Uncoupled potentials for proportional allocation markets

We study resource allocation games where allocations to agents are made in proportion to their bids. We show that the existence of a potential function in the allocation space, and a virtual price function are sufficient for the convergence of better response dynamics to Nash equilibrium. Generally, resource allocation games do not admit a potential in their strategy space, and are not in the class of potential games. However, for many interesting examples, including the Kelly mechanism, the best response functions are “well-behaved” on the allocation space, and consequently a potential in that space exists. We demonstrate how our sufficient condition is satisfied by three classes of market mechanisms. The first is the class of smooth market-clearing mechanisms, where the market is cleared using a single nondiscriminatory price. The second example is the class of simple g-mechanisms where an efficient Nash equilibrium is implemented with price discrimination. Finally we show our results apply to a subset of scalar strategy VCG (SSVCG) mechanisms, that generalizes simple g-mechanisms.

[1]  Peter Secretan Learning , 1965, Mental Health.

[2]  Bruce Hajek,et al.  Do Greedy Autonomous Systems Make for a Sensible Internet , 2003 .

[3]  M. Slade What Does An Oligopoly Maximize , 1994 .

[4]  Yunjian Xu,et al.  Efficiency loss in resource allocation games , 2012 .

[5]  Paul R. Milgrom,et al.  Rationalizability, Learning, and Equilibrium in Games with Strategic Complementarities , 1990 .

[6]  Yishay Mansour,et al.  On the convergence of regret minimization dynamics in concave games , 2009, STOC '09.

[7]  Tamer Basar,et al.  Efficient signal proportional allocation (ESPA) mechanisms: decentralized social welfare maximization for divisible resources , 2006, IEEE Journal on Selected Areas in Communications.

[8]  Steven Lake Waslander,et al.  Lump-Sum Markets for Air Traffic Flow Control With Competitive Airlines , 2008, Proceedings of the IEEE.

[9]  O. H. Brownlee,et al.  ACTIVITY ANALYSIS OF PRODUCTION AND ALLOCATION , 1952 .

[10]  S. Hart,et al.  Uncoupled Dynamics Do Not Lead to Nash Equilibrium , 2003 .

[11]  Richard J. La,et al.  Charge-sensitive TCP and rate control in the Internet , 2000, Proceedings IEEE INFOCOM 2000. Conference on Computer Communications. Nineteenth Annual Joint Conference of the IEEE Computer and Communications Societies (Cat. No.00CH37064).

[12]  Bruce Hajek,et al.  Revenue and Stability of a Mechanism for Efficient Allocation of a Divisible Good , 2005 .

[13]  J. Goodman Note on Existence and Uniqueness of Equilibrium Points for Concave N-Person Games , 1965 .

[14]  T.M. Stoenescu,et al.  A Pricing Mechanism which Implements in Nash Equilibria a Rate Allocation Problem in Networks , 2006, Proceedings of the 45th IEEE Conference on Decision and Control.

[15]  Y. Mansour,et al.  Algorithmic Game Theory: Learning, Regret Minimization, and Equilibria , 2007 .

[16]  Frank Kelly,et al.  Charging and rate control for elastic traffic , 1997, Eur. Trans. Telecommun..

[17]  John N. Tsitsiklis,et al.  Efficiency of Scalar-Parameterized Mechanisms , 2008, Oper. Res..

[18]  J. Walrand,et al.  Mechanisms for Efficient Allocation in Divisible Capacity Networks , 2006, Proceedings of the 45th IEEE Conference on Decision and Control.

[19]  L. Shapley,et al.  REGULAR ARTICLEPotential Games , 1996 .

[20]  Jiawei Zhang,et al.  Design of price mechanisms for network resource allocation via price of anarchy , 2010, Mathematical Programming.

[21]  T. Başar,et al.  Nash Equilibrium and Decentralized Negotiation in Auctioning Divisible Resources , 2003 .

[22]  Frank Kelly,et al.  Rate control for communication networks: shadow prices, proportional fairness and stability , 1998, J. Oper. Res. Soc..

[23]  L. Shapley,et al.  Fictitious Play Property for Games with Identical Interests , 1996 .

[24]  John N. Tsitsiklis,et al.  Efficiency loss in a network resource allocation game: the case of elastic supply , 2004, IEEE Transactions on Automatic Control.

[25]  R. Johari Algorithmic Game Theory: The Price of Anarchy and the Design of Scalable Resource Allocation Mechanisms , 2007 .

[26]  Bruce Hajek,et al.  VCG-Kelly Mechanisms for Allocation of Divisible Goods: Adapting VCG Mechanisms to One-Dimensional Signals , 2006 .

[27]  L. Shapley,et al.  Trade Using One Commodity as a Means of Payment , 1977, Journal of Political Economy.

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