In
mathematics and
social science
Social science is one of the branches of science, devoted to the study of societies and the relationships among individuals within those societies. The term was formerly used to refer to the field of sociology, the original "science of soc ...
, a collaboration graph is a graph modeling some
social network
A social network is a social structure made up of a set of social actors (such as individuals or organizations), sets of dyadic ties, and other social interactions between actors. The social network perspective provides a set of methods for ...
where the vertices represent participants of that network (usually individual people) and where two distinct participants are joined by an edge whenever there is a collaborative relationship between them of a particular kind. Collaboration graphs are used to measure the closeness of collaborative relationships between the participants of the network.
Types considered in the literature
The most well-studied collaboration graphs include:
*Collaboration graph of mathematicians also known as the
Erdős collaboration graph, where two mathematicians are joined by an edge whenever they co-authored a paper together (with possibly other co-authors present).
*Collaboration graph of movie actors, also known as the Hollywood graph or
co-stardom network, where two movie actors are joined by an edge whenever they appeared in a movie together.
*Collaborations graphs in other social networks, such as sports, including the "NBA graph" whose vertices are players where two players are joined by an edge if they have ever played together on the same team.
*Co-authorship graphs in published articles, where individual nodes may be assigned either at the level of the author, institution, or country. These types of graphs are useful in establishing and evaluating research networks.
Features
By construction, the collaboration graph is a
simple graph
In discrete mathematics, and more specifically in graph theory, a graph is a structure amounting to a set of objects in which some pairs of the objects are in some sense "related". The objects correspond to mathematical abstractions called '' v ...
, since it has no loop-edges and no multiple edges.
The collaboration graph need not be connected. Thus each person who never co-authored a joint paper represents an isolated vertex in the collaboration graph of mathematicians.
Both the collaboration graph of mathematicians and movie actors were shown to have "small world topology": they have a very large number of vertices, most of small degree, that are highly clustered, and a "giant" connected component with small average distances between vertices.
Collaboration distance
The distance between two people/nodes in a collaboration graph is called the collaboration distance. Thus the collaboration distance between two distinct nodes is equal to the smallest number of edges in an edge-path connecting them. If no path connecting two nodes in a collaboration graph exists, the collaboration distance between them is said to be infinite.
The collaboration distance may be used, for instance, for evaluating the citations of an author, a group of authors or a journal.
In the collaboration graph of mathematicians, the collaboration distance from a particular person to
Paul Erdős is called the
Erdős number of that person.
MathSciNet
MathSciNet is a searchable online bibliographic database created by the American Mathematical Society in 1996. It contains all of the contents of the journal '' Mathematical Reviews'' (MR) since 1940 along with an extensive author database, links ...
has a free online tool for computing the collaboration distance between any two mathematicians as well as the Erdős number of a mathematician. This tool also shows the actual chain of co-authors that realizes the collaboration distance.
For the Hollywood graph, an analog of the Erdős number, called the
Bacon number
Six Degrees of Kevin Bacon or Bacon's Law is a parlor game where players challenge each other to arbitrarily choose an actor and then connect them to another actor via a film that both actors have appeared in together, repeating this process to ...
, has also been considered, which measures the collaboration distance to
Kevin Bacon.
Generalizations
Some generalizations of the collaboration graph of mathematicians have also been considered. There is a
hypergraph
In mathematics, a hypergraph is a generalization of a graph in which an edge can join any number of vertices. In contrast, in an ordinary graph, an edge connects exactly two vertices.
Formally, an undirected hypergraph H is a pair H = (X,E) ...
version, where individual mathematicians are vertices and where a group of mathematicians (not necessarily just two) constitutes a
hyperedge if there is a paper of which they were all co-authors. Another variation is a simple graph where two mathematicians are joined by an edge if and only if there is a paper with only two of them (and no others) as co-authors.
A
multigraph version of a collaboration graph has also been considered where two mathematicians are joined by
edges if they co-authored exactly
papers together. Another variation is a weighted collaboration graph where with rational weights where two mathematicians are joined by an edge with weight
whenever they co-authored exactly
papers together. This model naturally leads to the notion of a "rational Erdős number".
[Alexandru T. Balaban and Douglas J. Klei]
''Co-authorship, rational Erdős numbers, and resistance distances in graphs.''
Scientometrics
Scientometrics is the field of study which concerns itself with measuring and analysing scholarly literature. Scientometrics is a sub-field of informetrics. Major research issues include the measurement of the impact of research papers and academ ...
, vol. 55 (2002), no. 1, pp. 59–70.
See also
*
References
External links
Collaboration distance calculatorof the
American Mathematical Society
The American Mathematical Society (AMS) is an association of professional mathematicians dedicated to the interests of mathematical research and scholarship, and serves the national and international community through its publications, meetings ...
Collaboration graph of the University of Georgia Mathematics Department Collaboration graph of the University of Oakland Mathematics and Statistics Department
{{Social networking
Application-specific graphs
Collaboration
Social networks