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Game Theoretic Approaches to Knowledge
           Discovery and Data Mining

                                        Y. Narahari

                       Indian Institute of Science, Bangalore, India
                                hari@csa.iisc.ernet.in



Game theory is replete with brilliant solution concepts such as the Nash equi-
librium, the core, the Shapley value, etc. These solution concepts and their ex-
tensions are finding widespread use in solving several fundamental problems in
knowledge discovery and data mining. The problems include clustering, classifi-
cation, discovering influential nodes, social network analysis, etc. The first part
of the talk will present the conceptual underpinnings underlying the use of game
theoretic techniques in such problem solving. The second part of the talk will
delve into two problems where we have recently obtained some interesting results:
(a) Discovering influential nodes in social networks using the Shapley value, and
(b) Identifying topologies of strategically formed social networks using a game
theoretic approach.




M.J. Zaki et al. (Eds.): PAKDD 2010, Part I, LNAI 6118, p. 3, 2010.
c Springer-Verlag Berlin Heidelberg 2010

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Gametheory

  • 1. Game Theoretic Approaches to Knowledge Discovery and Data Mining Y. Narahari Indian Institute of Science, Bangalore, India hari@csa.iisc.ernet.in Game theory is replete with brilliant solution concepts such as the Nash equi- librium, the core, the Shapley value, etc. These solution concepts and their ex- tensions are finding widespread use in solving several fundamental problems in knowledge discovery and data mining. The problems include clustering, classifi- cation, discovering influential nodes, social network analysis, etc. The first part of the talk will present the conceptual underpinnings underlying the use of game theoretic techniques in such problem solving. The second part of the talk will delve into two problems where we have recently obtained some interesting results: (a) Discovering influential nodes in social networks using the Shapley value, and (b) Identifying topologies of strategically formed social networks using a game theoretic approach. M.J. Zaki et al. (Eds.): PAKDD 2010, Part I, LNAI 6118, p. 3, 2010. c Springer-Verlag Berlin Heidelberg 2010