학술논문

On the Separability of Functions and Games
Document Type
Periodical
Source
IEEE Transactions on Control of Network Systems IEEE Trans. Control Netw. Syst. Control of Network Systems, IEEE Transactions on. 11(2):831-841 Jun, 2024
Subject
Communication, Networking and Broadcast Technologies
Robotics and Control Systems
Signal Processing and Analysis
Components, Circuits, Devices and Systems
Computing and Processing
Games
Hypertext systems
Markov random fields
Network systems
Control systems
Optimization
Inference algorithms
Hammersley–Clifford theorem
hypergraphical games
network games
potential games
separable functions
Language
ISSN
2325-5870
2372-2533
Abstract
We study the notion of (additive) separability of a function of several variables with respect to a hypergraph (H-graph). We prove the existence of a unique minimal H-graph with respect to which a function is separable and show that the corresponding minimal decomposition of the function can be obtained through a recursive algorithm. We then focus on (strategic form) games and propose a concept of separability for a game with respect to a forward directed hypergraph (FDH-graph). This notion refines and generalizes that of the graphical game and is invariant with respect to strategic equivalence. We show that every game is separable with respect to a minimal FDH-graph. Moreover, for exact potential games, such minimal FDH-graph reduces to the minimal H-graph of the potential function. Our results imply and refine known results on graphical potential games and yield a new proof of the celebrated Hammersely–Clifford theorem on Markov random fields.