Title :
Key Player Identification: A Note on Weighted Connectivity Games and the Shapley Value
Author :
Lindelauf, Roy ; Blankers, Iris
Author_Institution :
Mil. Operational Art & Sci., Netherlands Defense Acad., Breda, Netherlands
Abstract :
The use of graph theory in social network analysis to identify the most important actors is well-known. More recently game theory has also been applied to measure centrality as variation in the power due to the social structure. Here we present such a solution concept from cooperative game theory, the Shapley value, to identify key players engaged in a network. The communication structure among the players is modeled by use of the so-called connectivity game. We analyze standard networks representative of covert organizations and present results on the centrality of players organized according to an a-symmetric path structure. In addition we present an analysis of a weighted connectivity game in which the worth of coalitions not only depends on their interaction structure but also on exogenous factors.
Keywords :
game theory; graph theory; Shapley value; connectivity games; graph theory; key player identification; social network analysis; Game theory; Games; Graph theory; Organizations; Resource management; Social network services; Standards organizations; Centrality; Connectivity game; Covert Networks; Shapley value;
Conference_Titel :
Advances in Social Networks Analysis and Mining (ASONAM), 2010 International Conference on
Conference_Location :
Odense
Print_ISBN :
978-1-4244-7787-6
Electronic_ISBN :
978-0-7695-4138-9
DOI :
10.1109/ASONAM.2010.33