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mathematics Mathematics is a field of study that discovers and organizes methods, Mathematical theory, theories and theorems that are developed and Mathematical proof, proved for the needs of empirical sciences and mathematics itself. There are many ar ...
and
social science Social science (often rendered in the plural as the social sciences) is one of the branches of science, devoted to the study of societies and the relationships among members within those societies. The term was formerly used to refer to the ...
, a collaboration graph is a graph modeling some
social network A social network is a social structure consisting of a set of social actors (such as individuals or organizations), networks of Dyad (sociology), dyadic ties, and other Social relation, social interactions between actors. The social network per ...
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, particularly in graph theory, a graph is a structure consisting of a Set (mathematics), set of objects where some pairs of the objects are in some sense "related". The objects are represented by abstractions called ''Ver ...
, 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 Paul Erdős ( ; 26March 191320September 1996) was a Hungarian mathematician. He was one of the most prolific mathematicians and producers of mathematical conjectures of the 20th century. pursued and proposed problems in discrete mathematics, g ...
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, has also been considered, which measures the collaboration distance to
Kevin Bacon Kevin Norwood Bacon (born July 8, 1958) is an American actor. Known for various roles, including leading man characters, Bacon has received numerous accolades such as a Golden Globe Award and a Screen Actors Guild Award. Bacon made his featu ...
.


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 (discrete mathematics), graph in which an graph theory, edge can join any number of vertex (graph theory), vertices. In contrast, in an ordinary graph, an edge connects exactly two vert ...
version, where individual mathematicians are vertices and where a group of mathematicians (not necessarily just two) constitutes a
hyperedge This is a glossary of graph theory. Graph theory is the study of graphs, systems of nodes or vertices connected in pairs by lines or edges. Symbols A B ...
if there is a paper of which they were all co-authors. A
multigraph In mathematics, and more specifically in graph theory, a multigraph is a graph which is permitted to have multiple edges (also called ''parallel edges''), that is, edges that have the same end nodes. Thus two vertices may be connected by mor ...
version of a collaboration graph has also been considered where two mathematicians are joined by k edges if they co-authored exactly k papers together. Another variation is a weighted collaboration graph where with rational weights where two mathematicians are joined by an edge with weight \tfrac whenever they co-authored exactly k 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 a subfield of informetrics that studies quantitative aspects of scholarly literature. Major research issues include the measurement of the impact of research papers and academic journals, the understanding of scientific citati ...
, vol. 55 (2002), no. 1, pp. 59–70.


See also

*


References


External links


Collaboration distance calculator
of 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