Author
Listed:
- Costanza Catalano
(Department of Economics, Statistics and Research, Bank of Italy, 00044 Frascati, Italy)
- Maria Castaldo
(GIPSA-lab, Université de Grenoble Alpes, Centre national de la recherche scientifique, INRIA, Grenoble INP, F-38000 Grenoble, France)
- Giacomo Como
(G. L. Lagrange Department of Mathematical Sciences, Polytechnic University of Turin, 10129 Turin, Italy; and Department of Automatic Control, Lund University, 22100 Lund, Sweden)
- Fabio Fagnani
(G. L. Lagrange Department of Mathematical Sciences, Polytechnic University of Turin, 10129 Turin, Italy)
Abstract
We study a network formation game where n 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 i consists in the wiring of a predetermined number d i 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 i to link to other nodes that are at incoming distance more than d i 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 d of out-links, we characterize the structure of the potential-maximizing equilibria, and in the special cases d = 1 and d = 2, 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.
Suggested Citation
Costanza Catalano & Maria Castaldo & Giacomo Como & Fabio Fagnani, 2025.
"On a Network Centrality Maximization Game,"
Mathematics of Operations Research, INFORMS, vol. 50(3), pages 2112-2140, August.
Handle:
RePEc:inm:ormoor:v:50:y:2025:i:3:p:2112-2140
DOI: 10.1287/moor.2022.0251
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