{
  "_id": "6a1ee08db401979e7341081a",
  "Package": "ICS",
  "Type": "Package",
  "Title": "Tools for Exploring Multivariate Data via ICS/ICA",
  "Version": "1.4-2",
  "Date": "2025-03-17",
  "Authors@R": "c(person(\"Klaus\", \"Nordhausen\",\nemail = \"klausnordhausenR@gmail.com\",\nrole = c(\"aut\", \"cre\"),\ncomment = c(ORCID = \"0000-0002-3758-8501\")),\nperson(\"Andreas\", \"Alfons\",\nemail = \"alfons@ese.eur.nl\",\nrole = \"aut\",\ncomment = c(ORCID = \"0000-0002-2513-3788\")),\nperson(\"Aurore\", \"Archimbaud\",\nemail = \"aurore.archimbaud@live.fr\",\nrole = \"aut\",\ncomment = c(ORCID = \"0000-0002-6511-9091\")),\nperson(\"Hannu\", \"Oja\",\nemail = \"\",\nrole = c(\"aut\"),\ncomment = c(ORCID = \"0000-0002-4945-5976\")),\nperson(\"Anne\", \"Ruiz-Gazen\",\nemail = \"anne.ruiz-gazen@tse-fr.eu\",\nrole = \"aut\",\ncomment = c(ORCID = \"0000-0001-8970-8061\")),\nperson(\"David E.\", \"Tyler\",\nemail = \"\",\nrole = c(\"aut\")))",
  "Author": "Klaus Nordhausen [aut, cre]\n(<https://orcid.org/0000-0002-3758-8501>), Andreas Alfons [aut]\n(<https://orcid.org/0000-0002-2513-3788>), Aurore Archimbaud\n[aut] (<https://orcid.org/0000-0002-6511-9091>), Hannu Oja\n[aut] (<https://orcid.org/0000-0002-4945-5976>), Anne\nRuiz-Gazen [aut] (<https://orcid.org/0000-0001-8970-8061>),\nDavid E. Tyler [aut]",
  "Maintainer": "Klaus Nordhausen <klausnordhausenR@gmail.com>",
  "Description": "Implementation of Tyler, Critchley, Duembgen and Oja's\n(JRSS B, 2009, <doi:10.1111/j.1467-9868.2009.00706.x>) and Oja,\nSirkia and Eriksson's (AJS, 2006,\n<https://www.ajs.or.at/index.php/ajs/article/view/vol35,%20no2%263%20-%207>)\nmethod of two different scatter matrices to obtain an invariant\ncoordinate system or independent components, depending on the\nunderlying assumptions.",
  "License": "GPL (>= 2)",
  "LazyLoad": "yes",
  "Encoding": "UTF-8",
  "NeedsCompilation": "no",
  "RoxygenNote": "7.2.3",
  "Config/testthat/edition": "3",
  "Packaged": {
    "Date": "2026-05-20 07:17:58 UTC",
    "User": "root"
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  "Repository": "https://cran.r-universe.dev",
  "Date/Publication": "2025-03-18 21:30:02 UTC",
  "RemoteUrl": "https://github.com/cran/ICS",
  "RemoteRef": "HEAD",
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  "MD5sum": "02eca67553758e30b92d91ef0d453ce3",
  "_user": "cran",
  "_type": "src",
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  "_published": "2026-06-02T13:54:21.843Z",
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    "committer": "cran-robot <csardi.gabor+cran@gmail.com>",
    "message": "version 1.4-2\n",
    "time": 1742333402
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  "_maintainer": {
    "name": "Klaus Nordhausen",
    "email": "klausnordhausenr@gmail.com",
    "orcid": "0000-0002-3758-8501"
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  "_dependencies": [
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      "package": "mvtnorm",
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      "package": "survey",
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    {
      "package": "graphics",
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    },
    {
      "package": "pixmap",
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      "package": "robustbase",
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    {
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      "package": "ICSOutlier",
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  "_usedby": 17,
  "_updates": [],
  "_tags": [],
  "_stars": 0,
  "_contributors": [
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    "name": "cran",
    "description": "Unofficial read-only mirror of all CRAN R packages"
  },
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    "count": 6677,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/ICS"
  },
  "_mentions": 27,
  "_searchresults": 51,
  "_rbuild": "4.6.0",
  "_assets": [
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    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/ICS.html",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "manual.pdf"
  ],
  "_realowner": "cran",
  "_cranurl": false,
  "_releases": [
    {
      "version": "1.0-0",
      "date": "2007-05-04"
    },
    {
      "version": "1.1-0",
      "date": "2007-12-07"
    },
    {
      "version": "1.1-1",
      "date": "2008-02-18"
    },
    {
      "version": "1.1-2",
      "date": "2008-04-03"
    },
    {
      "version": "1.1-3",
      "date": "2008-09-15"
    },
    {
      "version": "1.2-0",
      "date": "2008-10-30"
    },
    {
      "version": "1.2-1",
      "date": "2009-04-22"
    },
    {
      "version": "1.2-2",
      "date": "2010-10-05"
    },
    {
      "version": "1.2-3",
      "date": "2012-03-29"
    },
    {
      "version": "1.2-4",
      "date": "2013-10-11"
    },
    {
      "version": "1.2-5",
      "date": "2015-09-27"
    },
    {
      "version": "1.3-0",
      "date": "2016-11-12"
    },
    {
      "version": "1.3-1",
      "date": "2018-03-03"
    },
    {
      "version": "1.3-2",
      "date": "2023-05-30"
    },
    {
      "version": "1.4-0",
      "date": "2023-09-09"
    },
    {
      "version": "1.4-1",
      "date": "2023-09-21"
    },
    {
      "version": "1.4-2",
      "date": "2025-03-22"
    }
  ],
  "_exports": [
    "coef",
    "components",
    "cov4",
    "cov4.wt",
    "covAxis",
    "covOrigin",
    "covW",
    "fitted",
    "gen_kurtosis",
    "ics",
    "ICS",
    "ICS_cov",
    "ICS_cov4",
    "ICS_covAxis",
    "ICS_covW",
    "ICS_scovq",
    "ICS_tM",
    "ics.components",
    "ics2",
    "mean3",
    "Mean3Cov4",
    "MeanCov",
    "mvnorm.kur.test",
    "mvnorm.skew.test",
    "plot",
    "scovq",
    "show",
    "summary",
    "tM"
  ],
  "_help": [
    {
      "page": "ICS-package",
      "title": "Tools for Exploring Multivariate Data via ICS/ICA",
      "topics": [
        "ICS-package"
      ]
    },
    {
      "page": "coef.ics",
      "title": "To extract the Unmixing Matrix",
      "topics": [
        "coef,ics-method",
        "coef-method",
        "coef.ics"
      ]
    },
    {
      "page": "coef.ICS-S3",
      "title": "To extract the Coefficient Matrix of the ICS Transformation",
      "topics": [
        "coef.ICS",
        "coef.ICS-S3"
      ]
    },
    {
      "page": "components",
      "title": "To extract the Component Scores of the ICS Transformation",
      "topics": [
        "components",
        "components.ICS"
      ]
    },
    {
      "page": "cov4",
      "title": "Scatter Matrix based on Fourth Moments",
      "topics": [
        "cov4"
      ]
    },
    {
      "page": "cov4.wt",
      "title": "Weighted Scatter Matrix based on Fourth Moments",
      "topics": [
        "cov4.wt"
      ]
    },
    {
      "page": "covAxis",
      "title": "One step Tyler Shape Matrix",
      "topics": [
        "covAxis"
      ]
    },
    {
      "page": "covOrigin",
      "title": "Covariance Matrix with Respect to the Origin",
      "topics": [
        "covOrigin"
      ]
    },
    {
      "page": "covW",
      "title": "One-step M-estimator",
      "topics": [
        "covW"
      ]
    },
    {
      "page": "fitted.ics",
      "title": "Fitted Values of an ICS Object",
      "topics": [
        "fitted,ics-method",
        "fitted-method",
        "fitted.ics"
      ]
    },
    {
      "page": "fitted.ICS-S3",
      "title": "Fitted Values of the ICS Transformation",
      "topics": [
        "fitted.ICS",
        "fitted.ICS-S3"
      ]
    },
    {
      "page": "gen_kurtosis",
      "title": "To extract the Generalized Kurtosis Values of the ICS Transformation",
      "topics": [
        "gen_kurtosis",
        "gen_kurtosis.ICS"
      ]
    },
    {
      "page": "ics",
      "title": "Two Scatter Matrices ICS Transformation",
      "topics": [
        "ics"
      ]
    },
    {
      "page": "ICS_scatter",
      "title": "Location and Scatter Estimates for ICS",
      "topics": [
        "ICS_cov",
        "ICS_cov4",
        "ICS_covAxis",
        "ICS_covW",
        "ICS_scatter",
        "ICS_scovq",
        "ICS_tM"
      ]
    },
    {
      "page": "ics-class",
      "title": "Class ICS",
      "topics": [
        "ics-class"
      ]
    },
    {
      "page": "ICS-S3",
      "title": "Two Scatter Matrices ICS Transformation",
      "topics": [
        "ICS",
        "ICS-S3"
      ]
    },
    {
      "page": "ics.components",
      "title": "Extracting ICS Components",
      "topics": [
        "ics.components"
      ]
    },
    {
      "page": "ics2",
      "title": "Two Scatter Matrices ICS Transformation Augmented by Two Location Estimates",
      "topics": [
        "ics2"
      ]
    },
    {
      "page": "ics2-class",
      "title": "Class ICS2",
      "topics": [
        "ics2-class"
      ]
    },
    {
      "page": "mean3",
      "title": "Location Estimate based on Third Moments",
      "topics": [
        "mean3"
      ]
    },
    {
      "page": "Mean3Cov4",
      "title": "Location Vector Based on 3rd Moments and Scatter Matrix Based on 4th Moments",
      "topics": [
        "Mean3Cov4"
      ]
    },
    {
      "page": "MeanCov",
      "title": "Mean Vector and Covariance Matrix",
      "topics": [
        "MeanCov"
      ]
    },
    {
      "page": "mvnorm.kur.test",
      "title": "Test of Multivariate Normality Based on Kurtosis",
      "topics": [
        "mvnorm.kur.test"
      ]
    },
    {
      "page": "mvnorm.skew.test",
      "title": "Test of Multivariate Normality Based on Skewness",
      "topics": [
        "mvnorm.skew.test"
      ]
    },
    {
      "page": "plot.ics",
      "title": "Scatterplot for a ICS Object",
      "topics": [
        "plot,ics,missing-method",
        "plot-ics",
        "plot-method",
        "plot.ics"
      ]
    },
    {
      "page": "plot.ICS-S3",
      "title": "Scatterplot Matrix of Component Scores from the ICS Transformation",
      "topics": [
        "plot.ICS",
        "plot.ICS-S3"
      ]
    },
    {
      "page": "print.ics",
      "title": "Basic information of ICS Object",
      "topics": [
        "print.ics",
        "show,ics-method"
      ]
    },
    {
      "page": "print.ICS-S3",
      "title": "Basic information of ICS Object",
      "topics": [
        "print.ICS",
        "print.ICS-S3"
      ]
    },
    {
      "page": "print.ics2",
      "title": "Basic information of ICS2 Object",
      "topics": [
        "print.ics2",
        "show,ics2-method"
      ]
    },
    {
      "page": "scovq",
      "title": "Supervised scatter matrix based on quantiles",
      "topics": [
        "scovq"
      ]
    },
    {
      "page": "screeplot.ics",
      "title": "Screeplot for an ICS Object",
      "topics": [
        "screeplot.ics"
      ]
    },
    {
      "page": "screeplot.ICS-S3",
      "title": "Screeplot for an 'ICS' Object",
      "topics": [
        "screeplot.ICS",
        "screeplot.ICS-S3"
      ]
    },
    {
      "page": "summary.ics",
      "title": "To summarize an ICS object",
      "topics": [
        "summary,ics-method",
        "summary.ics"
      ]
    },
    {
      "page": "summary.ICS-S3",
      "title": "To summarize an 'ICS' object",
      "topics": [
        "summary.ICS",
        "summary.ICS-S3"
      ]
    },
    {
      "page": "summary.ics2",
      "title": "To summarize an ICS2 object",
      "topics": [
        "summary,ics2-method",
        "summary.ics2"
      ]
    },
    {
      "page": "tM",
      "title": "Joint M-estimation of Location and Scatter for a Multivariate t-distribution",
      "topics": [
        "tM"
      ]
    }
  ],
  "_rundeps": [
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    "lattice",
    "Matrix",
    "minqa",
    "mitools",
    "mvtnorm",
    "numDeriv",
    "Rcpp",
    "RcppArmadillo",
    "survey",
    "survival"
  ],
  "_vignettes": [
    {
      "source": "ICS.Rnw",
      "filename": "ICS.pdf",
      "title": "Tools for Exploring Multivariate Data: The Package ICS",
      "engine": "utils::Sweave",
      "headings": [],
      "created": "2015-09-27 09:35:06",
      "modified": "2015-09-27 09:35:06",
      "commits": 1
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  "_indexed": true,
  "_nocasepkg": "ics",
  "_universes": [
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