cutree
Cut a Tree into Groups of Data
Description
Cuts a tree, e.g., as resulting from hclust
, into several groups either by specifying the desired number(s) of groups or the cut height(s).
Usage
cutree(tree, k = NULL, h = NULL)
Arguments
tree | a tree as produced by |
k | an integer scalar or vector with the desired number of groups |
h | numeric scalar or vector with heights where the tree should be cut. |
At least one of k
or h
must be specified, k
overrides h
if both are given.
Details
Cutting trees at a given height is only possible for ultrametric trees (with monotone clustering heights).
Value
cutree
returns a vector with group memberships if k
or h
are scalar, otherwise a matrix with group memberships is returned where each column corresponds to the elements of k
or h
, respectively (which are also used as column names).
References
Becker, R. A., Chambers, J. M. and Wilks, A. R. (1988) The New S Language. Wadsworth & Brooks/Cole.
See Also
hclust
, dendrogram
for cutting trees themselves.
Examples
hc <- hclust(dist(USArrests)) cutree(hc, k = 1:5) #k = 1 is trivial cutree(hc, h = 250) ## Compare the 2 and 4 grouping: g24 <- cutree(hc, k = c(2,4)) table(grp2 = g24[,"2"], grp4 = g24[,"4"])
Copyright (©) 1999–2012 R Foundation for Statistical Computing.
Licensed under the GNU General Public License.