A GAME THEORY APPROACH TO THE EXISTENCE AND UNIQUENESS OF NONLINEAR PERRON-FROBENIUS EIGENVECTORS

被引:6
作者
Akian, Marianne [1 ,2 ]
Gaubert, Stephane [1 ,2 ]
Hochart, Antoine [3 ]
机构
[1] Ecole Polytech, INRIA, CNRS, Inst Polytech Paris, F-91128 Palaiseau, France
[2] Ecole Polytech, CMAP, CNRS, Inst Polytech Paris, F-91128 Palaiseau, France
[3] Univ Adolfo Ibanez, Fac Ingn & Ciencia, Santiago 2640, Chile
关键词
Nonlinear eigenproblem; nonexpansive map; Hilbert's projective metric; hypergraph; zero-sum stochastic game; OPERATOR APPROACH; MAPS; MAX; EIGENVALUES; ALGORITHM;
D O I
10.3934/dcds.2020009
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We establish a generalized Perron-Frobenius theorem, based on a combinatorial criterion which entails the existence of an eigenvector for any nonlinear order-preserving and positively homogeneous map f acting on the open orthant R->0(n). This criterion involves dominions, i.e., sets of states that can be made invariant by one player in a two-person game that only depends on the behavior of f "at infinity". In this way, we characterize the situation in which for all alpha, beta > 0, the "slice space" S-alpha(beta) :={x is an element of R->0(n) vertical bar alpha x <= f(x) <= beta x} is bounded in Hilbert's projective metric, or, equivalently, for all uniform perturbations g of f, all the orbits of g are bounded in Hilbert's projective metric. This solves a problem raised by Gaubert and Gunawardena (Trans. AMS, 2004). We also show that the uniqueness of an eigenvector is characterized by a dominion condition, involving a different game depending now on the local behavior of f near an eigenvector. We show that the dominion conditions can be verified by directed hypergraph methods. We finally illustrate these results by considering specific classes of nonlinear maps, including Shapley operators, generalized means and nonnegative tensors.
引用
收藏
页码:207 / 231
页数:25
相关论文
共 39 条
[1]   Iteration of order preserving subhomogeneous maps on a cone [J].
Akian, M ;
Gaubert, S .
MATHEMATICAL PROCEEDINGS OF THE CAMBRIDGE PHILOSOPHICAL SOCIETY, 2006, 140 :157-176
[2]   Spectral theorem for convex monotone homogeneous maps, and ergodic control [J].
Akian, M ;
Gaubert, S .
NONLINEAR ANALYSIS-THEORY METHODS & APPLICATIONS, 2003, 52 (02) :637-679
[3]  
Akian M, 2015, IEEE DECIS CONTR P, P5845, DOI 10.1109/CDC.2015.7403138
[4]  
Akian M, 2016, T AM MATH SOC, V368, P1271
[5]   ERGODICITY CONDITIONS FOR ZERO-SUM GAMES [J].
Akian, Marianne ;
Gaubert, Stephane ;
Hochart, Antoine .
DISCRETE AND CONTINUOUS DYNAMICAL SYSTEMS, 2015, 35 (09) :3901-3931
[6]   On the Complexity of Strongly Connected Components in Directed Hypergraphs [J].
Allamigeon, Xavier .
ALGORITHMICA, 2014, 69 (02) :335-369
[7]   A VARIATIONAL FORMULA FOR RISK-SENSITIVE REWARD [J].
Anantharam, V. ;
Borkar, V. S. .
SIAM JOURNAL ON CONTROL AND OPTIMIZATION, 2017, 55 (02) :961-988
[8]  
[Anonymous], 1998, GRUND MATH WISS
[9]  
[Anonymous], 1997, Mathematics and its Applications
[10]  
Arora S, 2009, COMPUTATIONAL COMPLEXITY: A MODERN APPROACH, P1, DOI 10.1017/CBO9780511804090