the generalized hyperbolic distribution. The\nfirst model 'MGHD' (Browne and McNicholas (2015)\n<doi:10.1002/cjs.11246>) is the classical mixture of\ngeneralized hyperbolic distributions. The 'MGHFA' (Tortora et\nal. (2016) <doi:10.1007/s11634-015-0204-z>) is the mixture of\ngeneralized hyperbolic factor analyzers for high dimensional\ndata sets. The 'MSGHD' is the mixture of multiple scaled\ngeneralized hyperbolic distributions, the 'cMSGHD' is a 'MSGHD'\nwith convex contour plots and the 'MCGHD', mixture of coalesced\ngeneralized hyperbolic distributions is a new more flexible\nmodel (Tortora et al. (2019)<doi:10.1007/s00357-019-09319-3>.\nThe paper related to the software can be found at\n<doi:10.18637/jss.v098.i03>.",
  "NeedsCompilation": "no",
  "License": "GPL (>= 2)",
  "Packaged": {
    "Date": "2026-05-13 08:18:15 UTC",
    "User": "root"
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  "Repository": "https://cran.r-universe.dev",
  "Date/Publication": "2022-05-11 10:50:07 UTC",
  "RemoteUrl": "https://github.com/cran/MixGHD",
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    "author": "Cristina Tortora <grikris1@gmail.com>",
    "committer": "cran-robot <csardi.gabor+cran@gmail.com>",
    "message": "version 2.3.7\n",
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    "email": "grikris1@gmail.com"
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  "_dependencies": [
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      "role": "Depends"
    },
    {
      "package": "R",
      "version": ">= 3.1.3",
      "role": "Depends"
    },
    {
      "package": "Bessel",
      "role": "Imports"
    },
    {
      "package": "stats",
      "role": "Imports"
    },
    {
      "package": "mvtnorm",
      "role": "Imports"
    },
    {
      "package": "ghyp",
      "role": "Imports"
    },
    {
      "package": "numDeriv",
      "role": "Imports"
    },
    {
      "package": "mixture",
      "role": "Imports"
    },
    {
      "package": "e1071",
      "role": "Imports"
    },
    {
      "package": "cluster",
      "role": "Imports"
    },
    {
      "package": "methods",
      "role": "Imports"
    }
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  "_owner": "cran",
  "_selfowned": false,
  "_usedby": 1,
  "_updates": [],
  "_tags": [],
  "_stars": 1,
  "_userbio": {
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    "type": "organization",
    "name": "cran",
    "description": "Unofficial read-only mirror of all CRAN R packages"
  },
  "_downloads": {
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    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/MixGHD"
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  "_rbuild": "4.6.0",
  "_assets": [
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    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/MixGHD.html",
    "manual.pdf"
  ],
  "_realowner": "cran",
  "_cranurl": false,
  "_releases": [
    {
      "version": "1.0",
      "date": "2014-07-22"
    },
    {
      "version": "1.1",
      "date": "2014-10-22"
    },
    {
      "version": "1.2",
      "date": "2014-12-10"
    },
    {
      "version": "1.3",
      "date": "2014-12-23"
    },
    {
      "version": "1.4",
      "date": "2015-03-04"
    },
    {
      "version": "1.5",
      "date": "2015-04-30"
    },
    {
      "version": "1.6",
      "date": "2015-05-26"
    },
    {
      "version": "1.7",
      "date": "2015-06-25"
    },
    {
      "version": "1.8",
      "date": "2015-09-24"
    },
    {
      "version": "2.0",
      "date": "2016-10-07"
    },
    {
      "version": "2.1",
      "date": "2017-01-06"
    },
    {
      "version": "2.2",
      "date": "2018-01-31"
    },
    {
      "version": "2.3",
      "date": "2019-02-21"
    },
    {
      "version": "2.3.1",
      "date": "2019-03-18"
    },
    {
      "version": "2.3.2",
      "date": "2019-04-12"
    },
    {
      "version": "2.3.3",
      "date": "2019-08-22"
    },
    {
      "version": "2.3.4",
      "date": "2020-12-04"
    },
    {
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      "date": "2021-05-28"
    },
    {
      "version": "2.3.6",
      "date": "2021-10-02"
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      "date": "2022-05-11"
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    "cMSGHD",
    "coef",
    "contourpl",
    "DA",
    "dCGHD",
    "dGHD",
    "dMSGHD",
    "MCGHD",
    "MGHD",
    "MGHFA",
    "MSGHD",
    "plot",
    "plot.MixGHD",
    "predict",
    "rCGHD",
    "rGHD",
    "rMSGHD",
    "summary",
    "summary.MixGHD"
  ],
  "_datasets": [
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      "name": "banknote",
      "title": "Swiss Banknote data",
      "object": "banknote",
      "file": "banknote.rda",
      "class": [
        "data.frame"
      ],
      "fields": [
        "Status",
        "Length",
        "Left",
        "Right",
        "Bottom",
        "Top",
        "Diagonal"
      ],
      "rows": 200,
      "table": true,
      "tojson": true
    },
    {
      "name": "bankruptcy",
      "title": "Bankruptcy data",
      "object": "bankruptcy",
      "file": "bankruptcy.rda",
      "class": [
        "data.frame"
      ],
      "fields": [
        "Y",
        "RE",
        "EBIT"
      ],
      "rows": 66,
      "table": true,
      "tojson": true
    },
    {
      "name": "sonar",
      "title": "Sonar data",
      "object": "sonar",
      "file": "sonar.rda",
      "class": [
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      ],
      "fields": [
        "V1",
        "V2",
        "V3",
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        "V28",
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        "V31",
        "V32",
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        "V35",
        "V36",
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        "V38",
        "V39",
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        "V43",
        "V44",
        "V45",
        "V46",
        "V47",
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        "V50",
        "V51",
        "V52",
        "V53",
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        "V58",
        "V59",
        "V60",
        "V61"
      ],
      "rows": 208,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "ARI",
      "title": "Adjusted Rand Index.",
      "topics": [
        "ARI"
      ]
    },
    {
      "page": "banknote",
      "title": "Swiss Banknote data",
      "topics": [
        "banknote"
      ]
    },
    {
      "page": "bankruptcy",
      "title": "Bankruptcy data",
      "topics": [
        "bankruptcy"
      ]
    },
    {
      "page": "cMSGHD",
      "title": "Convex mixture of multiple scaled generalized hyperbolic distributions (cMSGHD).",
      "topics": [
        "cMSGHD"
      ]
    },
    {
      "page": "coef",
      "title": "Coefficients for objects of class MixGHD",
      "topics": [
        "coef,MixGHD,missing-method",
        "coef,MixGHD-method",
        "coef.MixGHD"
      ]
    },
    {
      "page": "contourpl",
      "title": "Contour plot",
      "topics": [
        "contourpl"
      ]
    },
    {
      "page": "DA",
      "title": "Discriminant analysis using the mixture of generalized hyperbolic distributions.",
      "topics": [
        "DA"
      ]
    },
    {
      "page": "dCGHD",
      "title": "Density of a coalesced generalized hyperbolic distribution (MSGHD).",
      "topics": [
        "dCGHD"
      ]
    },
    {
      "page": "dGHD",
      "title": "Density of a generalized hyperbolic distribution (GHD).",
      "topics": [
        "dGHD"
      ]
    },
    {
      "page": "dMSGHD",
      "title": "Density of a mulitple-scaled generalized hyperbolic distribution (MSGHD).",
      "topics": [
        "dMSGHD"
      ]
    },
    {
      "page": "MCGHD",
      "title": "Mixture of coalesced generalized hyperbolic distributions (MCGHD).",
      "topics": [
        "MCGHD"
      ]
    },
    {
      "page": "MGHD",
      "title": "Mixture of generalized hyperbolic distributions (MGHD).",
      "topics": [
        "MGHD"
      ]
    },
    {
      "page": "MGHFA",
      "title": "Mixture of generalized hyperbolic factor analyzers (MGHFA).",
      "topics": [
        "MGHFA"
      ]
    },
    {
      "page": "MixGHD",
      "title": "Class \"MixGHD\"",
      "topics": [
        "MixGHD"
      ]
    },
    {
      "page": "MixGHD-class",
      "title": "Class MixGHD.",
      "topics": [
        "MixGHD-class"
      ]
    },
    {
      "page": "MSGHD",
      "title": "Mixture of multiple scaled generalized hyperbolic distributions (MSGHD).",
      "topics": [
        "MSGHD"
      ]
    },
    {
      "page": "plot.MixGHD",
      "title": "Plot objects of class MixGHD.",
      "topics": [
        "plot,MixGHD,missing-method",
        "plot,MixGHD-method",
        "plot.MixGHD"
      ]
    },
    {
      "page": "predict",
      "title": "Membership prediction for objects of class MixGHD",
      "topics": [
        "predict,MixGHD,missing-method",
        "predict,MixGHD-method",
        "predict.MixGHD"
      ]
    },
    {
      "page": "rCGHD",
      "title": "Pseudo random number generation from a coalesced generalized hyperbolic distribution (MSGHD).",
      "topics": [
        "rCGHD"
      ]
    },
    {
      "page": "rGHD",
      "title": "Pseudo random number generation from a generalized hyperbolic distribution (GHD).",
      "topics": [
        "rGHD"
      ]
    },
    {
      "page": "rMSGHD",
      "title": "Pseudo random number generation from a mulitple-scaled generalized hyperbolic distribution (MSGHD).",
      "topics": [
        "rMSGHD"
      ]
    },
    {
      "page": "sonar",
      "title": "Sonar data",
      "topics": [
        "sonar"
      ]
    },
    {
      "page": "summary.MixGHD",
      "title": "Plot objects of class MixGHD.",
      "topics": [
        "summary",
        "summary.MixGHD"
      ]
    }
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