On Structure and Computation of Generalized Nash Equilibria

We consider generalized Nash equilibrium problems (GNEP) from a structural and computational point of view. In GNEP the players’ feasible sets may depend on the other players’ strategies. Moreover, the players may share common constraints. In particular, the latter leads to the stable appearance of Nash equilibria which are Fritz-John (FJ) points, but not Karush-Kuhn-Tucker (KKT) points. Basic in our approach is the representation of FJ points as zeros of an appropriate underdetermined system of nonsmooth equations. Here, additional nonsmooth variables are taken into account. We prove that the set of FJ points (together with corresponding active Lagrange multipliers) - generically - constitutes a Lipschitz manifold. Its dimension is (N-1)J_0, where N is the number of players and J_0 is the number of active common constraints. In a structural analysis of Nash equilibria the number (N-1)J_0 plays a crucial role. In fact, the latter number encodes both the possible degeneracies for the players’ parametric subproblems and the dimension of the set of Nash equilibria. In particular, in the nondegenerate case, the dimension of the set of Nash equilibria equals locally (N-1)J_0. For the computation of FJ points we propose a nonsmooth projection method (NPM) which aims at nding solutions of an underdetermined system of nonsmooth equations. NPM is shown to be well-dened for GNEP. Local convergence of NPM is conjectured for GNEP under generic assumptions and its proof is challenging. However, we indicate special cases (known from the literature) in which convergence holds.

[1]  Stephan Bütikofer,et al.  A Nonsmooth Newton Method with Path Search and Its Use in Solving C1, 1 Programs and Semi-Infinite Problems , 2010, SIAM J. Optim..

[2]  Oliver Stein,et al.  Nonsmooth optimization reformulations of player convex generalized Nash equilibrium problems , 2012, J. Glob. Optim..

[3]  P. Deuflhard,et al.  Affine Invariant Convergence Theorems for Newton’s Method and Extensions to Related Methods , 1979 .

[4]  Hubertus Th. Jongen,et al.  Critical sets in parametric optimization , 1986, Math. Program..

[5]  D. Klatte,et al.  Strong stability of stationary solutions and Karush-Kuhn-Tucker points in nonlinear optimization , 1991 .

[6]  Adrian S. Lewis,et al.  Alternating Projections on Manifolds , 2008, Math. Oper. Res..

[7]  Christian Kanzow,et al.  Optimization reformulations of the generalized Nash equilibrium problem using Nikaido-Isoda-type functions , 2009, Comput. Optim. Appl..

[8]  Xiaojun Chen,et al.  Convergence of Newton's Method for Singular Smooth and Nonsmooth Equations Using Adaptive Outer Inverses , 1997, SIAM J. Optim..

[9]  Jong-Shi Pang,et al.  Nonconvex Games with Side Constraints , 2011, SIAM J. Optim..

[10]  F. Clarke Optimization And Nonsmooth Analysis , 1983 .

[11]  Adi Ben-Israel,et al.  Generalized inverses: theory and applications , 1974 .

[12]  Harald Günzel,et al.  The structured jet transversality theorem , 2008 .

[13]  H. Jongen,et al.  Nonlinear Optimization in Finite Dimensions , 2001 .

[14]  R. Rockafellar,et al.  Maximal monotone relations and the second derivatives of nonsmooth functions , 1985 .

[15]  M. Nashed Inner, outer, and generalized inverses in banach and hilbert spaces , 1987 .

[16]  Diethard Klatte,et al.  Nonsmooth Equations in Optimization: "Regularity, Calculus, Methods And Applications" , 2006 .

[17]  Francisco Facchinei,et al.  Generalized Nash equilibrium problems and Newton methods , 2008, Math. Program..

[18]  Hubertus Th. Jongen,et al.  On Intrinsic Complexity of Nash Equilibrium Problems and Bilevel Optimization , 2013, J. Optim. Theory Appl..

[19]  M. Z. Nashed,et al.  Convergence of Newton-like methods for singular operator equations using outer inverses , 1993 .

[20]  Francisco Facchinei,et al.  Generalized Nash Equilibrium Problems , 2010, Ann. Oper. Res..

[21]  Francisco Facchinei,et al.  On the solution of the KKT conditions of generalized Nash equilibrium problems , 2011, SIAM J. Optim..

[22]  Liqun Qi,et al.  A nonsmooth version of Newton's method , 1993, Math. Program..

[23]  M. Kojima Strongly Stable Stationary Solutions in Nonlinear Programs. , 1980 .

[24]  Xiaojun Chen,et al.  Newton-like methods for solving underdetermined nonlinear equations with nondifferentiable terms , 1994 .

[25]  H. Th. Jongen,et al.  Bilevel optimization: on the structure of the feasible set , 2012, Math. Program..