Nature Communications (Aug 2021)

Machine learning dismantling and early-warning signals of disintegration in complex systems

  • Marco Grassia,
  • Manlio De Domenico,
  • Giuseppe Mangioni

DOI
https://doi.org/10.1038/s41467-021-25485-8
Journal volume & issue
Vol. 12, no. 1
pp. 1 – 10

Abstract

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Network dismantling allows to find minimum set of units attacking which leads to system’s break down. Grassia et al. propose a deep-learning framework for dismantling of large networks which can be used to quantify the vulnerability of networks and detect early-warning signals of their collapse.