A fast and effective method to identify relevant sets of variables in complex systems

G D'Addese, M Casari, R Serra, M Villani - Mathematics, 2021 - mdpi.com
In many complex systems one observes the formation of medium-level structures, whose
detection could allow a high-level description of the dynamical organization of the system
itself, and thus to its better understanding. We have developed in the past a powerful method
to achieve this goal, which however requires a heavy computational cost in several real-
world cases. In this work we introduce a modified version of our approach, which reduces
the computational burden. The design of the new algorithm allowed the realization of an …

[PDF][PDF] A Fast and Effective Method to Identify Relevant Sets of Variables in Complex Systems. Mathematics 2021, 9, 1022

G D'Addese, M Casari, R Serra, M Villani - 2021 - academia.edu
In many complex systems one observes the formation of medium-level structures, whose
detection could allow a high-level description of the dynamical organization of the system
itself, and thus to its better understanding. We have developed in the past a powerful method
to achieve this goal, which however requires a heavy computational cost in several real-
world cases. In this work we introduce a modified version of our approach, which reduces
the computational burden. The design of the new algorithm allowed the realization of an …
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