4.5 Review

Collective learning modeling based on the kinetic theory of active particles

Journal

PHYSICS OF LIFE REVIEWS
Volume 16, Issue -, Pages 123-139

Publisher

ELSEVIER
DOI: 10.1016/j.plrev.2015.10.008

Keywords

Kinetic theory; Active particles; Stochastic differential games; Social learning; Monte Carlo particle method

Funding

  1. European Union [607626]

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This paper proposes a systems approach to the theory of perception and learning in populations composed of many living entities. Starting from a phenomenological description of these processes, a mathematical structure is derived which is deemed to incorporate their complexity features. The modeling is based on a generalization of kinetic theory methods where interactions are described by theoretical tools of game theory. As an application, the proposed approach is used to model the learning processes that take place in a classroom. (C) 2015 Elsevier B.V. All rights reserved.

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