A continuous model for ratings

Pierre Emmanuel Jabin, Stéphane Junca

Research output: Contribution to journalArticlepeer-review

5 Scopus citations

Abstract

We study rating systems, such as the famous Elo system, applied to a large number of players. We assume that each player is characterized by an intrinsic inner strength and follow the evolution of their rating evaluations by deriving a new continuous model, a kinetic-like equation. We then investigate the validity of the rating systems by looking at their large time behavior as one would ideally expect the rating of each player to converge to their actual strength. The simplistic case when all players interact indeed yields an exponential convergence of the ratings. However, the behavior in the more realistic cases with only local interactions is more complex with several possible equilibria depending on the exact initial distribution of initial ratings and possibly very slow convergence.

Original languageEnglish (US)
Pages (from-to)420-442
Number of pages23
JournalSIAM Journal on Applied Mathematics
Volume75
Issue number2
DOIs
StatePublished - 2015

All Science Journal Classification (ASJC) codes

  • Applied Mathematics

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