English

Differential Equation Approximations for Population Games using Elementary Probability

Computer Science and Game Theory 2023-12-14 v1 Multiagent Systems Systems and Control Systems and Control Dynamical Systems Probability Applications

Abstract

Population games model the evolution of strategic interactions among a large number of uniform agents. Due to the agents' uniformity and quantity, their aggregate strategic choices can be approximated by the solutions of a class of ordinary differential equations. This mean-field approach has found to be an effective tool of analysis. However its current proofs rely on advanced mathematical techniques, making them less accessible. In this article, we present a simpler derivation, using only undergraduate-level probability.

Keywords

Cite

@article{arxiv.2312.07598,
  title  = {Differential Equation Approximations for Population Games using Elementary Probability},
  author = {Semih Kara and Nuno C. Martins},
  journal= {arXiv preprint arXiv:2312.07598},
  year   = {2023}
}
R2 v1 2026-06-28T13:48:53.055Z