Analysis of Markovian Competitive Situations Using Nonatomic Games

We study discrete-time dynamic games with effectively identical players who possess private states that evolve randomly. Players in these games are concerned with their undiscounted sums of period-wise payoffs in the finite-horizon case and discounted sums of stationary period-wise payoffs in the infinite-horizon case. In the general semi-anonymous setting, the other players influence a particular player’s payoffs and state evolutions through the joint state–action distributions that they form. When dealing with large finite games, we find it profitable to exploit symmetric mixed equilibria of a reduced feedback type for the corresponding nonatomic games (NGs). These equilibria, when continuous in a certain probabilistic sense, can be used to achieve near-equilibrium performances when there are a large but finite number of players. We focus on the case where independently generated shocks drive random actions and state transitions. The NG equilibria we consider are random state-to-action maps that pay no attention to players’ external environments. Yet, they can be adopted for a variety of real situations where the knowledge about the other players can be incomplete. Results concerning finite horizons also form the basis of a link between an NG’s stationary equilibrium and good stationary profiles for large finite games.

[1]  A. Mas-Colell On a theorem of Schmeidler , 1984 .

[2]  Agnieszka Wiszniewska-Matyszkiel Discrete Time Dynamic Games with a continuum of Players I: Decomposable Games , 2002, IGTR.

[3]  K. Parthasarathy,et al.  Probability measures on metric spaces , 1967 .

[4]  Existence of pure equilibria in games with nonatomic space of players , 2000 .

[6]  Erik J. Balder,et al.  A unifying approach to existence of nash equilibria , 1995 .

[7]  Drew Fudenberg,et al.  Open-loop and closed-loop equilibria in dynamic games with many players , 1988 .

[8]  Kali P. Rath Existence and upper hemicontinuity of equilibrium distributions of anonymous games with discontinuous payoffs , 1996 .

[9]  Benjamin Van Roy,et al.  MARKOV PERFECT INDUSTRY DYNAMICS WITH MANY FIRMS , 2008 .

[10]  Eilon Solan Discounted Stochastic Games , 1998, Math. Oper. Res..

[11]  Sergiu Hart,et al.  On equilibrium allocations as distributions on the commodity space , 1974 .

[12]  David Housman Infinite Player Noncooperative Games and the Continuity of the Nash Equilibrium Correspondence , 1988, Math. Oper. Res..

[13]  Jian Yang,et al.  A link between sequential semi-anonymous nonatomic games and their large finite counterparts , 2015, Int. J. Game Theory.

[14]  Alain Bensoussan,et al.  Linear-Quadratic Mean Field Games , 2014, Journal of Optimization Theory and Applications.

[15]  Kali P. Rath A direct proof of the existence of pure strategy equilibria in games with a continuum of players , 1992 .

[16]  Motty Perry,et al.  Supplement to "Toward a Strategic Foundation for Rational Expectations Equilibrium , 2006 .

[17]  E. Green Noncooperative price taking in large dynamic markets , 1980 .

[18]  R. Carmona,et al.  A probabilistic weak formulation of mean field games and applications , 2013, 1307.1152.

[19]  E. Green Continuum and Finite-Player Noncooperative Models of Competition , 1984 .

[20]  Yuri Levin,et al.  Dynamic Pricing in the Presence of Strategic Consumers and Oligopolistic Competition , 2009, Manag. Sci..

[21]  S. Ethier,et al.  Markov Processes: Characterization and Convergence , 2005 .

[22]  Agnieszka Wiszniewska-Matyszkiel Discrete Time Dynamic Games with continuum of Players II: Semi-Decomposable Games , 2003, IGTR.

[23]  Gabriel Y. Weintraub,et al.  Mean Field Equilibrium: Uniqueness, Existence, and Comparative Statics , 2018, Oper. Res..

[24]  Wenjiao Zhao,et al.  Optimal Dynamic Pricing for Perishable Assets with Nonhomogeneous Demand , 2000 .

[25]  Erik J. Balder,et al.  A Unifying Pair of Cournot-Nash Equilibrium Existence Results , 2002, J. Econ. Theory.

[26]  Pierre-Louis Lions,et al.  The Dynamics of Inequality , 2015 .

[27]  Konrad Podczeck,et al.  On purification of measure-valued maps , 2009 .

[28]  P. Caines,et al.  Individual and mass behaviour in large population stochastic wireless power control problems: centralized and Nash equilibrium solutions , 2003, 42nd IEEE International Conference on Decision and Control (IEEE Cat. No.03CH37475).

[29]  D. Schmeidler Equilibrium points of nonatomic games , 1973 .

[30]  Rann Smorodinsky,et al.  Large Nonanonymous Repeated Games , 2001, Games Econ. Behav..

[31]  T. Parthasarathy,et al.  Equilibria for discounted stochastic games , 2003 .

[32]  R. Johari,et al.  Mean Field Equilibrium in Dynamic Games with Complementarities , 2010 .

[33]  L. Shapley,et al.  Stochastic Games* , 1953, Proceedings of the National Academy of Sciences.

[34]  K. Reffett,et al.  A qualitative theory of large games with strategic complementarities , 2014 .

[35]  Konrad Podczeck,et al.  On existence of rich Fubini extensions , 2010 .

[36]  Mark Feldman,et al.  An expository note on individual risk without aggregate uncertainty , 1985 .

[37]  K. Judd The law of large numbers with a continuum of IID random variables , 1985 .

[38]  W. Hildenbrand Core and Equilibria of a Large Economy. , 1974 .

[39]  Hugo Hopenhayn Entry, exit, and firm dynamics in long run equilibrium , 1992 .

[40]  D. Duffie Stationary Markov Equilibria , 1994 .

[41]  Kyle Y. Lin,et al.  Dynamic price competition with discrete customer choices , 2009, Eur. J. Oper. Res..

[42]  Jian Yang Asymptotic interpretations for equilibria of nonatomic games , 2011 .

[43]  Nabil I. Al-Najjar Large games and the law of large numbers , 2008, Games Econ. Behav..

[44]  Guilherme Carmona Nash Equilibria of Games with a Continuum of Players , 2004 .

[45]  Peter E. Caines,et al.  Large population stochastic dynamic games: closed-loop McKean-Vlasov systems and the Nash certainty equivalence principle , 2006, Commun. Inf. Syst..

[46]  Jian Yang,et al.  Analysis of Markovian Competitive Situations Using Nonatomic Games , 2015, Dyn. Games Appl..

[47]  Georgia Perakis,et al.  Competitive Multi-period Pricing for Perishable Products: A Robust Optimization Approach , 2006, Math. Program..

[48]  E. Jouini,et al.  Law Invariant Risk Measures Have the Fatou Property , 2005 .

[49]  P. Lions,et al.  Mean field games , 2007 .

[50]  D. Bernhardt,et al.  Anonymous sequential games: Existence and characterization of equilibria , 1995 .

[51]  H. Sabourian Anonymous repeated games with a large number of players and random outcomes , 1990 .

[52]  Yeneng Sun,et al.  The exact law of large numbers via Fubini extension and characterization of insurable risks , 2006, J. Econ. Theory.

[53]  Ramesh Johari,et al.  Mean Field Equilibrium in Dynamic Games with Strategic Complementarities , 2013, Oper. Res..

[54]  M. Ali Khan,et al.  On Extensions of the Cournot-Nash Theorem , 1985 .

[55]  M. Ali Khan,et al.  On the Existence of Pure Strategy Equilibria in Games with a Continuum of Players , 1997 .

[56]  R. Rosenthal,et al.  Anonymous sequential games , 1988 .

[57]  Agnieszka Wiszniewska-Matyszkiel,et al.  Open and Closed Loop Nash Equilibria in Games with a Continuum of Players , 2014, J. Optim. Theory Appl..

[58]  Wallace J. Hopp,et al.  A Monopolistic and Oligopolistic Stochastic Flow Revenue Management Model , 2006, Oper. Res..

[59]  Yusen Xia,et al.  A Nonatomic‐Game Approach to Dynamic Pricing under Competition , 2013 .

[60]  E. Kalai Large Robust Games , 2004 .

[61]  A. Banerjee,et al.  Why Does Misallocation Persist , 2010 .

[62]  R. Aumann Markets with a continuum of traders , 1964 .