{
  "_id": "6a10724facfb0bcc41cabf00",
  "Package": "roahd",
  "Type": "Package",
  "Title": "Robust Analysis of High Dimensional Data",
  "Version": "1.4.3.9000",
  "Authors@R": "c( \nperson(given = \"Nicholas\",\nfamily = \"Tarabelloni\",\nrole = \"aut\",\nemail = \"nicholas.tarabelloni@polimi.it\"),\nperson(given = \"Ana\",\nfamily = \"Arribas-Gil\",\nrole = \"aut\",\nemail = \"aarribas@est-econ.uc3m.es\"),\nperson(given = \"Francesca\",\nfamily = \"Ieva\",\nrole = \"aut\",\nemail = \"francesca.ieva@polimi.it\"),\nperson(given = \"Anna Maria\",\nfamily = \"Paganoni\",\nrole = \"aut\",\nemail = \"anna.paganoni@polimi.it\"),\nperson(given = \"Juan\",\nfamily = \"Romo\",\nrole = \"aut\",\nemail = \"romo@est-econ.uc3m.es\"),\nperson(given = \"Francesco\",\nfamily = \"Palma\",\nrole = \"ctb\",\nemail = \"frapalma7892@gmail.com\"),\nperson(given = \"Aymeric\",\nfamily = \"Stamm\",\nrole = c(\"ctb\", \"cre\"),\nemail = \"aymeric.stamm@math.cnrs.fr\",\ncomment = c(ORCID = \"0000-0002-8725-3654\")),\nperson(given = \"Antonio\",\nfamily = \"Elias-Fernandez\",\nrole = \"ctb\"))",
  "Description": "A collection of methods for the robust analysis of\nunivariate and multivariate functional data, possibly in\nhigh-dimensional cases, and hence with attention to\ncomputational efficiency and simplicity of use. See the R\nJournal publication of Ieva et al. (2019)\n<doi:10.32614/RJ-2019-032> for an in-depth presentation of the\n'roahd' package. See Aleman-Gomez et al. (2021)\n<arXiv:2103.08874> for details about the concept of depthgram.",
  "License": "GPL-3",
  "Encoding": "UTF-8",
  "LazyData": "yes",
  "VignetteBuilder": "knitr",
  "RoxygenNote": "7.1.2",
  "Roxygen": "list(markdown = TRUE)",
  "URL": "https://astamm.github.io/roahd/, https://github.com/astamm/roahd",
  "BugReports": "https://github.com/astamm/roahd/issues",
  "Language": "en-US",
  "Config/testthat/edition": "3",
  "Config/pak/sysreqs": "cmake make libicu-dev libuv1-dev libssl-dev",
  "Repository": "https://astamm.r-universe.dev",
  "Date/Publication": "2022-02-08 09:42:46 UTC",
  "RemoteUrl": "https://github.com/astamm/roahd",
  "RemoteRef": "HEAD",
  "RemoteSha": "613a776ad0b89173ab76749149ef0c1ee2dfa532",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-05-07 06:28:48 UTC",
    "User": "root"
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  "Author": "Nicholas Tarabelloni [aut],\nAna Arribas-Gil [aut],\nFrancesca Ieva [aut],\nAnna Maria Paganoni [aut],\nJuan Romo [aut],\nFrancesco Palma [ctb],\nAymeric Stamm [ctb, cre] (ORCID:\n<https://orcid.org/0000-0002-8725-3654>),\nAntonio Elias-Fernandez [ctb]",
  "Maintainer": "Aymeric Stamm <aymeric.stamm@math.cnrs.fr>",
  "MD5sum": "c7d2145e2c1192ba2b9d5822077d3b47",
  "_user": "astamm",
  "_type": "src",
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  "_created": "2026-05-07T06:28:48.000Z",
  "_published": "2026-05-22T15:12:15.487Z",
  "_distro": "noble",
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  "_commit": {
    "id": "613a776ad0b89173ab76749149ef0c1ee2dfa532",
    "author": "Aymeric Stamm <aymeric.stamm@math.cnrs.fr>",
    "committer": "GitHub <noreply@github.com>",
    "message": "Merge pull request #5 from astamm/multivariate-outliergram-bug\n\nMultivariate outliergram bug",
    "time": 1644313366
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    "email": "aymeric.stamm@math.cnrs.fr",
    "login": "astamm",
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      "package": "withr",
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    },
    {
      "package": "vdiffr",
      "role": "Suggests"
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  "_owner": "astamm",
  "_selfowned": true,
  "_usedby": 2,
  "_updates": [],
  "_tags": [],
  "_stars": 3,
  "_contributors": [
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    "type": "user",
    "name": "Aymeric Stamm"
  },
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    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/roahd"
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  "_pkgdown": "https://astamm.github.io/roahd/",
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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/NEWS.html",
    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md",
    "extra/roahd.html",
    "manual.pdf"
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  "_homeurl": "https://github.com/astamm/roahd",
  "_realowner": "astamm",
  "_cranurl": true,
  "_releases": [
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      "date": "2016-04-16"
    },
    {
      "version": "1.1",
      "date": "2016-05-12"
    },
    {
      "version": "1.2",
      "date": "2016-07-07"
    },
    {
      "version": "1.3",
      "date": "2017-04-28"
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    {
      "version": "1.4",
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    },
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      "date": "2018-08-23"
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    {
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      "date": "2020-08-24"
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      "version": "1.4.3",
      "date": "2021-11-04"
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  "_exports": [
    "%>%",
    "append_fData",
    "append_mfData",
    "area_ordered",
    "area_under_curve",
    "as.mfData",
    "BCIntervalSpearman",
    "BCIntervalSpearmanMultivariate",
    "BD",
    "BD_relative",
    "BTestSpearman",
    "cor_kendall",
    "cor_spearman",
    "cor_spearman_accuracy",
    "cov_fun",
    "depthgram",
    "EI",
    "exp_cov_function",
    "fbplot",
    "fData",
    "fDColorPalette",
    "generate_gauss_fdata",
    "generate_gauss_mfdata",
    "HI",
    "HRD",
    "max_ordered",
    "maxima",
    "MBD",
    "MBD_relative",
    "median_fData",
    "median_mfData",
    "MEI",
    "mfData",
    "MHI",
    "MHRD",
    "minima",
    "multiBD",
    "multiMBD",
    "multiMEI",
    "multiMHI",
    "multivariate_outliergram",
    "outliergram",
    "set_alpha",
    "toListOfValues",
    "toRowMatrixForm",
    "unfold",
    "warp"
  ],
  "_datasets": [
    {
      "name": "mfD_healthy",
      "title": "ECG trace of healthy subjects",
      "object": "mfD_healthy",
      "class": [
        "mfData"
      ],
      "fields": [],
      "table": false,
      "tojson": false
    },
    {
      "name": "mfD_LBBB",
      "title": "ECG trace of subjects suffering from Left-Bundle-Branch-Block (LBBB)",
      "object": "mfD_LBBB",
      "class": [
        "mfData"
      ],
      "fields": [],
      "table": false,
      "tojson": false
    }
  ],
  "_help": [
    {
      "page": "append_fData",
      "title": "Append two compatible univariate functional datasets",
      "topics": [
        "append_fData"
      ]
    },
    {
      "page": "append_mfData",
      "title": "Append two compatible multivariate functional datasets",
      "topics": [
        "append_mfData"
      ]
    },
    {
      "page": "area_ordered",
      "title": "Area-under-curve order relation between univariate functional data",
      "topics": [
        "area_ordered"
      ]
    },
    {
      "page": "area_under_curve",
      "title": "Area under curve of elements of univariate functional data",
      "topics": [
        "area_under_curve"
      ]
    },
    {
      "page": "as.mfData",
      "title": "Converting object to 'mfData' class",
      "topics": [
        "as.mfData",
        "as.mfData.list"
      ]
    },
    {
      "page": "BCIntervalSpearman",
      "title": "Bootstrap Confidence Interval on Spearman's Correlation Coefficient between Univariate Functional Datasets",
      "topics": [
        "BCIntervalSpearman"
      ]
    },
    {
      "page": "BCIntervalSpearmanMultivariate",
      "title": "Bootstrap Confidence Interval on Spearman's Correlation Coefficient of a Multivariate Functional Dataset",
      "topics": [
        "BCIntervalSpearmanMultivariate"
      ]
    },
    {
      "page": "BD",
      "title": "Band Depth for univariate functional data",
      "topics": [
        "BD",
        "BD.default",
        "BD.fData"
      ]
    },
    {
      "page": "BD_relative",
      "title": "Relative Band Depth of functions in a univariate functional dataset",
      "topics": [
        "BD_relative",
        "BD_relative.default",
        "BD_relative.fData"
      ]
    },
    {
      "page": "BTestSpearman",
      "title": "Bootstrap Hypothesis Test on Spearman Correlation Coefficients for Multivariate Functional Data",
      "topics": [
        "BTestSpearman"
      ]
    },
    {
      "page": "cor_kendall",
      "title": "Kendall's tau correlation coefficient for bivariate functional data",
      "topics": [
        "cor_kendall"
      ]
    },
    {
      "page": "cor_spearman",
      "title": "Spearman's correlation coefficient for multivariate functional data",
      "topics": [
        "cor_spearman"
      ]
    },
    {
      "page": "cor_spearman_accuracy",
      "title": "Bootstrap Spearman's correlation coefficient for multivariate functional data",
      "topics": [
        "cor_spearman_accuracy"
      ]
    },
    {
      "page": "cov_fun",
      "title": "Covariance function for functional data",
      "topics": [
        "cov_fun",
        "cov_fun.fData",
        "cov_fun.mfData"
      ]
    },
    {
      "page": "depthGram",
      "title": "Depthgram for univariate and multivariate functional data sets",
      "topics": [
        "depthgram",
        "depthgram.default",
        "depthgram.fData",
        "depthgram.mfData"
      ]
    },
    {
      "page": "EI",
      "title": "Epigraph Index of univariate functional dataset",
      "topics": [
        "EI",
        "EI.default",
        "EI.fData"
      ]
    },
    {
      "page": "exp_cov_function",
      "title": "Exponential covariance function over a grid",
      "topics": [
        "exp_cov_function"
      ]
    },
    {
      "page": "fbplot",
      "title": "Functional boxplot of univariate and multivariate functional data",
      "topics": [
        "fbplot",
        "fbplot.fData",
        "fbplot.mfData"
      ]
    },
    {
      "page": "fData",
      "title": "'S3' Class for univariate functional datasets.",
      "topics": [
        "fData"
      ]
    },
    {
      "page": "fDColorPalette",
      "title": "A set of fancy color to plot functional datasets",
      "topics": [
        "fDColorPalette"
      ]
    },
    {
      "page": "generate_gauss_fdata",
      "title": "Generation of gaussian univariate functional data",
      "topics": [
        "generate_gauss_fdata"
      ]
    },
    {
      "page": "generate_gauss_mfdata",
      "title": "Generation of gaussian multivariate functional data",
      "topics": [
        "generate_gauss_mfdata"
      ]
    },
    {
      "page": "HI",
      "title": "Hypograph Index of univariate functional dataset",
      "topics": [
        "HI",
        "HI.default",
        "HI.fData"
      ]
    },
    {
      "page": "HRD",
      "title": "Half-Region Depth for univariate functional data",
      "topics": [
        "HRD",
        "HRD.default",
        "HRD.fData"
      ]
    },
    {
      "page": "max_ordered",
      "title": "Maximum order relation between univariate functional data",
      "topics": [
        "max_ordered"
      ]
    },
    {
      "page": "maxima",
      "title": "Maxima of a univariate functional dataset",
      "topics": [
        "maxima"
      ]
    },
    {
      "page": "MBD",
      "title": "Modified Band Depth for univariate functional data",
      "topics": [
        "MBD",
        "MBD.default",
        "MBD.fData"
      ]
    },
    {
      "page": "MBD_relative",
      "title": "Relative Modified Band Depth of functions in a univariate functional dataset",
      "topics": [
        "MBD_relative",
        "MBD_relative.default",
        "MBD_relative.fData"
      ]
    },
    {
      "page": "mean.fData",
      "title": "Cross-sectional mean of of a fData object.",
      "topics": [
        "mean.fData"
      ]
    },
    {
      "page": "mean.mfData",
      "title": "Cross-sectional mean of of a mfData object.",
      "topics": [
        "mean.mfData"
      ]
    },
    {
      "page": "median_fData",
      "title": "Median of a univariate functional dataset",
      "topics": [
        "median_fData"
      ]
    },
    {
      "page": "median_mfData",
      "title": "Median of a multivariate functional dataset",
      "topics": [
        "median_mfData"
      ]
    },
    {
      "page": "MEI",
      "title": "Modified Epigraph Index of univariate functional dataset",
      "topics": [
        "MEI",
        "MEI.default",
        "MEI.fData"
      ]
    },
    {
      "page": "mfD_healthy",
      "title": "ECG trace of healthy subjects",
      "topics": [
        "mfD_healthy"
      ]
    },
    {
      "page": "mfD_LBBB",
      "title": "ECG trace of subjects suffering from Left-Bundle-Branch-Block (LBBB)",
      "topics": [
        "mfD_LBBB"
      ]
    },
    {
      "page": "mfData",
      "title": "'S3' class for multivariate functional datasets",
      "topics": [
        "mfData"
      ]
    },
    {
      "page": "MHI",
      "title": "Modified Hypograph Index of univariate functional dataset",
      "topics": [
        "MHI",
        "MHI.default",
        "MHI.fData"
      ]
    },
    {
      "page": "MHRD",
      "title": "Modified Half-Region Depth for univariate functional data",
      "topics": [
        "MHRD",
        "MHRD.default",
        "MHRD.fData"
      ]
    },
    {
      "page": "minima",
      "title": "Minima of a univariate functional dataset",
      "topics": [
        "minima"
      ]
    },
    {
      "page": "multiMBD",
      "title": "(Modified) Band Depth for multivariate functional data",
      "topics": [
        "multiBD",
        "multiBD.default",
        "multiBD.mfData",
        "multiMBD",
        "multiMBD.default",
        "multiMBD.mfData"
      ]
    },
    {
      "page": "multiMEI",
      "title": "Modified Epigraph Index for multivariate functional data",
      "topics": [
        "multiMEI",
        "multiMEI.default",
        "multiMEI.mfData"
      ]
    },
    {
      "page": "multiMHI",
      "title": "Modified Hypograph Index for multivariate functional data",
      "topics": [
        "multiMHI",
        "multiMHI.default",
        "multiMHI.mfData"
      ]
    },
    {
      "page": "multivariate_outliergram",
      "title": "Outliergram for multivariate functional datasets",
      "topics": [
        "multivariate_outliergram"
      ]
    },
    {
      "page": "outliergram",
      "title": "Outliergram for univariate functional data sets",
      "topics": [
        "outliergram"
      ]
    },
    {
      "page": "plot.Cov",
      "title": "Specialized method to plot 'Cov' objects",
      "topics": [
        "plot.Cov"
      ]
    },
    {
      "page": "plot.depthgram",
      "title": "Specialized method to plot 'depthgram' objects",
      "topics": [
        "plot.depthgram"
      ]
    },
    {
      "page": "plot.fData",
      "title": "Specialized method to plot 'fData' objects",
      "topics": [
        "plot.fData"
      ]
    },
    {
      "page": "plot.mfData",
      "title": "Specialized method to plot 'mfData' objects",
      "topics": [
        "plot.mfData"
      ]
    },
    {
      "page": "plus-.fData",
      "title": "Operator '+' and '-' for 'fData' objects",
      "topics": [
        "+.fData",
        "-.fData",
        "plus-.fData"
      ]
    },
    {
      "page": "set_alpha",
      "title": "Function to setup alpha value for a set of colors",
      "topics": [
        "set_alpha"
      ]
    },
    {
      "page": "sub-.fData",
      "title": "Operator 'sub-.fData' to subset 'fData' objects",
      "topics": [
        "sub-.fData",
        "[.fData"
      ]
    },
    {
      "page": "sub-.mfData",
      "title": "Operator 'sub-.mfData' to subset 'mfData' objects",
      "topics": [
        "sub-.mfData",
        "[.mfData"
      ]
    },
    {
      "page": "times-.fData",
      "title": "Operator '*' and '/' for 'fData' objects",
      "topics": [
        "*.fData",
        "/.fData",
        "times-.fData"
      ]
    },
    {
      "page": "toListOfValues",
      "title": "Manipulation of 'mfData' list of values",
      "topics": [
        "toListOfValues"
      ]
    },
    {
      "page": "toRowMatrixForm",
      "title": "Conversion of vector/array/matrix to row-matrix form",
      "topics": [
        "toRowMatrixForm"
      ]
    },
    {
      "page": "unfold",
      "title": "Unfolding a univariate functional dataset",
      "topics": [
        "unfold"
      ]
    },
    {
      "page": "warp",
      "title": "Warp elements of a univariate functional dataset",
      "topics": [
        "warp"
      ]
    }
  ],
  "_pkglogo": "https://github.com/astamm/roahd/raw/HEAD/man/figures/logo.png",
  "_readme": "https://github.com/astamm/roahd/raw/HEAD/README.md",
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