Plot Trees From Hierarchical Clustering
DESCRIPTION:
Creates a plot of a clustering tree given a structure produced by
hclust.
USAGE:
plclust(tree, hang = .1, unit = F, level = F, hmin = 0,
square = T, labels = <<see below>>, plot = T)
REQUIRED ARGUMENTS:
- tree
-
a hierarchical clustering tree, of the form returned by
function
hclust.
OPTIONAL ARGUMENTS:
- hang
-
the fraction of the height of the plot that each individual
node will hang below the cluster that it joins. A value of
--1 will cause all individuals to start at y-value
0.
- unit
-
logical flag: if
TRUE, the heights of the merges will be
ignored and instead merge i will occur at height i. Useful
for spreading out the tree to see the sequence of merges.
- level
-
logical flag: if
TRUE, the plotted tree will be "leveled",
where merges in different subtrees are arbitrarily assigned
the same height in order to compress the vertical scale.
This is useful with
unit=TRUE.
- hmin
-
minimum height at which merges will take place.
This can be used to get rid of irrelevant detail at low levels.
- square
-
logical flag: if
TRUE, the tree is plotted with
"U" shaped branches, if
FALSE, it has "V" shaped branches.
- labels
-
vector of character strings giving the labels for the leaves of the
tree. If omitted, leaves will be labeled by number. To
omit labels entirely, use
labels=FALSE.
- plot
-
logical flag: If
TRUE, plotting takes place. If
FALSE,
no plotting is done but a value is returned.
Graphical parameters may also be supplied as arguments to
this function (see
par
).
In addition, the high-level graphics arguments described under
plot.default
and the arguments to
title
may be supplied to this function.
VALUE:
if
plot is
FALSE, a list containing the coordinates
of the leaves of the tree and the interior nodes of the
tree:
- x,y
-
x and y coordinates of the leaves of the tree, i.e.,
x[i],y[i]
gives the coordinates of the leaf corresponding
to the
ith individual.
- xn,yn
-
x and y coordinates of the interior nodes of the tree, i.e.,
xn[i],yn[i]
gives the coordinates of the node
representing the
ith merge.
SIDE EFFECTS:
if
plot is
TRUE, a clustering tree is plotted on the current graphics
device.
DETAILS:
Creates a plot of a clustering tree given a structure by the function
hclust
. Can produce a plot of a clustering tree on the current
graphics device, or a list containing the coordinates of the leaves of
the tree and the interior nodes of the tree.
SEE ALSO:
cutree
,
dist
,
hclust
,
identify
,
labclust
,
par
,
subtree
,
title
.
EXAMPLES:
# Create sample object using built-in data
distances <- dist(votes.repub)
plclust(hclust(distances))
# Another example
hc <- hclust(dist(longley.y))
# plot without labels, save structure
xy <- plclust(hc, label = FALSE)
# allow user to point at leaf and have it identified
identify(xy)
sums <- apply(author.count,1,sum)
adjusted <- sweep(author.count,1,sums,"/")
par(mar=c(18,4,4,1))
plclust(hclust(dist(adjusted)),label=dimnames(author.count)[[1]])
title("Clustering of Books Based on Letter Frequency")