On a Network Centrality Maximization Game
Abstract
We study a network formation game where players, identified with the nodes of a directed graph to be formed, choose where to wire their outgoing links in order to maximize their PageRank centrality. Specifically, the action of every player consists in the wiring of a predetermined number of directed out-links, and her utility is her own PageRank centrality in the network resulting from the actions of all players. We show that this is a potential game and that the best response correspondence always exhibits a local structure in that it is never convenient for a node to link to other nodes that are at incoming distance more than from her. We then study the equilibria of this game determining necessary conditions for a graph to be a (strict, recurrent) Nash equilibrium. Moreover, in the homogeneous case, where players all have the same number of out-links, we characterize the structure of the potential maximizing equilibria and, in the special cases and , we provide a complete classification of the set of (strict, recurrent) Nash equilibria. Our analysis shows in particular that the considered formation mechanism leads to the emergence of undirected and disconnected or loosely connected networks.
Keywords
Cite
@article{arxiv.2211.03685,
title = {On a Network Centrality Maximization Game},
author = {Costanza Catalano and Maria Castaldo and Giacomo Como and Fabio Fagnani},
journal= {arXiv preprint arXiv:2211.03685},
year = {2023}
}
Comments
42 pages, 11 figures