dendrogram               package:stats               R Documentation

General Tree Structures

Description:

     Class '"dendrogram"' provides general functions for handling
     tree-like structures.  It is intended as a replacement for similar
     functions in hierarchical clustering and classification/regression
     trees, such that all of these can use the same engine for plotting
     or cutting trees.

     The code is still in testing stage and the API may change in the
     future.

Usage:

     as.dendrogram(object, ...)

     ## S3 method for class 'dendrogram':
     plot(x, type = c("rectangle", "triangle"),
              center = FALSE, edge.root = !is.null(attr(x,"edgetext")),
              nodePar = NULL, edgePar = list(), xlab = "", ylab = "",
              horiz = FALSE, frame.plot = FALSE, ...)

     ## S3 method for class 'dendrogram':
     cut(x, h, ...)

     ## S3 method for class 'dendrogram':
     print(x, digits, ...)

     ## S3 method for class 'dendrogram':
     rev(x)

     ## S3 method for class 'dendrogram':
     str(object, max.level = 0, digits.d = 3,
         give.attr = FALSE, wid = getOption("width"),
         nest.lev = 0, indent.str = "", ...)

Arguments:

  object: any R object that can be made into one of class
          '"dendrogram"'.

       x: object of class '"dendrogram"'.

    type: type of plot.

  center: logical; if 'TRUE', nodes are plotted centered with respect
          to the leaves in the branch.  Otherwise (default), plot them
          in the middle of all direct child nodes.

edge.root: logical; if true, draw an edge to the root node.

 nodePar: a 'list' of plotting parameters to use for the nodes (see
          'points') or 'NULL' by default which does not draw symbols at
          the nodes.  The list may contain components named 'pch',
          'cex', 'col', and/or 'bg' each of which can have length two
          for specifying separate attributes for _inner_ nodes and
          _leaves_.

 edgePar: a 'list' of plotting parameters to use for the edge (see
          'lines').  The list may contain components named 'col', 'lty'
          and/or 'lwd'.

   horiz: logical indicating if the dendrogram should be draw
          _horizontally_ or not.

frame.plot: logical indicating if a box around the plot should be
          drawn, see 'plot.default'.

       h: height at which the tree is cut.

..., xlab, ylab: graphical parameters, or arguments for other methods.

  digits: integer specifiying the precision for printing, see
          'print.default'.

max.level, digits.d, give.attr, wid, nest.lev, indent.str: arguments to
          'str', see 'str.default()'.  Note that the default `give.attr
          = FALSE' still shows 'height' and 'members' attributes for
          each node.

Details:

     Warning: This documentation is preliminary.

     The dendrogram is directly represented as a nested list where each
     component corresponds to a branch of the tree.  Hence, the first
     branch of tree 'z' is 'z[[1]]', the second branch of the
     corresponding subtree is 'z[[1]][[2]]' etc.. Each node of the tree
     carries some information needed for efficient plotting or cutting
     as attributes:

     'members' total number of leaves in the branch

     'height' numeric non-negative height at which the node is plotted.

     'midpoint' numeric horizontal distance of the node from the left
          border of the branch.  This is needed at least for 'plot(*,
          center=FALSE)'.

     'label' character; the label of the node

     'edgetext' character; the label for the edge leading to the node

     'nodePar' a named list of length one vectors specifying
          node-specific attributes for 'points' plotting, see the
          'nodePar' argument above.

     'edgePar' a named list of length one vectors specifying attributes
          for 'segments' plotting of the edge leading to the node, see
          the 'edgePar' argument above.

     'leaf' logical, if 'TRUE', the node is a leaf of the tree.

     'cut.dendrogram()' returns a list with components '$upper' and
     '$lower', the first is a truncated version of the original tree,
     also of class 'dendrogram', the latter a list with the branches
     obtained from cutting the tree, each a 'dendrogram'.

     There are '[[', 'print', and 'str' methods for '"dendrogram"'
     objects where the first one (extraction) ensures that selecting
     sub-branches keeps the class.

     Objects of class '"hclust"' can be converted to class
     '"dendrogram"' using method 'as.dendrogram'.

     'isLeaf()', 'plotNode()' and 'plotNodeLimit()' are helper
     functions.

Note:

     When using 'type = "triangle"', 'center = TRUE' often looks
     better.

Examples:

     data(USArrests)
     hc <- hclust(dist(USArrests), "ave")
     (dend1 <- as.dendrogram(hc)) # "print()" method
     str(dend1) # "str()" method

     op <- par(mfrow= c(2,2), mar = c(3,3,1,1))
     plot(dend1)
     ## "triangle" type and show inner nodes:
     plot(dend1, nodePar=list(pch = c(1,NA),cex=0.8), type = "t", center=TRUE)
     plot(dend1, edgePar=list(col = 1:2, lty = 2:3), edge.root = TRUE)
     plot(dend1, nodePar=list(pch = 2:1,cex=.4*2:1, col = 2:3), horiz = TRUE)

     dend2 <- cut(dend1, h=70)
     plot(dend2$upper)
     ## leafs are wrong horizontally:
     plot(dend2$upper, nodePar=list(pch = c(1,7), col = 2:1))
     ##  dend2$lower is *NOT* a dendrogram, but a list of .. :
     plot(dend2$lower[[3]], nodePar=list(col=4), horiz = TRUE, type = "tr")
     ## "inner" and "leaf" edges in different type & color :
     plot(dend2$lower[[2]], nodePar=list(col=1),# non empty list
          edgePar = list(lty=1:2, col=2:1), edge.root=TRUE)
     par(op)

