Change layout of graph plot
layout(
changes the layout of graph
plot H
)H
by using an automatic choice of layout method based on the
structure of the graph. The layout
function modifies the
XData
and YData
properties of
H
.
layout(
uses additional options specified by one or more name-value pair arguments. For
example, H
,method
,Name,Value
)layout(H,'force','Iterations',N)
specifies the number of
iterations to use in computing the force layout, and
layout(H,'layered','Sources',S)
uses a layered layout with
source nodes S
included in the first layer.
Create and plot a graph using the 'force'
layout.
s = [1 1 1 1 1 6 6 6 6 6]; t = [2 3 4 5 6 7 8 9 10 11]; G = graph(s,t); h = plot(G,'Layout','force');
Change the layout to be the default that plot
determines based on the structure and properties of the graph. The result is the same as using plot(G)
.
layout(h)
Create and plot a graph using the 'layered'
layout.
s = [1 1 1 2 2 3 3 4 5 5 6 7]; t = [2 4 5 3 6 4 7 8 6 8 7 8]; G = graph(s,t); h = plot(G,'Layout','layered');
Change the layout of the graph to use the 'subspace'
method.
layout(h,'subspace')
Create and plot a graph using the 'layered'
layout method.
s = [1 1 1 2 3 3 3 4 4]; t = [2 4 5 6 2 4 7 8 1]; G = digraph(s,t); h = plot(G,'Layout','layered');
Use the layout
function to refine the hierarchical layout by specifying source nodes and a horizontal orientation.
layout(h,'layered','Direction','right','Sources',[1 4])
Plot a graph that has multiple components, and then show how to use the 'UseGravity'
option to improve the visualization.
Create and plot a graph that has 150 nodes separated into many disconnected components. MATLAB® lays the graph components out on a grid.
s = [1 3 5 7 7 10:100]; t = [2 4 6 8 9 randi([10 100],1,91)]; G = graph(s,t,[],150); h = plot(G);
Update the layout coordinates of the graph object, and specify 'UseGravity'
as true
so that the components are layed out radially around the origin, with more space allotted for the larger components.
layout(h,'force','UseGravity',true)
Plot a graph using the 'WeightEffect'
name-value pair to make the length of graph edges proportional to their weights.
Create and plot a directed graph with weighted edges.
s = [1 1 1 1 1 2 2 2 3 3 3 3 3]; t = [2 4 5 6 7 3 8 9 10 11 12 13 14]; weights = randi([1 20],1,13); G = graph(s,t,weights); p = plot(G,'Layout','force','EdgeLabel',G.Edges.Weight);
Recompute the layout of the graph using the 'WeightEffect'
name-value pair, so that the length of each edge is proportional to its weight. This makes it so that the edges with the largest weights are the longest.
layout(p,'force','WeightEffect','direct')
method
— Layout method'auto'
(default) | 'circle'
| 'force'
| 'layered'
| 'subspace'
| 'force3'
| 'subspace3'
Layout method, specified as one of the options in the table. The table also lists compatible name-value pairs to further refine each layout method.
Option | Description | Layout-Specific Name-Value Pairs |
---|---|---|
'auto' (default) |
Automatic choice of layout method based on the size and structure of the graph. |
— |
'circle' |
Circular layout. Places the graph nodes on a circle centered at the origin with radius 1. |
|
'force' |
Force-directed layout [1]. Uses attractive forces between adjacent nodes and repulsive forces between distant nodes. |
|
'layered' |
Layered layout [2], [3], [4]. Places the graph nodes into a set of layers, revealing hierarchical structure. By default the layers progress downwards (the arrows of a directed acyclic graph point down). |
|
'subspace' |
Subspace embedding layout [5]. Plots the graph nodes in a high-dimensional embedded subspace, and then projects the positions back into 2-D. By default the subspace dimension is either 100 or the total number of nodes, whichever is smaller. |
|
'force3' | 3-D force-directed layout. |
|
'subspace3' | 3-D subspace embedding layout. |
|
Example: layout(H,'layered')
Example: layout(H,'force3','Iterations',10)
Example: layout(H,'subspace','Dimension',50)
Specify optional
comma-separated pairs of Name,Value
arguments. Name
is
the argument name and Value
is the corresponding value.
Name
must appear inside quotes. You can specify several name and value
pair arguments in any order as
Name1,Value1,...,NameN,ValueN
.
layout(H,'subspace','Dimension',200)
'Iterations'
— Number of force-directed layout iterations100
(default) | positive scalar integerNumber of force-directed layout iterations, specified as the
comma-separated pair consisting of 'Iterations'
and a
positive scalar integer.
This option is available only when method
is
'force'
or 'force3'
.
Example: layout(H,'force','Iterations',250)
Data Types: single
| double
| int8
| int16
| int32
| int64
| uint8
| uint16
| uint32
| uint64
'WeightEffect'
— Effect of edge weights on layout'none'
(default) | 'direct'
| 'inverse'
Effect of edge weights on layout, specified as the comma-separated
pair consisting of 'WeightEffect'
and one of the
values in this table. If there are multiple edges between two nodes (as
in a directed graph with an edge in each direction, or a multigraph),
then the weights are summed before computing
'WeightEffect'
.
This option is available only when method
is
'force'
or 'force3'
.
Value |
Description |
---|---|
|
Edge weights do not affect the layout. |
|
Edge length is proportional to the edge weight,
|
|
Edge length is inversely proportional to the edge
weight, |
Example: layout(H,'force','WeightEffect','inverse')
'UseGravity'
— Gravity toggle for layouts with multiple components'off'
or
false
(default) | 'on'
or true
Gravity toggle for layouts with multiple components, specified as the
comma-separated pair consisting of 'UseGravity'
and
either 'off'
, 'on'
,
true
, or false
. A value of
'on'
is equivalent to true
,
and 'off'
is equivalent to
false
.
By default, MATLAB® lays out graphs with multiple components on a grid. The
grid can obscure the details of larger components since they are given
the same amount of space as smaller components. With
'UseGravity'
set to 'on'
or
true
, multiple components are instead layed out
radially around the origin. This layout spreads out the components in a
more natural way, and provides more space for larger components.
This option is available only when method
is
'force'
or 'force3'
.
Example: layout(H,'force','UseGravity',true)
Data Types: char
| logical
'XStart'
— Starting x-coordinates for nodesStarting x-coordinates for nodes, specified as the comma-separated
pair consisting of 'XStart'
and a vector of node
coordinates. Use this option together with 'YStart'
to specify 2-D starting coordinates (or with 'YStart'
and 'ZStart'
to specify 3-D starting coordinates)
before iterations of the force-directed algorithm change the node
positions.
This option is available only when method
is
'force'
or 'force3'
.
Example: layout(H,'force','XStart',x,'YStart',y)
Data Types: single
| double
| int8
| int16
| int32
| int64
| uint8
| uint16
| uint32
| uint64
'YStart'
— Starting y-coordinates for nodesStarting y-coordinates for nodes, specified as the comma-separated
pair consisting of 'YStart'
and a vector of node
coordinates. Use this option together with 'XStart'
to specify 2-D starting coordinates (or with 'XStart'
and 'ZStart'
to specify 3-D starting coordinates)
before iterations of the force-directed algorithm change the node
positions.
This option is available only when method
is
'force'
or 'force3'
.
Example: layout(H,'force','XStart',x,'YStart',y)
Example: layout(H,'force','XStart',x,'YStart',y,'ZStart',z)
Data Types: single
| double
| int8
| int16
| int32
| int64
| uint8
| uint16
| uint32
| uint64
'ZStart'
— Starting z-coordinates for nodesStarting z-coordinates for nodes, specified as the comma-separated
pair consisting of 'ZStart'
and a vector of node
coordinates. Use this option together with 'XStart'
and 'YStart'
to specify the starting
x, y, and z
node coordinates before iterations of the force-directed algorithm
change the node positions.
This option is available only when method
is
'force3'
.
Example: layout(H,'force','XStart',x,'YStart',y,'ZStart',z)
Data Types: single
| double
| int8
| int16
| int32
| int64
| uint8
| uint16
| uint32
| uint64
'Direction'
— Direction of layers'down'
(default) | 'up'
| 'left'
| 'right'
Direction of layers, specified as the comma-separated pair consisting
of 'Direction'
and either 'down'
,
'up'
, 'left'
or
'right'
. For directed acyclic (DAG) graphs, the
arrows point in the indicated direction.
This option is available only when method
is
'layered'
.
Example: layout(H,'layered','Direction','up')
'Sources'
— Nodes to include in the first layerNodes to include in the first layer, specified as the comma-separated
pair consisting of 'Sources'
and one or more node
indices or node names.
This table shows the different ways to refer to one or more nodes either by their numeric node indices or by their node names.
Form | Single Node | Multiple Nodes |
---|---|---|
Node index | Scalar Example: | Vector Example: |
Node name | Character vector Example: | Cell array of character vectors Example: |
String scalar Example: | String array Example: |
This option is available only when method
is
'layered'
.
Example: layout(H,'layered','Sources',[1 3
5])
'Sinks'
— Nodes to include in the last layerNodes to include in the last layer, specified as the comma-separated
pair consisting of 'Sinks'
and one or more node
indices or node names.
This option is available only when method
is
'layered'
.
Example: layout(H,'layered','Sinks',[2 4
6])
'AssignLayers'
— Layer assignment method'auto'
(default) | 'asap'
| 'alap'
Layer assignment method, specified as the comma-separated pair
consisting of 'AssignLayers'
and one of the options
in this table.
Option | Description |
---|---|
'auto' (default) | Node assignment uses either 'asap'
or 'alap' , whichever is more
compact. |
'asap' | As soon as possible. Each node is assigned to the first possible layer, given the constraint that all its predecessors must be in earlier layers. |
'alap' | As late as possible. Each node is assigned to the last possible layer, given the constraint that all its successors must be in later layers. |
This option is available only when method
is
'layered'
.
Example: layout(H,'layered','AssignLayers','alap')
'Dimension'
— Dimension of embedded subspaceDimension of embedded subspace, specified as the comma-separated pair
consisting of 'Dimension'
and a positive scalar
integer.
The default integer value is min([100,
numnodes(G)])
.
For the 'subspace'
layout, the integer must
be greater than or equal to 2.
For the 'subspace3'
layout, the integer
must be greater than or equal to 3.
In both cases, the integer must be less than the number of nodes.
This option is available only when method
is
'subspace'
or
'subspace3'
.
Example: layout(H,'subspace','Dimension',d)
Data Types: single
| double
| int8
| int16
| int32
| int64
| uint8
| uint16
| uint32
| uint64
'Center'
— Center node in circular layoutCenter node in circular layout, specified as the comma-separated pair
consisting of 'Center'
and one of the values in this
table.
Value | Example |
---|---|
Scalar node index | 1 |
Character vector node name | 'A' |
String scalar node name | "A" |
This option is available only when method
is
'circle'
.
Example: layout(H,'circle','Center',3)
places node
three at the center.
Example: layout(H,'circle','Center','Node1')
places
the node named 'Node1'
at the center.
Use the Layout
name-value pair to change the layout of a
graph when you plot it. For example,
plot(G,'Layout','circle')
plots the graph
G
with a circular layout.
When using the 'force'
or 'force3'
layout methods, a best practice is to use more iterations with the algorithm
instead of using XStart
, YStart
, and
ZStart
to restart the algorithm using previous outputs.
The result of executing the algorithm with 100 iterations is different in
comparison to executing 50 iterations, and then restarting the algorithm from
the ending positions to execute 50 more iterations.
[1] Fruchterman, T., and E. Reingold,. “Graph Drawing by Force-directed Placement.” Software — Practice & Experience. Vol. 21 (11), 1991, pp. 1129–1164.
[2] Gansner, E., E. Koutsofios, S. North, and K.-P Vo. “A Technique for Drawing Directed Graphs.” IEEE Transactions on Software Engineering. Vol.19, 1993, pp. 214–230.
[3] Barth, W., M. Juenger, and P. Mutzel. “Simple and Efficient Bilayer Cross Counting.” Journal of Graph Algorithms and Applications. Vol.8 (2), 2004, pp. 179–194.
[4] Brandes, U., and B. Koepf. “Fast and Simple Horizontal Coordinate Assignment.” LNCS. Vol. 2265, 2002, pp. 31–44.
[5] Y. Koren. “Drawing Graphs by Eigenvectors: Theory and Practice.” Computers and Mathematics with Applications. Vol. 49, 2005, pp. 1867–1888.
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