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Propagation of chaos: a review of models, methods and applications. II. Applications

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arxiv 2106.14812 v4 pith:QCS3XMOM submitted 2021-06-28 math.PR math-phmath.APmath.HOmath.MP

classification math.PRmath-phmath.APmath.HOmath.MP
keywords modelsapplicationschaosnotionpropagationreviewfieldimportant
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The notion of propagation of chaos for large systems of interacting particles originates in statistical physics and has recently become a central notion in many areas of applied mathematics. The present review describes old and new methods as well as several important results in the field. The models considered include the McKean-Vlasov diffusion, the mean-field jump models and the Boltzmann models. The first part of this review is an introduction to modelling aspects of stochastic particle systems and to the notion of propagation of chaos. The second part presents concrete applications and a more detailed study of some of the important models in the field.

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Cited by 3 Pith papers

Reviewed papers in the Pith corpus that reference this work. Sorted by Pith novelty score. Full citation record

  1. Singular mean-field limits via a multiscale mollification metric

    math.AP 2026-07 accept novelty 8.0 of 10

    Multiscale mollification by heat kernels yields quantitative mean-field limits for singular particle systems (sub-Coulomb global, Coulomb short-time in d≥3, super-Coulomb N-dependent), optimal by collision examples.

  2. Propagation of chaos and approximation error of random batch particle system in the mean field regime

    math.NA 2025-05 conditional novelty 7.0 of 10

    For the random batch particle system, the k-particle relative entropy to the mean-field limit is bounded by C t e^{C t} (k^2/N^2 + k tau^2).

  3. Optimal Control of McKean--Vlasov Branching Diffusion Processes

    math.OC 2025-11 conditional novelty 6.0 of 10

    For closed-loop controlled McKean-Vlasov branching diffusions, the value function is characterized by an HJB master equation on finite measures, with an explicit linear-quadratic example.

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