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  "Package": "symbolicDA",
  "Title": "Analysis of Symbolic Data",
  "Version": "0.7-3",
  "Date": "2026-01-20",
  "Authors@R": "c(person(given = \"Andrzej\",\nfamily = \"Dudek\",\nrole = c(\"aut\", \"cre\"),\nemail = \"andrzej.dudek@ue.wroc.pl\"),\nperson(given = \"Marcin\",\nfamily = \"Pelka\",\nrole = \"aut\",\nemail = \"marcin.pelka@ue.wroc.pl\"),\nperson(given = \"Justyna\",\nfamily = \"Wilk\",\nrole = \"aut\",\ncomment = \"to 2017-09-20\"),\nperson(given = \"Marek\",\nfamily = \"Walesiak\",\nrole = \"aut\",\nemail = \"Marek.Walesiak@ue.wroc.pl\",\ncomment = \"from 2018-02-01\"))",
  "Description": "Symbolic data analysis methods: importing/exporting data\nfrom ASSO XML Files, distance calculation for symbolic data\n(Ichino-Yaguchi, de Carvalho measure), zoom star plot, 3d\ninterval plot, multidimensional scaling for symbolic interval\ndata, dynamic clustering based on distance matrix, HINoV method\nfor symbolic data, Ichino's feature selection method, principal\ncomponent analysis for symbolic interval data, decision trees\nfor symbolic data based on optimal split with bagging, boosting\nand random forest approach (+visualization), kernel\ndiscriminant analysis for symbolic data, Kohonen's\nself-organizing maps for symbolic data, replication and\nprofiling, artificial symbolic data generation. (Milligan,\nG.W., Cooper, M.C. (1985) <doi:10.1007/BF02294245>, Breiman, L.\n(1996), <doi:10.1007/BF00058655>, Hubert, L., Arabie, P.\n(1985), <doi:10.1007%2FBF01908075>, Ichino, M., & Yaguchi, H.\n(1994), <doi:10.1109/21.286391>, Rand, W.M. (1971)\n<doi:10.1080/01621459.1971.10482356>, Breckenridge, J.N. (2000)\n<doi:10.1207/S15327906MBR3502_5>, Groenen, P.J.F, Winsberg, S.,\nRodriguez, O., Diday, E. (2006)\n<doi:10.1016/j.csda.2006.04.003>, Dudek, A. (2007),\n<doi:10.1007/978-3-540-70981-7_4>).",
  "License": "GPL (>= 2)",
  "Encoding": "UTF-8",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-05-19 09:04:15 UTC",
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  "Author": "Andrzej Dudek [aut, cre], Marcin Pelka [aut], Justyna Wilk\n[aut] (to 2017-09-20), Marek Walesiak [aut] (from 2018-02-01)",
  "Maintainer": "Andrzej Dudek <andrzej.dudek@ue.wroc.pl>",
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  "Repository": "https://a-dudek-ue.r-universe.dev",
  "Date/Publication": "2026-01-19 15:10:02 UTC",
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      "name": "cars",
      "title": "real data set in symbolic form - selected car models described by a set of symbolic variables",
      "object": "cars",
      "file": "cars.rda",
      "class": [
        "symbolic"
      ],
      "fields": [],
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      "object": "data_symbolic",
      "file": "data_symbolic.rda",
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      ],
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    }
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      "title": "Bagging algorithm for optimal split based on decision tree for symbolic objects",
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    },
    {
      "page": "boosting.SDA",
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      "topics": [
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    },
    {
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      "title": "real data set in symbolic form - selected car models described by a set of symbolic variables",
      "topics": [
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    },
    {
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      "title": "description of clusters of symbolic objects",
      "topics": [
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      "title": "Modification of HINoV method for symbolic data",
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    {
      "page": "IchinoFS.SDA",
      "title": "Ichino's feature selection method for symbolic data",
      "topics": [
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    },
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      "topics": [
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      "topics": [
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      "title": "principal component analysis for symbolic objects described by symbolic interavl variables. _Centers_ algorithm",
      "topics": [
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      "title": "Read a Symbolic Table from",
      "concept": [
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