Machine Learning for the identification of phase-transitions in interacting agent-based systems: a Desai-Zwanzig example

Nikolaos Evangelou, Dimitrios G. Giovanis, George A. Kevrekidis +2

Deriving closed-form, analytical expressions for reduced-order models, and judiciously choosing the closures leading to them, has long been the strategy of choice for studying phas…