Tug-of-war with noise: A game-theoretic view of the $p$-Laplacian

Fix a bounded domain Ω ⊂ Rd, a continuous function F : ∂Ω → R, and constants ǫ > 0 and 1 < p, q < ∞ with p−1 + q−1 = 1. For each x ∈ Ω, let uǫ(x) be the value for player I of the following two-player, zero-sum game. The initial game position is x. At each stage, a fair coin is tossed and the player who wins the toss chooses a vector v ∈ B(0, ǫ) to add to the game position, after which a random “noise vector” with mean zero and variance q p |v| 2 in each orthogonal direction is also added. The game ends when the game position reaches some y ∈ ∂Ω, and player I’s payoff is F (y). We show that (for sufficiently regular Ω) as ǫ tends to zero the functions uǫ converge uniformly to the unique p-harmonic extension of F . Using a modified game (in which ǫ gets smaller as the game position approaches ∂Ω), we prove similar statements for general bounded domains Ω and resolutive functions F . These games and their variants interpolate between the tug of war games studied by Peres, Schramm, Sheffield, and Wilson (p = ∞) and the motion-by-curvature games introduced by Spencer and studied by Kohn and Serfaty (p = 1). They generalize the relationship between Brownian motion and the ordinary Laplacian and yield new results about p-capacity and p-harmonic measure.

[1]  JOEL SPENCER,et al.  Balancing games , 1977, J. Comb. Theory B.

[2]  Emmanuele DiBenedetto,et al.  C1 + α local regularity of weak solutions of degenerate elliptic equations , 1983 .

[3]  J. Doob Classical potential theory and its probabilistic counterpart , 1984 .

[4]  P. Tolksdorf,et al.  Regularity for a more general class of quasilinear elliptic equations , 1984 .

[5]  P. Aviles,et al.  On null sets of P-harmonic measures , 1992 .

[6]  J. Heinonen,et al.  Nonlinear Potential Theory of Degenerate Elliptic Equations , 1993 .

[7]  J. Propp,et al.  Richman games , 1995, math/9502222.

[8]  William D. Sudderth,et al.  Finitely additive stochastic games with Borel measurable payoffs , 1998, Int. J. Game Theory.

[9]  Donald A. Martin,et al.  The determinacy of Blackwell games , 1998, Journal of Symbolic Logic.

[10]  Petri Juutinen,et al.  On the Equivalence of Viscosity Solutions and Weak Solutions for a Quasi-Linear Equation , 2001, SIAM J. Math. Anal..

[11]  M. Crandall,et al.  A TOUR OF THE THEORY OF ABSOLUTELY MINIMIZING FUNCTIONS , 2004 .

[12]  J. Wu,et al.  p-Harmonic measure is not additive on null sets , 2005 .

[13]  Y. Peres,et al.  Tug-of-war and the infinity Laplacian , 2006, math/0605002.

[14]  Robert V. Kohn,et al.  A deterministic-control-based approach to motion by curvature (Viscosity Solution Theory of Differential Equations and its Developments) , 2005 .

[15]  Yuval Peres,et al.  Random-Turn Hex and Other Selection Games , 2005, Am. Math. Mon..

[16]  INVARIANT SETS FOR A-HARMONIC MEASURE , 2008 .

[17]  E. N. Barron,et al.  The infinity Laplacian, Aronsson’s equation and their generalizations , 2008 .