On the Value of Correlation

Correlated equilibrium (Aumann, 1974) generalizes Nash equilibrium to allow correlation devices. Aumann showed an example of a game, and of a correlated equilibrium in this game, in which the agents' surplus (expected sum of payoffs) is greater than their surplus in all mixed-strategy equilibria. Following the idea initiated by the price of anarchy literature (Koutsoupias & Papadimitriou, 1999; Papadimitriou, 2001) this suggests the study of two major measures for the value of correlation in a game with non-negative payoffs: 1. The ratio between the maximal surplus obtained in a correlated equilibrium to the maximal surplus obtained in a mixed-strategy equilibrium. We refer to this ratio as the mediation value. 2. The ratio between the maximal surplus to the maximal surplus obtained in a correlated equilibrium. We refer to this ratio as the enforcement value. In this work we initiate the study of the mediation and enforcement values, providing several general results on the value of correlation as captured by these concepts. We also present a set of results for the more specialized case of congestion games (Rosenthal, 1973), a class of games that received a lot of attention in the recent literature.

[1]  J. Potters,et al.  On the Structure of the Set of Correlated Equilibria in Two-By-Two Bimatrix Games , 1999 .

[2]  Paul G. Spirakis,et al.  The price of selfish routing , 2001, STOC '01.

[3]  Antoni Calvó-Armengol The Set of Correlated Equilibria of 2 × 2 Games ∗ , 2004 .

[4]  Tim Roughgarden,et al.  How bad is selfish routing? , 2002, JACM.

[5]  Christos H. Papadimitriou,et al.  Computing correlated equilibria in multi-player games , 2005, STOC '05.

[6]  Tim Roughgarden,et al.  The Price of Stability for Network Design with Fair Cost Allocation , 2004, FOCS.

[7]  Moshe Tennenholtz,et al.  k-Implementation , 2003, EC '03.

[8]  Tim Roughgarden,et al.  Selfish Routing , 2002 .

[9]  Elias Koutsoupias,et al.  On the Price of Anarchy and Stability of Correlated Equilibria of Linear Congestion Games , 2005, ESA.

[10]  John Langford,et al.  Correlated equilibria in graphical games , 2003, EC '03.

[11]  Sergiu Hart,et al.  Existence of Correlated Equilibria , 1989, Math. Oper. Res..

[12]  Itai Ashlagi,et al.  Mediators in position auctions , 2007, EC '07.

[13]  Moshe Tennenholtz,et al.  On Social Laws for Artificial Agent Societies: Off-Line Design , 1995, Artif. Intell..

[14]  L. Shapley,et al.  Potential Games , 1994 .

[15]  R. Aumann Subjectivity and Correlation in Randomized Strategies , 1974 .

[16]  Berthold Vöcking,et al.  Tight bounds for worst-case equilibria , 2002, SODA '02.

[17]  S. Fischer Selfish Routing , 2002 .

[18]  Dov Monderer,et al.  Multipotential Games , 2007, IJCAI.

[19]  Alexander Schrijver,et al.  Theory of linear and integer programming , 1986, Wiley-Interscience series in discrete mathematics and optimization.

[20]  Adrian Vetta,et al.  Nash equilibria in competitive societies, with applications to facility location, traffic routing and auctions , 2002, The 43rd Annual IEEE Symposium on Foundations of Computer Science, 2002. Proceedings..

[21]  Christos H. Papadimitriou,et al.  Worst-case equilibria , 1999 .

[22]  Moshe Tennenholtz,et al.  Routing Mediators , 2007, IJCAI.

[23]  Christos H. Papadimitriou,et al.  Algorithms, Games, and the Internet , 2001, ICALP.

[24]  R. Aumann Correlated Equilibrium as an Expression of Bayesian Rationality Author ( s ) , 1987 .

[25]  R. Rosenthal A class of games possessing pure-strategy Nash equilibria , 1973 .

[26]  K. McCardle,et al.  Coherent behavior in noncooperative games , 1990 .

[27]  Moshe Tennenholtz,et al.  Artificial Social Systems , 1992, Lecture Notes in Computer Science.