Attributes: Managing attributes

In multinet: Analysis and mining of multilayer social networks

Managing attributes

Description

These functions are used to assign and retrieve values to/from actors, vertices.

Usage

add_attributes_ml(n, attributes, type="string", target="actor",
	layer="", layer1="", layer2="")
attributes_ml(n, target="actor")
get_values_ml(n, attribute, actors=character(0),
	vertices =character(0), edges=character(0))
set_values_ml(n, attribute, actors=character(0),
	vertices=character(0), edges=character(0), values)

Arguments

n	A multilayer network.
attributes	Name(s) of the attributes to be created.
target	Can be "actor" (attributes attached to actors), "vertex" (attributes attached to vertices) or "edge" (attributes attached to edges). Layer attributes are not available in this version.
type	Can be "string" or "numeric".
layer	This can be specified only for targets "vertex" (so that the attribute exists only for the vertices in that layer) or "edge" (in which case the attribute applies to intra-layer edges in that layer).
layer1	This can be specified only for target "edge", together with layer2, so that the attribute applies to inter-layer edges from layer1 to layer2. If layer1 and layer2 are specified, the parameter layer should not be used.
layer2	See layer1.
attribute	The name of the attribute to be updated.
actors	A dataframe containing a vector of actor names ("actor"). If this is specified, layers, vertices and edges should not.
vertices	A dataframe of vertices to be updated. The first column specifies actor names, the second layer names. If this is specified, actors, layers and edges should not.
edges	A dataframe containing the vertices to be connected. The four columns must contain, in this order: actor1 name, layer1 name, actor2 name, layer2 name. If this is specified, actors, layers and vertices should not.
values	A vector of values to be set for the corresponding actors, vertices or edges.

Value

attributes_ml returns a data frame with columns: "name", and "type". If vertex attributes are listed, an additional "layer" column is used. If edge attributes are listed, two columns "layer1" and "layer2" are included. get_values_ml returns a data frame with the values for the requested objects.

See Also

multinet.properties, multinet.edge_directionality

Examples

net <- ml_aucs()
attributes_ml(net)
# actor attributes, of string type (default)
add_attributes_ml(net,c("name","surname"))
# a numeric attribute associated to the layers (not available in this version)
# add_attributes_ml(net,"num vertices",type="numeric",target="layer")
# attributes for vertices on the facebook layer
add_attributes_ml(net,"username",type="string",target="vertex",layer="facebook")
# attributes for edges on the work layer
add_attributes_ml(net,"strength",type="numeric",target="edge",layer="work")
# listing the attributes
attributes_ml(net)
# attributes_ml(net,"layer") # not available in this version
attributes_ml(net,"vertex")
attributes_ml(net,"edge")
# setting some values for the newly created attributes
set_values_ml(net,"name",actors=data.frame(actor=c("U54","U139")),values=c("John","Johanna"))
e <- data.frame(
    c("U139","U139"),
    c("work","work"),
    c("U71","U97"),
    c("work","work"))
set_values_ml(net,"strength",edges=e,values=.47)
# getting the values back
get_values_ml(net,"name",actors=data.frame(actor="U139"))
get_values_ml(net,"strength",edges=e)
# setting attributes based on network properties: create a "degree"
# attribute and set its value to the degree of each actor
actors_ml(net)$actor -> a
layers_ml(net) -> l
degree_ml(net,actors=a,layers=l,mode="all") -> d
add_attributes_ml(net,target="actor",type="numeric",attributes="degree")
set_values_ml(net,attribute="degree",actors=data.frame(actor=a),values=d)
get_values_ml(net,attribute="degree",actors=data.frame(actor="U54"))
# select actors based on attribute values (e.g., with degree greater than 40)
get_values_ml(net,attribute="degree",actors=data.frame(actor=a)) -> values
a[values$degree>40]
# list all the attributes again
attributes_ml(net)

multinet documentation built on Nov. 2, 2024, 5:06 p.m.